| @@ 73-125 (lines=53) @@ | ||
| 70 | # TODO implemnt algorithm |
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| 71 | return pop, fpop, xb, fxb, dparams |
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| 72 | ||
| 73 | class StrategyAdaptationDifferentialEvolutionV1(DifferentialEvolution): |
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| 74 | r"""Implementation of Differential Evolution Algorithm With Strategy Adaptation algorihtm. |
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| 75 | ||
| 76 | Algorithm: |
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| 77 | Differential Evolution Algorithm With StrategyAdaptation |
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| 78 | ||
| 79 | Date: |
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| 80 | 2019 |
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| 81 | ||
| 82 | Author: |
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| 83 | Klemen Berkovič |
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| 84 | ||
| 85 | License: |
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| 86 | MIT |
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| 87 | ||
| 88 | Reference URL: |
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| 89 | https://ieeexplore.ieee.org/document/4632146 |
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| 90 | ||
| 91 | Reference paper: |
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| 92 | Qin, A. Kai, Vicky Ling Huang, and Ponnuthurai N. Suganthan. "Differential evolution algorithm with strategy adaptation for global numerical optimization." IEEE transactions on Evolutionary Computation 13.2 (2009): 398-417. |
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| 93 | ||
| 94 | Attributes: |
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| 95 | Name (List[str]): List of strings representing algorithm name. |
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| 96 | ||
| 97 | See Also: |
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| 98 | :class:`NiaPy.algorithms.basic.DifferentialEvolution` |
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| 99 | """ |
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| 100 | Name = ['StrategyAdaptationDifferentialEvolutionV1', 'SADEV1', 'SaDEV1'] |
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| 101 | ||
| 102 | @staticmethod |
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| 103 | def algorithmInfo(): |
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| 104 | r"""Get algorithm information. |
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| 105 | ||
| 106 | Returns: |
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| 107 | str: Get algorithm information. |
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| 108 | ||
| 109 | See Also: |
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| 110 | :func:`NiaPy.algorithms.algorithm.Algorithm.algorithmInfo` |
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| 111 | """ |
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| 112 | return r"""Qin, A. Kai, Vicky Ling Huang, and Ponnuthurai N. Suganthan. "Differential evolution algorithm with strategy adaptation for global numerical optimization." IEEE transactions on Evolutionary Computation 13.2 (2009): 398-417.""" |
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| 113 | ||
| 114 | def setParameters(self, **kwargs): |
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| 115 | DifferentialEvolution.setParameters(self, **kwargs) |
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| 116 | # TODO add parameters of the algorithm |
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| 117 | ||
| 118 | def getParameters(self): |
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| 119 | d = DifferentialEvolution.getParameters(self) |
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| 120 | # TODO add paramters values |
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| 121 | return d |
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| 122 | ||
| 123 | def runIteration(self, task, pop, fpop, xb, fxb, **dparams): |
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| 124 | # TODO implement algorithm |
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| 125 | return pop, fpop, xb, fxb, dparams |
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| 126 | ||
| 127 | # vim: tabstop=3 noexpandtab shiftwidth=3 softtabstop=3 |
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| 128 | ||
| @@ 19-71 (lines=53) @@ | ||
| 16 | 'StrategyAdaptationDifferentialEvolutionV1' |
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| 17 | ] |
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| 18 | ||
| 19 | class StrategyAdaptationDifferentialEvolution(DifferentialEvolution): |
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| 20 | r"""Implementation of Differential Evolution Algorithm With Strategy Adaptation algorihtm. |
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| 21 | ||
| 22 | Algorithm: |
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| 23 | Differential Evolution Algorithm With StrategyAdaptation |
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| 24 | ||
| 25 | Date: |
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| 26 | 2019 |
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| 27 | ||
| 28 | Author: |
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| 29 | Klemen Berkovič |
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| 30 | ||
| 31 | License: |
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| 32 | MIT |
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| 33 | ||
| 34 | Reference URL: |
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| 35 | https://ieeexplore.ieee.org/document/1554904 |
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| 36 | ||
| 37 | Reference paper: |
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| 38 | Qin, A. Kai, and Ponnuthurai N. Suganthan. "Self-adaptive differential evolution algorithm for numerical optimization." 2005 IEEE congress on evolutionary computation. Vol. 2. IEEE, 2005. |
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| 39 | ||
| 40 | Attributes: |
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| 41 | Name (List[str]): List of strings representing algorithm name. |
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| 42 | ||
| 43 | See Also: |
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| 44 | :class:`NiaPy.algorithms.basic.DifferentialEvolution` |
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| 45 | """ |
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| 46 | Name = ['StrategyAdaptationDifferentialEvolution', 'SADE', 'SaDE'] |
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| 47 | ||
