.. currentmodule:: go_benchmark .. include:: headings.inc =================================== Multidimensional Benchmarks Results =================================== This page shows the results obtained by applying a number of Global optimization algorithms to the entire benchmark suite of N-D optimization problems, together with some statistics on the algorithm performances. |test_functions| Multi-Dimensional (N-D) Test Functions ======================================================= The following table shows the overall success of all Global Optimization algorithms, considering for every benchmark function 100 random starting points. So, for example, **AMPGO** was able to solve, on average, 79.0% of all the test functions for all the 100 random starting points using, on average, 611 functions evaluations. .. cssclass:: pretty-table .. table:: Optimization algorithms performances (N-dimensional) +---------------------+---------------------+-----------------------+ | Optimization Method | Overall Success (%) | Functions Evaluations | +=====================+=====================+=======================+ | AMPGO | 79.027 | 611 | +---------------------+---------------------+-----------------------+ | ASA | 58.457 | 3566 | +---------------------+---------------------+-----------------------+ | BasinHopping | 49.478 | 1220 | +---------------------+---------------------+-----------------------+ | CMA-ES | 57.038 | 603 | +---------------------+---------------------+-----------------------+ | CRS2 | 57.315 | 963 | +---------------------+---------------------+-----------------------+ | DE | 25.533 | 1429 | +---------------------+---------------------+-----------------------+ | DIRECT | 55.027 | 563 | +---------------------+---------------------+-----------------------+ | Firefly | 53.565 | 1462 | +---------------------+---------------------+-----------------------+ | Galileo | 4.978 | 125 | +---------------------+---------------------+-----------------------+ | MLSL | 20.082 | 3096 | +---------------------+---------------------+-----------------------+ | PSWARM | 52.815 | 1163 | +---------------------+---------------------+-----------------------+ | SCE | 68.005 | 970 | +---------------------+---------------------+-----------------------+ | SIMANN | 6.446 | 1390 | +---------------------+---------------------+-----------------------+ | These results are also depicted in the next figure, which clearly shows that **AMPGO** is the better-performing optimization algorithms as far as the current benchmark is considered. .. figure:: figures/nd_results.png :align: center :alt: AMPGO N-D results **AMPGO** Optimization algorithms performances (N-dimensional) | It is also interesting to analyze the success of an optimization algorithm based on the fraction (or percentage) of problems solved given a fixed number of allowed function evaluations, let's say from 100 to 2000. The next figure presents such analysis, and it is clear that, on average, **AMPGO** outperforms all the other optimization methods using only 200 function evaluations (against the 2000 allowed for all the others). .. figure:: figures/success_vs_nfun.png :align: center :alt: AMPGO N-D results **AMPGO** Percentage of problems solved given a fixed number of function evaluations (N-dimensional) | After the following comment from Geoffrey Oxberry in the `scipy` mailing list: .. note:: One of the typical plots used to assess performance is a "performance profile", which was defined in "Benchmarking Optimization Software with Performance Profiles" by Dolan and More (http://arxiv.org/pdf/cs/0102001.pdf). I didn't see any plots in this format. Do you plan on presenting performance data in this manner? The solved problems versus function evaluations looks pretty close to this sort of presentation. This sort of format also avoids some of the pitfalls mentioned on your site re: performance comparisons. I converted the Matlab code used by Dolan and More to Python and produced the following output: .. figure:: figures/performance_profiles.png :align: center :alt: AMPGO N-D results **AMPGO** Performance profiles for the various optimization algorithms (N-dimensional) | The following table is a split-by-benchmark function of the first table, showing the percentage of successful optimizations per benchmark, considering 100 random starting points. .. cssclass:: pretty-table .. table:: Optimization algorithms performances (N-dimensional) +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Function Name | N | AMPGO | ASA | BasinHopping | CMA-ES | CRS2 | DE | DIRECT | Firefly | Galileo | MLSL | PSWARM | SCE | SIMANN | +==============================+====+=======+=====+==============+========+======+=====+========+=========+=========+======+========+=====+========+ | Ackley | 2 | 43 | 99 | 1 | 17 | 80 | 0 | 100 | 0 | 0 | 0 | 2 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Adjiman | 2 | 100 | 100 | 100 | 99 | 96 | 100 | 0 | 100 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Alpine01 | 2 | 100 | 100 | 0 | 98 | 61 | 0 | 100 | 1 | 0 | 100 | 64 | 67 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Alpine02 | 2 | 98 | 100 | 31 | 38 | 86 | 100 | 100 | 97 | 0 | 0 | 78 | 99 | 74 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | AMGM | 2 | 100 | 100 | 100 | 100 | 53 | 100 | 0 | 100 | 59 | 0 | 88 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | BartelsConn | 2 | 100 | 100 | 0 | 100 | 92 | 0 | 0 | 13 | 0 | 0 | 23 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Beale | 2 | 100 | 3 | 100 | 71 | 70 | 0 | 100 | 78 | 0 | 0 | 83 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Bird | 2 | 100 | 100 | 44 | 53 | 64 | 100 | 100 | 70 | 0 | 0 | 73 | 97 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Bohachevsky | 2 | 100 | 100 | 100 | 91 | 94 | 0 | 100 | 95 | 0 | 0 | 91 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | BoxBetts | 3 | 100 | 0 | 92 | 89 | 88 | 0 | 0 | 86 | 0 | 0 | 8 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Branin01 | 2 | 100 | 100 | 100 | 100 | 81 | 0 | 100 | 100 | 0 | 0 | 70 | 96 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Branin02 | 2 | 100 | 18 | 24 | 5 | 21 | 0 | 100 | 6 | 0 | 0 | 5 | 16 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Brent | 2 | 100 | 100 | 100 | 100 | 34 | 0 | 100 | 100 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Brown | 2 | 100 | 96 | 100 | 100 | 83 | 0 | 100 | 100 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Bukin02 | 2 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Bukin04 | 2 | 100 | 100 | 0 | 100 | 80 | 100 | 0 | 61 | 0 | 100 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Bukin06 | 2 | 94 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | CarromTable | 2 | 100 | 100 | 41 | 13 | 43 | 100 | 100 | 93 | 57 | 0 | 99 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Chichinadze | 2 | 71 | 100 | 18 | 9 | 41 | 0 | 54 | 