| 48 | @staticmethod |
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| 49 | def algorithmInfo(): |
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| 50 | r"""Geg basic algorithm information. |
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| 51 | ||
| 52 | Returns: |
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| 53 | str: Basic algorithm information. |
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| 54 | ||
| 55 | See Also: |
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| 56 | :func:`NiaPy.algorithms.algorithm.Algorithm.algorithmInfo` |
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| 57 | """ |
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| 58 | return r"""Qin, A. Kai, and Ponnuthurai N. Suganthan. "Self-adaptive differential evolution algorithm for numerical optimization." 2005 IEEE congress on evolutionary computation. Vol. 2. IEEE, 2005.""" |
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| 59 | ||
| 60 | def setParameters(self, **kwargs): |
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| 61 | DifferentialEvolution.setParameters(self, **kwargs) |
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| 62 | # TODO add parameters of the algorithm |
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| 63 | ||
| 64 | def getParameters(self): |
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| 65 | d = DifferentialEvolution.getParameters(self) |
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| 66 | # TODO add paramters values |
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| 67 | return d |
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| 68 | ||
| 69 | def runIteration(self, task, pop, fpop, xb, fxb, **dparams): |
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| 70 | # TODO implemnt algorithm |
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| 71 | return pop, fpop, xb, fxb, dparams |
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| 72 | ||
| 73 | class StrategyAdaptationDifferentialEvolutionV1(DifferentialEvolution): |
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| 74 | r"""Implementation of Differential Evolution Algorithm With Strategy Adaptation algorihtm. |
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| @@ 57-109 (lines=53) @@ | ||
| 54 | x = [pop[ic][i] + f * (ppop[rp[0]][i] - pop[ic][i]) + f * (pop[r[0]][i] - apop[ra[0]][i]) if rnd.rand() < cr or i == j else pop[ic][i] for i in range(len(pop[ic]))] |
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| 55 | return asarray(x) |
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| 56 | ||
| 57 | class AdaptiveArchiveDifferentialEvolution(DifferentialEvolution): |
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| 58 | r"""Implementation of Adaptive Differential Evolution With Optional External Archive algorithm. |
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| 59 | ||
| 60 | Algorithm: |
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| 61 | Adaptive Differential Evolution With Optional External Archive |
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| 62 | ||
| 63 | Date: |
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| 64 | 2019 |
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| 65 | ||
| 66 | Author: |
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| 67 | Klemen Berkovič |
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| 68 | ||
| 69 | License: |
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| 70 | MIT |
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| 71 | ||
| 72 | Reference URL: |
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| 73 | https://ieeexplore.ieee.org/document/5208221 |
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| 74 | ||
| 75 | Reference paper: |
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| 76 | Zhang, Jingqiao, and Arthur C. Sanderson. "JADE: adaptive differential evolution with optional external archive." IEEE Transactions on evolutionary computation 13.5 (2009): 945-958. |
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| 77 | ||
| 78 | Attributes: |
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| 79 | Name (List[str]): List of strings representing algorithm name. |
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| 80 | ||
| 81 | See Also: |
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| 82 | :class:`NiaPy.algorithms.basic.DifferentialEvolution` |
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| 83 | """ |
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| 84 | Name = ['AdaptiveArchiveDifferentialEvolution', 'JADE'] |
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| 85 | ||
| 86 | @staticmethod |
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| 87 | def algorithmInfo(): |
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| 88 | r"""Get algorithm information. |
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| 89 | ||
| 90 | Returns: |
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| 91 | str: Alogrithm information. |
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| 92 | ||
| 93 | See Also: |
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| 94 | :func:`NiaPy.algorithms.algorithm.Algorithm.algorithmInfo` |
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| 95 | """ |
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| 96 | return r"""Zhang, Jingqiao, and Arthur C. Sanderson. "JADE: adaptive differential evolution with optional external archive." IEEE Transactions on evolutionary computation 13.5 (2009): 945-958.""" |
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| 97 | ||
| 98 | def setParameters(self, **kwargs): |
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| 99 | DifferentialEvolution.setParameters(self, **kwargs) |
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| 100 | # TODO add parameters of the algorithm |
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| 101 | ||
| 102 | def getParameters(self): |
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| 103 | d = DifferentialEvolution.getParameters(self) |
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| 104 | # TODO add paramters values |
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| 105 | return d |
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| 106 | ||
| 107 | def runIteration(self, task, pop, fpop, xb, fxb, **dparams): |
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| 108 | # TODO Implement algorithm |
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| 109 | return pop, fpop, xb, fxb, dparams |
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| 110 | ||
| 111 | # vim: tabstop=3 noexpandtab shiftwidth=3 softtabstop=3 |
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| 112 | ||