15 | 0 | 0 | 75 | 57 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Cigar | 2 | 100 | 98 | 0 | 100 | 71 | 0 | 0 | 0 | 0 | 100 | 32 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Cola | 17 | 58 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Colville | 4 | 100 | 0 | 0 | 100 | 0 | 100 | 100 | 100 | 9 | 100 | 84 | 100 | 1 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Corana | 4 | 0 | 100 | 55 | 6 | 0 | 0 | 0 | 4 | 0 | 0 | 51 | 31 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | CosineMixture | 2 | 100 | 100 | 100 | 100 | 0 | 100 | 100 | 100 | 100 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | CrossInTray | 2 | 79 | 100 | 4 | 12 | 98 | 0 | 100 | 100 | 0 | 0 | 100 | 71 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | CrossLegTable | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 9 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | CrownedCross | 2 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Csendes | 2 | 100 | 100 | 100 | 100 | 99 | 0 | 100 | 100 | 12 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Cube | 2 | 100 | 0 | 0 | 95 | 64 | 51 | 0 | 19 | 0 | 54 | 48 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Damavandi | 2 | 18 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Deb01 | 2 | 100 | 100 | 100 | 99 | 55 | 100 | 0 | 100 | 0 | 100 | 27 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Deb02 | 2 | 100 | 100 | 100 | 98 | 94 | 0 | 100 | 98 | 0 | 100 | 16 | 9 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Decanomial | 2 | 93 | 35 | 0 | 97 | 91 | 0 | 0 | 20 | 0 | 37 | 99 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Deceptive | 2 | 31 | 98 | 0 | 3 | 7 | 0 | 0 | 0 | 0 | 100 | 2 | 67 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | DeckkersAarts | 2 | 100 | 100 | 99 | 97 | 97 | 100 | 100 | 83 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | DeflectedCorrugatedSpring | 2 | 96 | 0 | 100 | 0 | 48 | 100 | 0 | 65 | 0 | 0 | 100 | 47 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | DeVilliersGlasser01 | 4 | 100 | 0 | 7 | 6 | 0 | 0 | 0 | 0 | 0 | 100 | 0 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | DeVilliersGlasser02 | 5 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | DixonPrice | 2 | 100 | 97 | 100 | 100 | 82 | 56 | 100 | 100 | 0 | 41 | 100 | 97 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Dolan | 5 | 100 | 0 | 0 | 87 | 0 | 0 | 100 | 4 | 0 | 100 | 17 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | DropWave | 2 | 34 | 20 | 93 | 0 | 43 | 0 | 0 | 57 | 0 | 0 | 5 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Easom | 2 | 5 | 74 | 0 | 4 | 25 | 0 | 0 | 0 | 0 | 62 | 1 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | EggCrate | 2 | 94 | 100 | 31 | 14 | 78 | 0 | 100 | 87 | 0 | 47 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | EggHolder | 2 | 59 | 2 | 2 | 1 | 19 | 0 | 0 | 7 | 0 | 0 | 24 | 0 | 100 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | ElAttarVidyasagarDutta | 2 | 100 | 44 | 62 | 52 | 64 | 0 | 100 | 1 | 0 | 0 | 56 | 92 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Exp2 | 2 | 100 | 98 | 10 | 7 | 20 | 0 | 0 | 1 | 0 | 0 | 54 | 89 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Exponential | 2 | 100 | 100 | 100 | 100 | 97 | 47 | 100 | 100 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | FreudensteinRoth | 2 | 100 | 58 | 25 | 37 | 55 | 0 | 0 | 28 | 0 | 100 | 95 | 95 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Gear | 4 | 44 | 100 | 3 | 96 | 97 | 100 | 0 | 100 | 1 | 0 | 91 | 98 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Giunta | 2 | 100 | 100 | 69 | 60 | 96 | 0 | 100 | 93 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | GoldsteinPrice | 2 | 100 | 74 | 94 | 82 | 82 | 0 | 100 | 97 | 0 | 0 | 100 | 99 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Griewank | 2 | 3 | 17 | 0 | 0 | 60 | 0 | 0 | 3 | 0 | 0 | 1 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Gulf | 3 | 59 | 0 | 3 | 1 | 41 | 0 | 0 | 0 | 0 | 0 | 0 | 19 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Hansen | 2 | 80 | 56 | 80 | 17 | 43 | 52 | 51 | 91 | 0 | 0 | 31 | 5 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Hartmann3 | 3 | 100 | 0 | 100 | 92 | 87 | 0 | 0 | 26 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Hartmann6 | 6 | 100 | 0 | 20 | 67 | 1 | 0 | 100 | 54 | 0 | 0 | 63 | 95 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | HelicalValley | 3 | 100 | 0 | 100 | 100 | 15 | 0 | 52 | 0 | 0 | 81 | 0 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | HimmelBlau | 2 | 100 | 0 | 100 | 100 | 87 | 0 | 100 | 100 | 0 | 0 | 59 | 97 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | HolderTable | 2 | 100 | 100 | 52 | 20 | 91 | 100 | 100 | 95 | 96 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Holzman | 3 | 100 | 100 | 80 | 42 | 0 | 100 | 0 | 100 | 0 | 100 | 0 | 100 | 100 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Hosaki | 2 | 100 | 100 | 87 | 88 | 97 | 100 | 100 | 99 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Infinity | 2 | 100 | 100 | 100 | 100 | 100 | 0 | 100 | 100 | 10 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | JennrichSampson | 2 | 100 | 2 | 0 | 100 | 81 | 0 | 50 | 61 | 0 | 0 | 54 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Judge | 2 | 100 | 8 | 100 | 77 | 86 | 0 | 41 | 100 | 0 | 0 | 98 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Katsuura | 2 | 100 | 92 | 100 | 96 | 0 | 0 | 100 | 100 | 0 | 0 | 100 | 99 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Keane | 2 | 100 | 100 | 100 | 100 | 60 | 100 | 0 | 100 | 100 | 100 | 9 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Kowalik | 4 | 92 | 0 | 4 | 19 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 67 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Langermann | 2 | 97 | 70 | 71 | 10 | 65 | 100 | 0 | 62 | 0 | 0 | 82 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | LennardJones | 6 | 100 | 0 | 90 | 85 | 6 | 0 | 100 | 100 | 0 | 100 | 52 | 5 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Leon | 2 | 100 | 0 | 0 | 100 | 61 | 0 | 56 | 44 | 0 | 0 | 1 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Levy03 | 2 | 100 | 100 | 96 | 28 | 96 | 58 | 0 | 100 | 0 | 56 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Levy05 | 2 | 26 | 50 | 74 | 14 | 47 | 100 | 43 | 81 | 0 | 0 | 56 | 68 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Levy13 | 2 | 100 | 100 | 100 | 64 | 87 | 58 | 0 | 100 | 0 | 47 | 70 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Matyas | 2 | 100 | 31 | 100 | 100 | 81 | 44 | 100 | 100 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | McCormick | 2 | 100 | 100 | 52 | 59 | 71 | 0 | 100 | 99 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Michalewicz | 2 | 100 | 100 | 100 | 53 | 86 | 100 | 100 | 90 | 0 | 0 | 100 | 100 | 36 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | MieleCantrell | 4 | 93 | 1 | 97 | 100 | 98 | 0 | 50 | 51 | 0 | 0 | 28 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Mishra01 | 2 | 100 | 100 | 100 | 98 | 0 | 100 | 100 | 100 | 0 | 0 | 5 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Mishra02 | 2 | 100 | 100 | 100 | 100 | 0 | 100 | 100 | 100 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Mishra03 | 2 | 43 | 7 | 0 | 4 | 20 | 0 | 50 | 0 | 0 | 0 | 24 | 4 | 93 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Mishra04 | 2 | 29 | 3 | 0 | 1 | 15 | 0 | 0 | 2 | 0 | 0 | 6 | 2 | 91 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Mishra05 | 2 | 97 | 78 | 88 | 14 | 96 | 0 | 44 | 21 | 3 | 0 | 60 | 71 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Mishra06 | 2 | 100 | 54 | 36 | 49 | 79 | 47 | 100 | 91 | 0 | 0 | 85 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Mishra07 | 2 | 100 | 100 | 100 | 100 | 90 | 53 | 100 | 100 | 0 | 100 | 58 | 77 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Mishra08 | 2 | 94 | 38 | 0 | 98 | 94 | 0 | 0 | 18 | 0 | 88 | 99 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Mishra09 | 3 | 100 | 100 | 0 | 99 | 58 | 0 | 100 | 41 | 0 | 61 | 15 | 37 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Mishra10 | 2 | 0 | 99 | 20 | 37 | 0 | 100 | 0 | 99 | 34 | 0 | 79 | 99 | 78 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Mishra11 | 2 | 100 | 100 | 100 | 100 | 88 | 53 | 100 | 100 | 0 | 47 | 71 | 37 | 5 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | MultiModal | 2 | 100 | 100 | 0 | 100 | 88 | 0 | 100 | 97 | 0 | 100 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | NeedleEye | 2 | 100 | 100 | 0 | 100 | 0 | 100 | 0 | 37 | 0 | 0 | 100 | 95 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | NewFunction01 | 2 | 60 | 7 | 0 | 2 | 52 | 0 | 0 | 4 | 0 | 0 | 12 | 29 | 35 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | NewFunction02 | 2 | 42 | 1 | 0 | 2 | 19 | 0 | 0 | 1 | 0 | 0 | 5 | 23 | 36 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | NewFunction03 | 2 | 100 | 83 | 100 | 19 | 100 | 100 | 57 | 88 | 28 | 0 | 95 | 61 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | OddSquare | 2 | 6 | 18 | 2 | 8 | 92 | 100 | 0 | 100 | 0 | 0 | 55 | 5 | 2 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Parsopoulos | 2 | 100 | 100 | 89 | 94 | 61 | 0 | 100 | 100 | 0 | 0 | 41 | 34 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Pathological | 2 | 30 | 15 | 8 | 0 | 0 | 0 | 100 | 0 | 0 | 0 | 92 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Paviani | 10 | 100 | 0 | 100 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 85 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Penalty01 | 2 | 100 | 99 | 38 | 91 | 98 | 0 | 100 | 100 | 0 | 0 | 52 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Penalty02 | 2 | 52 | 43 | 100 | 29 | 75 | 0 | 0 | 53 | 0 | 0 | 20 | 16 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | PenHolder | 2 | 100 | 100 | 19 | 19 | 96 | 100 | 100 | 98 | 95 | 0 | 100 | 100 | 100 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | PermFunction01 | 2 | 100 | 0 | 100 | 100 | 79 | 0 | 100 | 100 | 0 | 100 | 17 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | PermFunction02 | 2 | 100 | 0 | 100 | 100 | 85 | 0 | 100 | 100 | 0 | 0 | 99 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Pinter | 2 | 96 | 82 | 97 | 34 | 79 | 0 | 100 | 98 | 0 | 52 | 54 | 92 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Plateau | 2 | 43 | 100 | 53 | 83 | 0 | 100 | 0 | 100 | 93 | 0 | 100 | 100 | 100 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Powell | 4 | 100 | 0 | 0 | 100 | 43 | 0 | 0 | 2 | 0 | 0 | 6 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | PowerSum | 4 | 92 | 0 | 0 | 16 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Price01 | 2 | 100 | 100 | 100 | 99 | 71 | 0 | 100 | 6 | 0 | 55 | 100 | 68 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Price02 | 2 | 65 | 43 | 1 | 2 | 34 | 0 | 0 | 36 | 0 | 0 | 24 | 36 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Price03 | 2 | 100 | 5 | 55 | 52 | 38 | 0 | 100 | 7 | 0 | 0 | 54 | 54 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Price04 | 2 | 100 | 18 | 4 | 100 | 81 | 42 | 44 | 65 | 0 | 70 | 19 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Qing | 2 | 100 | 100 | 100 | 100 | 85 | 0 | 100 | 2 | 0 | 0 | 100 | 75 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Quadratic | 2 | 100 | 100 | 100 | 100 | 96 | 100 | 100 | 97 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Quintic | 2 | 100 | 95 | 0 | 100 | 65 | 52 | 56 | 0 | 0 | 100 | 50 | 83 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Rana | 2 | 96 | 95 | 13 | 7 | 49 | 100 | 54 | 21 | 29 | 0 | 94 | 65 | 95 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Rastrigin | 2 | 97 | 73 | 81 | 6 | 88 | 0 | 0 | 49 | 0 | 0 | 31 | 48 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Ripple01 | 2 | 100 | 32 | 0 | 3 | 68 | 0 | 0 | 2 | 0 | 0 | 32 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Ripple25 | 2 | 100 | 93 | 65 | 8 | 89 | 0 | 0 | 7 | 0 | 0 | 87 | 67 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Rosenbrock | 2 | 100 | 0 | 0 | 100 | 67 | 0 | 100 | 51 | 0 | 100 | 0 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | RosenbrockModified | 2 | 60 | 4 | 0 | 2 | 13 | 55 | 0 | 10 | 0 | 0 | 1 | 9 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | RotatedEllipse01 | 2 | 100 | 98 | 100 | 100 | 69 | 0 | 100 | 1 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | RotatedEllipse02 | 2 | 100 | 100 | 100 | 98 | 79 | 0 | 100 | 9 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Salomon | 2 | 5 | 8 | 95 | 0 | 25 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Sargan | 2 | 100 | 100 | 100 | 100 | 87 | 0 | 100 | 70 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schaffer01 | 2 | 3 | 40 | 1 | 0 | 87 | 0 | 0 | 91 | 0 | 0 | 14 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schaffer02 | 2 | 15 | 36 | 3 | 4 | 93 | 48 | 0 | 100 | 0 | 100 | 24 | 3 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schaffer03 | 2 | 23 | 39 | 0 | 7 | 91 | 44 | 0 | 100 | 0 | 0 | 18 | 6 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schaffer04 | 2 | 13 | 31 | 2 | 0 | 91 | 32 | 0 | 99 | 0 | 0 | 6 | 3 | 2 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | SchmidtVetters | 3 | 100 | 98 | 100 | 90 | 100 | 100 | 100 | 100 | 34 | 0 | 53 | 100 | 98 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schwefel01 | 2 | 100 | 100 | 100 | 100 | 91 | 0 | 100 | 100 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schwefel02 | 2 | 100 | 100 | 100 | 100 | 94 | 0 | 100 | 100 | 0 | 51 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schwefel04 | 2 | 100 | 100 | 100 | 100 | 58 | 0 | 100 | 100 | 0 | 100 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schwefel06 | 2 | 100 | 0 | 0 | 100 | 70 | 0 | 100 | 0 | 0 | 0 | 4 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schwefel20 | 2 | 100 | 94 | 0 | 100 | 61 | 0 | 100 | 0 | 0 | 48 | 10 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schwefel21 | 2 | 100 | 88 | 0 | 100 | 71 | 0 | 100 | 0 | 0 | 0 | 19 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schwefel22 | 2 | 98 | 98 | 0 | 96 | 63 | 0 | 100 | 0 | 0 | 100 | 10 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schwefel26 | 2 | 80 | 84 | 10 | 10 | 55 | 52 | 100 | 51 | 48 | 0 | 79 | 92 | 99 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Schwefel36 | 2 | 0 | 100 | 100 | 24 | 18 | 0 | 100 | 100 | 0 | 0 | 87 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Shekel05 | 4 | 100 | 0 | 46 | 43 | 25 | 0 | 100 | 48 | 0 | 0 | 48 | 42 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Shekel07 | 4 | 100 | 0 | 52 | 35 | 31 | 0 | 100 | 60 | 0 | 0 | 63 | 70 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Shekel10 | 4 | 100 | 0 | 52 | 35 | 40 | 0 | 100 | 49 | 0 | 0 | 53 | 71 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Shubert01 | 2 | 91 | 100 | 90 | 19 | 57 | 0 | 46 | 57 | 0 | 0 | 28 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Shubert03 | 2 | 82 | 93 | 17 | 3 | 16 | 0 | 100 | 53 | 0 | 0 | 18 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Shubert04 | 2 | 88 | 100 | 89 | 8 | 50 | 100 | 49 | 79 | 0 | 0 | 31 | 6 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | SineEnvelope | 2 | 9 | 6 | 1 | 0 | 6 | 0 | 0 | 3 | 0 | 0 | 1 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | SixHumpCamel | 2 | 100 | 100 | 100 | 90 | 96 | 100 | 100 | 100 | 0 | 0 | 100 | 99 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Sodp | 2 | 100 | 100 | 100 | 100 | 94 | 0 | 100 | 100 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Sphere | 2 | 100 | 100 | 100 | 100 | 84 | 0 | 100 | 100 | 0 | 48 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Step | 2 | 0 | 100 | 0 | 92 | 0 | 100 | 0 | 100 | 1 | 0 | 100 | 100 | 4 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Stochastic | 2 | 0 | 5 | 0 | 20 | 13 | 0 | 97 | 0 | 0 | 0 | 0 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | StretchedV | 2 | 100 | 0 | 96 | 99 | 76 | 0 | 100 | 100 | 2 | 100 | 39 | 25 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | StyblinskiTang | 2 | 100 | 100 | 55 | 28 | 80 | 0 | 100 | 78 | 0 | 0 | 99 | 98 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | TestTubeHolder | 2 | 91 | 61 | 42 | 3 | 81 | 100 | 0 | 31 | 0 | 0 | 35 | 6 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | ThreeHumpCamel | 2 | 100 | 83 | 100 | 78 | 91 | 0 | 100 | 100 | 0 | 0 | 99 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Treccani | 2 | 100 | 100 | 100 | 100 | 87 | 49 | 100 | 100 | 0 | 64 | 100 | 99 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Trefethen | 2 | 1 | 4 | 8 | 5 | 9 | 0 | 0 | 1 | 0 | 0 | 4 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Trid | 6 | 100 | 0 | 100 | 100 | 0 | 0 | 100 | 4 | 0 | 0 | 18 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Trigonometric01 | 2 | 100 | 100 | 100 | 100 | 46 | 100 | 100 | 100 | 3 | 100 | 86 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Trigonometric02 | 2 | 9 | 99 | 59 | 70 | 88 | 0 | 49 | 5 | 0 | 0 | 24 | 49 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Tripod | 2 | 99 | 20 | 0 | 49 | 34 | 0 | 100 | 0 | 0 | 50 | 2 | 43 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Ursem01 | 2 | 100 | 100 | 60 | 60 | 100 | 100 | 100 | 99 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Ursem03 | 2 | 43 | 100 | 3 | 13 | 80 | 0 | 100 | 0 | 0 | 42 | 6 | 100 | 18 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Ursem04 | 2 | 100 | 93 | 0 | 62 | 73 | 0 | 100 | 2 | 0 | 100 | 8 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | UrsemWaves | 2 | 100 | 6 | 100 | 51 | 0 | 0 | 0 | 61 | 0 | 0 | 47 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | VenterSobiezcczanskiSobieski | 2 | 61 | 100 | 62 | 2 | 89 | 0 | 100 | 1 | 0 | 0 | 30 | 87 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Vincent | 2 | 100 | 100 | 100 | 100 | 94 | 0 | 100 | 98 | 0 | 0 | 47 | 59 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Watson | 6 | 100 | 0 | 0 | 46 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 77 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Wavy | 2 | 39 | 80 | 8 | 2 | 84 | 0 | 0 | 63 | 0 | 0 | 62 | 30 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | WayburnSeader01 | 2 | 100 | 6 | 0 | 100 | 86 | 0 | 38 | 50 | 0 | 94 | 59 | 97 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | WayburnSeader02 | 2 | 100 | 4 | 0 | 97 | 90 | 0 | 0 | 5 | 0 | 0 | 2 | 97 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Weierstrass | 2 | 0 | 57 | 0 | 92 | 81 | 0 | 0 | 0 | 0 | 0 | 0 | 98 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Whitley | 2 | 5 | 2 | 28 | 3 | 24 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Wolfe | 3 | 100 | 0 | 100 | 100 | 0 | 0 | 0 | 100 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | XinSheYang01 | 2 | 0 | 24 | 0 | 16 | 62 | 2 | 41 | 7 | 0 | 0 | 0 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | XinSheYang02 | 2 | 63 | 35 | 0 | 10 | 49 | 0 | 100 | 0 | 0 | 0 | 5 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | XinSheYang03 | 2 | 5 | 3 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | XinSheYang04 | 2 | 40 | 53 | 0 | 1 | 65 | 0 | 0 | 0 | 0 | 0 | 4 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Xor | 9 | 100 | 0 | 55 | 79 | 49 | 0 | 0 | 41 | 0 | 0 | 70 | 13 | 7 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | YaoLiu04 | 2 | 100 | 100 | 0 | 100 | 83 | 0 | 100 | 36 | 0 | 100 | 34 | 96 | 1 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | YaoLiu09 | 2 | 97 | 67 | 79 | 5 | 85 | 0 | 0 | 47 | 0 | 0 | 35 | 41 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Zacharov | 2 | 100 | 100 | 100 | 100 | 86 | 0 | 100 | 100 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | ZeroSum | 2 | 0 | 0 | 0 | 69 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Zettl | 2 | 100 | 100 | 100 | 99 | 87 | 0 | 100 | 100 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Zimmerman | 2 | 1 | 5 | 0 | 37 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 47 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | Zirilli | 2 | 100 | 100 | 100 | 83 | 97 | 100 | 100 | 100 | 0 | 0 | 100 | 100 | 0 | +------------------------------+----+-------+-----+--------------+--------+------+-----+--------+---------+---------+------+--------+-----+--------+ | The following table is a split-by-benchmark function of the first table, showing the average number of functions evaluations **for successful optimizations only**, considering 100 random starting points. .. cssclass:: pretty-table .. table:: Optimization algorithms performances (N-dimensional) +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Function Name | N | AMPGO | ASA | BasinHopping | CMA-ES | CRS2 | DE | DIRECT | Firefly | Galileo | MLSL | PSWARM | SCE | SIMANN | +==============================+====+=======+=======+==============+========+======+======+========+=========+=========+======+========+======+========+ | Ackley | 2 | 1515 | 1288 | 1691 | 454 | 1201 | 2019 | 234 | 2000 | 85 | 2586 | 349 | 522 | 1186 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Adjiman | 2 | 14 | 1254 | 639 | 239 | 273 | 1453 | 176 | 392 | 172 | 2347 | 450 | 394 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Alpine01 | 2 | 251 | 1267 | 2002 | 614 | 931 | 2019 | 511 | 1999 | 99 | 1126 | 842 | 1370 | 910 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Alpine02 | 2 | 271 | 1207 | 575 | 298 | 600 | 823 | 218 | 1156 | 151 | 3358 | 968 | 379 | 1188 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | AMGM | 2 | 15 | 471 | 466 | 187 | 965 | 360 | 2001 | 28 | 63 | 2255 | 864 | 35 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | BartelsConn | 2 | 102 | 1234 | 2033 | 657 | 795 | 2019 | 322 | 1976 | 89 | 1634 | 345 | 335 | 1496 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Beale | 2 | 33 | 857 | 1645 | 531 | 596 | 2019 | 600 | 1452 | 94 | 5131 | 1341 | 316 | 1597 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Bird | 2 | 85 | 1224 | 883 | 350 | 646 | 1377 | 253 | 1851 | 129 | 3130 | 1191 | 492 | 821 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Bohachevsky | 2 | 250 | 1286 | 1229 | 471 | 755 | 2019 | 290 | 1788 | 88 | 2207 | 339 | 420 | 1063 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | BoxBetts | 3 | 29 | 4589 | 1940 | 573 | 628 | 2018 | 196 | 870 | 114 | 6707 | 3472 | 214 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Branin01 | 2 | 11 | 1265 | 875 | 407 | 564 | 969 | 264 | 1322 | 97 | 2990 | 1258 | 494 | 1221 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Branin02 | 2 | 290 | 955 | 713 | 386 | 620 | 1011 | 620 | 1929 | 99 | 3974 | 958 | 1819 | 1099 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Brent | 2 | 2 | 1223 | 241 | 474 | 1170 | 2019 | 278 | 1366 | 102 | 2069 | 395 | 281 | 1360 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Brown | 2 | 14 | 1197 | 591 | 357 | 465 | 2019 | 156 | 1020 | 120 | 2123 | 340 | 192 | 1108 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Bukin02 | 2 | 8 | 1242 | 488 | 39 | 371 | 46 | 698 | 23 | 24 | 2829 | 462 | 14 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Bukin04 | 2 | 68 | 1371 | 2025 | 705 | 682 | 360 | 2001 | 1759 | 59 | 59 | 450 | 316 | 1836 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Bukin06 | 2 | 842 | 1226 | 2047 | 965 | 877 | 381 | 2001 | 2000 | 91 | 238 | 928 | 2004 | 877 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | CarromTable | 2 | 101 | 1266 | 495 | 316 | 900 | 213 | 210 | 410 | 81 | 5512 | 469 | 365 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Chichinadze | 2 | 1209 | 1214 | 1162 | 517 | 597 | 2019 | 174 | 1974 | 112 | 3679 | 474 | 1397 | 1222 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Cigar | 2 | 26 | 1245 | 2018 | 900 | 926 | 2019 | 258 | 2000 | -- | 942 | 503 | 418 | 1474 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Cola | 17 | 1360 | 60687 | 2018 | 2006 | 2001 | 2055 | 2001 | 2000 | 925 | 7979 | 4020 | 2039 | 669 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Colville | 4 | 125 | 7929 | 2041 | 242 | 2003 | 371 | 826 | 196 | 112 | 746 | 1469 | 151 | 1167 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Corana | 4 | 2026 | 576 | 542 | 776 | 2001 | 1447 | 2001 | 1948 | 228 | 3749 | 665 | 1780 | 1159 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | CosineMixture | 2 | 3 | 1284 | 208 | 8 | 2001 | 46 | 292 | 20 | 29 | 2868 | 380 | 10 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | CrossInTray | 2 | 924 | 1239 | 522 | 305 | 644 | 2019 | 204 | 1106 | 148 | 6148 | 347 | 1159 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | CrossLegTable | 2 | 2007 | 1255 | 1615 | 870 | 550 | 2019 | 138 | 2000 | 192 | 276 | 2316 | 2010 | 793 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | CrownedCross | 2 | 2020 | 1254 | 2969 | 933 | 525 | 2019 | 190 | 2000 | 97 | 267 | 2293 | 2009 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Csendes | 2 | 21 | 516 | 1046 | 183 | 141 | 2019 | 40 | 65 | 71 | 2201 | 301 | 49 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Cube | 2 | 58 | 738 | 2015 | 1195 | 925 | 473 | 1379 | 1933 | 59 | 977 | 1432 | 586 | 1698 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Damavandi | 2 | 1827 | 1270 | 505 | 385 | 586 | 360 | 2001 | 2000 | 60 | 2267 | 281 | 2004 | 1260 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Deb01 | 2 | 35 | 1229 | 1368 | 534 | 1132 | 360 | 2001 | 1535 | 116 | 1060 | 2563 | 2011 | 1264 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Deb02 | 2 | 113 | 1220 | 1103 | 471 | 756 | 444 | 110 | 1355 | 174 | 167 | 3226 | 1912 | 1954 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Decanomial | 2 | 522 | 37 | 2015 | 730 | 555 | 2019 | 92 | 1926 | -- | 1086 | 362 | 264 | 251 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Deceptive | 2 | 3017 | 1260 | 7607 | 606 | 636 | 2019 | 248 | 2000 | 184 | 775 | 1078 | 1446 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | DeckkersAarts | 2 | 44 | 1304 | 1059 | 302 | 936 | 791 | 490 | 1269 | 101 | 5380 | 473 | 196 | 1272 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | DeflectedCorrugatedSpring | 2 | 700 | -- | 783 | 361 | 734 | 360 | 2001 | 1637 | 60 | 4221 | 286 | 1758 | 1679 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | DeVilliersGlasser01 | 4 | 231 | 14114 | 1963 | 1972 | 1853 | 1274 | 2001 | 2000 | -- | 1783 | 3913 | 2014 | 1934 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | DeVilliersGlasser02 | 5 | 2139 | 47968 | 1994 | 2002 | 1828 | 1737 | 2001 | 2000 | 348 | 2303 | 3922 | 2020 | 1692 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | DixonPrice | 2 | 17 | 1330 | 1106 | 451 | 644 | 1607 | 431 | 1482 | 80 | 2003 | 361 | 380 | 1598 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Dolan | 5 | 86 | 43089 | 2047 | 1423 | 2001 | 1842 | 884 | 1992 | 175 | 866 | 3313 | 2019 | 1047 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | DropWave | 2 | 1677 | 1138 | 770 | 422 | 871 | 720 | 174 | 1766 | 165 | 4391 | 305 | 2008 | 1950 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Easom | 2 | 1949 | 1226 | 1034 | 438 | 1024 | 2019 | 180 | 2000 | 78 | 3199 | 419 | 700 | 1019 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | EggCrate | 2 | 556 | 1302 | 744 | 379 | 692 | 2019 | 270 | 1617 | 95 | 1388 | 388 | 352 | 909 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | EggHolder | 2 | 1381 | 1269 | 680 | 500 | 568 | 1011 | 600 | 1947 | 165 | 7069 | 1220 | 2008 | 908 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | ElAttarVidyasagarDutta | 2 | 109 | 1314 | 1306 | 618 | 842 | 1456 | 728 | 1998 | -- | 4579 | 392 | 686 | 1975 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Exp2 | 2 | 164 | 1301 | 370 | 343 | 580 | 2019 | 8 | 1997 | 94 | 2735 | 1318 | 1022 | 877 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Exponential | 2 | 6 | 1264 | 431 | 313 | 449 | 1999 | 128 | 776 | 162 | 2103 | 299 | 160 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | FreudensteinRoth | 2 | 89 | 1126 | 1554 | 631 | 648 | 2019 | 719 | 1937 | 107 | 1124 | 919 | 637 | 1934 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Gear | 4 | 1555 | 414 | 101 | 649 | 447 | 1725 | 2001 | 146 | 141 | 2543 | 1030 | 274 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Giunta | 2 | 45 | 1234 | 693 | 327 | 457 | 2019 | 219 | 921 | 96 | 2231 | 319 | 187 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | GoldsteinPrice | 2 | 56 | 1144 | 1708 | 438 | 677 | 1537 | 348 | 1643 | 90 | 4375 | 329 | 298 | 1690 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Griewank | 2 | 1990 | 1277 | 569 | 439 | 1056 | 845 | 348 | 1997 | 95 | 2556 | 412 | 2007 | 1092 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Gulf | 3 | 2037 | 4382 | 127 | 952 | 1325 | 1522 | 522 | 2000 | 101 | 6266 | 3978 | 1917 | 281 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Hansen | 2 | 859 | 1228 | 1064 | 418 | 734 | 1140 | 252 | 1396 | 141 | 6219 | 2721 | 1987 | 734 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Hartmann3 | 3 | 45 | 4299 | 1638 | 616 | 896 | 2018 | 230 | 1847 | 295 | 6698 | 579 | 355 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Hartmann6 | 6 | 69 | 19805 | 1996 | 1481 | 1959 | 2016 | 750 | 1800 | 523 | 7744 | 1247 | 952 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | HelicalValley | 3 | 33 | -- | 1936 | 1057 | 1974 | 1772 | 1511 | 2000 | 99 | 864 | 3385 | 711 | 835 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | HimmelBlau | 2 | 15 | -- | 893 | 406 | 675 | 2019 | 271 | 1598 | 94 | 2216 | 1577 | 481 | 1199 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | HolderTable | 2 | 92 | 1279 | 599 | 304 | 309 | 89 | 224 | 289 | 47 | 6272 | 464 | 62 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Holzman | 3 | 194 | 0 | 1245 | 9 | 2001 | 66 | 2001 | 20 | -- | 335 | 4015 | 14 | 251 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Hosaki | 2 | 162 | 1252 | 779 | 216 | 550 | 739 | 302 | 800 | 162 | 2465 | 349 | 164 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Infinity | 2 | 16 | 531 | 1052 | 181 | 139 | 2019 | 40 | 64 | 71 | 2197 | 299 | 49 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | JennrichSampson | 2 | 32 | 1381 | 2019 | 557 | 810 | 927 | 524 | 1906 | 99 | 7841 | 552 | 407 | 914 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Judge | 2 | 38 | 1269 | 1175 | 358 | 739 | 2019 | 526 | 1614 | 79 | 4009 | 609 | 290 | 1424 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Katsuura | 2 | 2 | 1281 | 177 | 1237 | 2001 | 2019 | 994 | 54 | 105 | 115 | 412 | 1070 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Keane | 2 | 6 | 977 | 524 | 8 | 911 | 47 | 2001 | 20 | 24 | 1585 | 3547 | 10 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Kowalik | 4 | 814 | 7965 | 1984 | 1718 | 1373 | 1966 | 625 | 2000 | 158 | 7766 | 3888 | 1456 | 1995 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Langermann | 2 | 865 | 1245 | 1123 | 393 | 607 | 1201 | 178 | 1662 | 113 | 5781 | 762 | 727 | 1977 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | LennardJones | 6 | 82 | 23343 | 242 | 1675 | 1978 | 2016 | 508 | 904 | 260 | 724 | 2071 | 1964 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Leon | 2 | 34 | 853 | 2015 | 616 | 599 | 1707 | 1311 | 1687 | 85 | 2952 | 2466 | 318 | 1473 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Levy03 | 2 | 198 | 1255 | 926 | 373 | 571 | 1056 | 987 | 1233 | 81 | 2281 | 289 | 227 | 1513 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Levy05 | 2 | 1717 | 1268 | 1306 | 471 | 908 | 1360 | 218 | 1745 | 100 | 4580 | 1050 | 1545 | 825 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Levy13 | 2 | 430 | 1242 | 1554 | 544 | 709 | 1056 | 1035 | 1630 | 78 | 1824 | 285 | 533 | 1127 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Matyas | 2 | 6 | 1374 | 607 | 410 | 541 | 1162 | 272 | 1078 | 64 | 2193 | 432 | 203 | 1915 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | McCormick | 2 | 28 | 1274 | 690 | 350 | 419 | 2019 | 242 | 1127 | 128 | 2504 | 369 | 213 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Michalewicz | 2 | 352 | 1238 | 1327 | 262 | 596 | 739 | 144 | 1196 | 136 | 3666 | 338 | 246 | 942 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | MieleCantrell | 4 | 180 | 6000 | 1801 | 530 | 308 | 2012 | 269 | 1259 | 153 | 7637 | 2992 | 241 | 1951 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Mishra01 | 2 | 2 | 1200 | 152 | 11 | 2001 | 1201 | 674 | 45 | 80 | 2091 | 3657 | 303 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Mishra02 | 2 | 2 | 1270 | 176 | 23 | 2001 | 1789 | 480 | 84 | 106 | 2164 | 387 | 565 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Mishra03 | 2 | 1499 | 1154 | 2041 | 905 | 437 | 1044 | 421 | 2000 | 93 | 284 | 1871 | 1975 | 1240 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Mishra04 | 2 | 1722 | 1194 | 2044 | 905 | 683 | 626 | 357 | 1982 | 101 | 247 | 2177 | 1994 | 1266 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Mishra05 | 2 | 558 | 1285 | 1643 | 681 | 362 | 602 | 494 | 1681 | 94 | 5786 | 1026 | 1152 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Mishra06 | 2 | 219 | 1244 | 899 | 412 | 659 | 1614 | 250 | 1527 | 130 | 3716 | 357 | 2005 | 1393 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Mishra07 | 2 | 9 | 1169 | 583 | 401 | 653 | 1152 | 262 | 824 | 80 | 322 | 1651 | 958 | 1414 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Mishra08 | 2 | 472 | 29 | 2016 | 734 | 547 | 2019 | 91 | 1938 | -- | 1658 | 387 | 267 | 251 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Mishra09 | 3 | 177 | 0 | 2024 | 1072 | 1665 | 1626 | 469 | 1775 | -- | 288 | 2844 | 1592 | 251 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Mishra10 | 2 | 2139 | 58 | 111 | 145 | 2001 | 381 | 2001 | 66 | 65 | 2565 | 888 | 64 | 850 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Mishra11 | 2 | 13 | 1168 | 667 | 380 | 659 | 791 | 213 | 611 | 87 | 2612 | 1336 | 1609 | 1672 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | MultiModal | 2 | 58 | 1042 | 2028 | 465 | 442 | 2019 | 160 | 808 | 94 | 677 | 338 | 270 | 1418 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | NeedleEye | 2 | 46 | 649 | 2020 | 454 | 2001 | 1372 | 332 | 1932 | 97 | 2634 | 309 | 545 | 1074 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | NewFunction01 | 2 | 1345 | 1142 | 1975 | 908 | 907 | 528 | 324 | 1946 | 99 | 232 | 1686 | 1722 | 1702 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | NewFunction02 | 2 | 1557 | 1151 | 1988 | 906 | 541 | 519 | 279 | 1988 | 78 | 190 | 2408 | 1779 | 1730 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | NewFunction03 | 2 | 432 | 1337 | 1118 | 479 | 343 | 881 | 349 | 510 | 85 | 4323 | 382 | 1064 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | OddSquare | 2 | 1957 | 1033 | 245 | 109 | 1085 | 1649 | 62 | 1377 | 87 | 4554 | 402 | 1966 | 1979 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Parsopoulos | 2 | 19 | 1260 | 497 | 335 | 551 | 2019 | 184 | 1194 | 95 | 2501 | 2512 | 1619 | 1969 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Pathological | 2 | 1684 | 1240 | 751 | 557 | 1714 | 360 | 142 | 2000 | 61 | 5014 | 822 | 2009 | 1708 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Paviani | 10 | 29 | 79149 | 1357 | 1457 | 2001 | 2023 | 2001 | 2000 | 1062 | 8139 | 2955 | 1829 | 258 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Penalty01 | 2 | 143 | 1278 | 783 | 494 | 660 | 2019 | 289 | 1395 | 84 | 2623 | 345 | 352 | 1754 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Penalty02 | 2 | 1393 | 1251 | 1752 | 700 | 792 | 2019 | 401 | 1901 | 75 | 2365 | 371 | 1895 | 1533 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | PenHolder | 2 | 166 | 1264 | 574 | 241 | 428 | 76 | 138 | 128 | 53 | 6024 | 537 | 43 | 291 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | PermFunction01 | 2 | 18 | -- | 1597 | 428 | 640 | 549 | 380 | 1173 | 84 | 219 | 2377 | 284 | 1709 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | PermFunction02 | 2 | 17 | -- | 1549 | 445 | 732 | 1137 | 250 | 1574 | 97 | 2954 | 804 | 361 | 1284 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Pinter | 2 | 628 | 1298 | 1183 | 460 | 711 | 2019 | 490 | 1751 | 85 | 1908 | 336 | 710 | 925 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Plateau | 2 | 1669 | 17 | 101 | 152 | 2001 | 360 | 2001 | 32 | 65 | 2880 | 242 | 23 | 747 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Powell | 4 | 36 | 11842 | 2014 | 1086 | 1908 | 1069 | 1014 | 1989 | 150 | 7419 | 3806 | 560 | 1136 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | PowerSum | 4 | 998 | 11953 | 2123 | 1874 | 2001 | 1520 | 934 | 2000 | 159 | 7915 | 3971 | 2012 | 1426 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Price01 | 2 | 6 | 1272 | 368 | 591 | 838 | 2019 | 432 | 1994 | 83 | 1092 | 382 | 1278 | 994 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Price02 | 2 | 1307 | 1255 | 496 | 329 | 769 | 1281 | 164 | 1771 | 94 | 2707 | 2269 | 1817 | 1728 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Price03 | 2 | 93 | 1282 | 1918 | 585 | 874 | 1172 | 612 | 1991 | 87 | 2336 | 1563 | 1177 | 1367 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Price04 | 2 | 48 | 1117 | 2009 | 770 | 715 | 1520 | 428 | 1691 | -- | 1885 | 2394 | 359 | 1864 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Qing | 2 | 27 | 1321 | 963 | 615 | 932 | 2019 | 566 | 1998 | -- | 2414 | 383 | 1084 | 1316 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Quadratic | 2 | 6 | 1283 | 651 | 291 | 792 | 1378 | 429 | 1758 | 119 | 2678 | 327 | 244 | 1048 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Quintic | 2 | 193 | 1272 | 2060 | 706 | 1184 | 1156 | 1304 | 2000 | 75 | 562 | 287 | 1077 | 1550 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Rana | 2 | 581 | 1273 | 428 | 445 | 1301 | 445 | 491 | 1641 | 112 | 6758 | 726 | 1152 | 974 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Rastrigin | 2 | 529 | 1268 | 1278 | 453 | 902 | 1240 | 278 | 1902 | 106 | 5477 | 402 | 1712 | 857 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Ripple01 | 2 | 215 | 1242 | 2013 | 693 | 953 | 591 | 208 | 1997 | 159 | 1759 | 1064 | 2008 | 1650 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Ripple25 | 2 | 368 | 1271 | 1130 | 483 | 695 | 2019 | 216 | 1954 | 157 | 2187 | 1136 | 1408 | 1928 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Rosenbrock | 2 | 53 | 694 | 2013 | 854 | 863 | 717 | 506 | 1824 | 86 | 943 | 2676 | 552 | 1516 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | RosenbrockModified | 2 | 1357 | 725 | 2000 | 608 | 831 | 971 | 655 | 1834 | 89 | 7674 | 2968 | 1884 | 1372 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | RotatedEllipse01 | 2 | 10 | 1324 | 505 | 612 | 875 | 1514 | 476 | 1999 | 72 | 2215 | 393 | 344 | 1035 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | RotatedEllipse02 | 2 | 6 | 1322 | 522 | 575 | 819 | 2019 | 448 | 1989 | 75 | 2035 | 385 | 320 | 1032 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Salomon | 2 | 1955 | 1163 | 953 | 411 | 1106 | 1554 | 152 | 2000 | 75 | 3446 | 340 | 2006 | 971 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Sargan | 2 | 6 | 1311 | 505 | 505 | 757 | 2019 | 478 | 1898 | 100 | 2159 | 363 | 289 | 1051 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schaffer01 | 2 | 1977 | 1089 | 542 | 1019 | 811 | 1756 | 88 | 1192 | 93 | 3862 | 378 | 2008 | 339 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schaffer02 | 2 | 1908 | 1248 | 618 | 1210 | 708 | 1777 | 152 | 942 | 73 | 215 | 2161 | 1984 | 369 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schaffer03 | 2 | 1839 | 1291 | 662 | 1219 | 1015 | 940 | 90 | 959 | 96 | 5680 | 2204 | 1923 | 334 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schaffer04 | 2 | 1878 | 1315 | 549 | 1150 | 1062 | 1811 | 96 | 1004 | 92 | 6097 | 2362 | 1988 | 289 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | SchmidtVetters | 3 | 24 | 37 | 1134 | 10 | 741 | 67 | 186 | 20 | 24 | 9572 | 1909 | 14 | 286 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schwefel01 | 2 | 31 | 1167 | 1062 | 410 | 539 | 2019 | 176 | 1169 | 87 | 2322 | 372 | 200 | 1256 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schwefel02 | 2 | 4 | 950 | 352 | 452 | 375 | 2019 | 234 | 1072 | 78 | 1306 | 461 | 194 | 1538 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schwefel04 | 2 | 14 | 1318 | 917 | 415 | 482 | 2019 | 282 | 1305 | 104 | 231 | 396 | 231 | 1707 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schwefel06 | 2 | 309 | 1047 | 2064 | 770 | 1220 | 2019 | 755 | 2000 | 84 | 4114 | 440 | 493 | 880 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schwefel20 | 2 | 171 | 1261 | 2061 | 715 | 1043 | 2019 | 448 | 2000 | 93 | 3131 | 366 | 484 | 850 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schwefel21 | 2 | 255 | 1275 | 2061 | 712 | 1146 | 2019 | 476 | 2000 | 77 | 1819 | 368 | 479 | 844 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schwefel22 | 2 | 302 | 1274 | 2059 | 1119 | 1153 | 2019 | 562 | 2000 | 102 | 837 | 382 | 532 | 1009 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schwefel26 | 2 | 730 | 1266 | 428 | 429 | 635 | 1091 | 423 | 1232 | 74 | 7057 | 814 | 541 | 785 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Schwefel36 | 2 | 2003 | 1252 | 673 | 468 | 1708 | 2019 | 464 | 58 | 104 | 2159 | 1071 | 425 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Shekel05 | 4 | 253 | 8054 | 1048 | 653 | 1907 | 1971 | 428 | 1859 | 313 | 6822 | 1051 | 1432 | 2000 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Shekel07 | 4 | 151 | 8281 | 1114 | 636 | 1907 | 1971 | 280 | 1491 | 328 | 7034 | 924 | 930 | 1991 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Shekel10 | 4 | 201 | 8242 | 1104 | 635 | 1861 | 2012 | 278 | 1571 | 324 | 6963 | 1027 | 913 | 1994 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Shubert01 | 2 | 629 | 1195 | 1145 | 433 | 864 | 1217 | 227 | 1932 | 140 | 5878 | 2822 | 2009 | 725 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Shubert03 | 2 | 878 | 1244 | 703 | 398 | 684 | 1678 | 223 | 1928 | 137 | 5904 | 2859 | 2010 | 849 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Shubert04 | 2 | 634 | 1232 | 1088 | 414 | 754 | 1351 | 216 | 1873 | 131 | 6360 | 2725 | 1980 | 846 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | SineEnvelope | 2 | 1918 | 1117 | 451 | 266 | 973 | 1199 | 104 | 1994 | 92 | 5153 | 370 | 2010 | 544 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | SixHumpCamel | 2 | 26 | 1250 | 946 | 268 | 635 | 882 | 232 | 1380 | 90 | 2502 | 325 | 366 | 1746 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Sodp | 2 | 11 | 1030 | 1195 | 312 | 365 | 2019 | 134 | 594 | 77 | 2134 | 300 | 143 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Sphere | 2 | 4 | 1296 | 353 | 360 | 547 | 2019 | 224 | 1201 | 78 | 1176 | 318 | 210 | 1593 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Step | 2 | 2032 | 111 | 101 | 282 | 2001 | 610 | 2001 | 267 | 87 | 2027 | 279 | 88 | 989 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Stochastic | 2 | 2013 | 840 | 2015 | 1810 | 1941 | 935 | 820 | 2000 | 97 | 89 | 518 | 2009 | 892 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | StretchedV | 2 | 9 | -- | 574 | 353 | 759 | 573 | 202 | 870 | 89 | 292 | 2503 | 1696 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | StyblinskiTang | 2 | 79 | 1242 | 787 | 386 | 658 | 2019 | 352 | 1641 | 150 | 2515 | 388 | 395 | 1073 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | TestTubeHolder | 2 | 927 | 1286 | 630 | 352 | 952 | 1356 | 140 | 1849 | 159 | 7012 | 1102 | 1960 | 945 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | ThreeHumpCamel | 2 | 34 | 1247 | 717 | 382 | 585 | 2019 | 404 | 1230 | 86 | 2400 | 319 | 240 | 1916 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Treccani | 2 | 12 | 1262 | 927 | 395 | 599 | 896 | 235 | 1275 | 99 | 951 | 333 | 327 | 1750 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Trefethen | 2 | 2009 | 1249 | 1696 | 729 | 1091 | 1288 | 212 | 1997 | 84 | 1833 | 321 | 2007 | 1039 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Trid | 6 | 14 | 14136 | 1335 | 1272 | 2002 | 2016 | 1342 | 1993 | 566 | 7767 | 2372 | 986 | 859 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Trigonometric01 | 2 | 5 | 1086 | 205 | 351 | 1210 | 402 | 176 | 442 | 91 | 135 | 861 | 318 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Trigonometric02 | 2 | 1942 | 1264 | 1955 | 678 | 911 | 2019 | 421 | 1994 | 90 | 264 | 378 | 1699 | 991 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Tripod | 2 | 496 | 1257 | 2050 | 699 | 1081 | 2019 | 402 | 2000 | 105 | 2055 | 1682 | 1442 | 908 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Ursem01 | 2 | 29 | 1258 | 635 | 219 | 536 | 529 | 236 | 759 | 169 | 2229 | 348 | 150 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Ursem03 | 2 | 1603 | 1240 | 1996 | 532 | 1008 | 2019 | 336 | 2000 | 147 | 5073 | 535 | 703 | 1843 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Ursem04 | 2 | 128 | 1259 | 1267 | 482 | 875 | 2019 | 304 | 1984 | 134 | 543 | 317 | 388 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | UrsemWaves | 2 | 62 | 1208 | 539 | 413 | 1218 | 2019 | 198 | 852 | 174 | 3375 | 711 | 2006 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | VenterSobiezcczanskiSobieski | 2 | 1325 | 1277 | 920 | 436 | 936 | 2019 | 480 | 1999 | 96 | 4351 | 369 | 1446 | 941 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Vincent | 2 | 11 | 1193 | 674 | 371 | 702 | 2019 | 296 | 1279 | 163 | 4013 | 2178 | 1263 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Watson | 6 | 78 | 21209 | 2024 | 1930 | 2001 | 2016 | 2001 | 2000 | 198 | 7975 | 4007 | 1452 | 1482 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Wavy | 2 | 1740 | 1280 | 1162 | 432 | 789 | 2019 | 174 | 1663 | 92 | 6633 | 462 | 1859 | 501 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | WayburnSeader01 | 2 | 40 | 1292 | 2019 | 673 | 770 | 1774 | 566 | 1848 | 102 | 884 | 1780 | 649 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | WayburnSeader02 | 2 | 50 | 1315 | 2015 | 703 | 938 | 1653 | 984 | 1995 | -- | 2632 | 3027 | 853 | 1414 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Weierstrass | 2 | 2050 | 1271 | 2083 | 630 | 1529 | 2019 | 250 | 2000 | 101 | 267 | 296 | 1195 | 1082 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Whitley | 2 | 1958 | 1269 | 1814 | 679 | 1147 | 843 | 496 | 2000 | 80 | 297 | 435 | 2006 | 1300 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Wolfe | 3 | 6 | 4586 | 449 | 940 | 2001 | 2018 | 676 | 107 | 148 | 2837 | 488 | 804 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | XinSheYang01 | 2 | 2012 | 931 | 2014 | 1842 | 1557 | 1146 | 1616 | 1965 | 96 | 88 | 399 | 2007 | 1146 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | XinSheYang02 | 2 | 1299 | 1208 | 2041 | 441 | 909 | 2019 | 418 | 2000 | 92 | 4949 | 359 | 687 | 1556 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | XinSheYang03 | 2 | 1909 | 130 | 142 | 147 | 35 | 2019 | 16 | 1980 | 90 | 3034 | 799 | 2010 | 2001 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | XinSheYang04 | 2 | 1609 | 1249 | 566 | 324 | 1093 | 2019 | 170 | 2000 | 92 | 4148 | 688 | 1031 | 1984 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Xor | 9 | 51 | 48195 | 1700 | 952 | 1512 | 1823 | 1104 | 1363 | 209 | 8438 | 1334 | 1921 | 1658 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | YaoLiu04 | 2 | 60 | 1202 | 2033 | 593 | 567 | 1109 | 349 | 1913 | 80 | 299 | 593 | 553 | 1632 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | YaoLiu09 | 2 | 545 | 1252 | 1268 | 444 | 868 | 1227 | 278 | 1910 | 107 | 2606 | 396 | 1790 | 908 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Zacharov | 2 | 11 | 1314 | 716 | 400 | 586 | 2019 | 290 | 1335 | 106 | 2354 | 339 | 221 | 1721 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | ZeroSum | 2 | 2169 | 1212 | 2042 | 947 | 784 | 704 | 2001 | 2000 | 85 | 282 | 835 | 695 | 879 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Zettl | 2 | 22 | 1272 | 1511 | 429 | 501 | 2019 | 212 | 1085 | 93 | 3940 | 390 | 256 | 1991 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Zimmerman | 2 | 1987 | 1244 | 2047 | 1184 | 1570 | 2019 | 672 | 2000 | 103 | 927 | 459 | 1424 | 1152 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ | Zirilli | 2 | 35 | 1238 | 763 | 225 | 589 | 660 | 257 | 815 | 79 | 2325 | 336 | 241 | 1668 | +------------------------------+----+-------+-------+--------------+--------+------+------+--------+---------+---------+------+--------+------+--------+ |