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A collection of n-dimensional test functions to evaluate performance, precision, and robustness of optimization algorithms.

example/main.dart

import 'package:evolution/evolution.dart';
import 'package:optima/optima.dart';

void main() {
  //var seed = DateTime.now().millisecond;

  print(
      'Optimize a version of the sphere function centered at (100.0, ... , 100.0) on the unrestricted version of the problem.');
  10.times((int i) {
    var ret = diff(4, 25, 10, 10, 25, i, 500, 10.0, sphere100);
    print('Sphere100 - Trial Nr.: ${i} - f: ${ret.fitness()} - ag: ${ret}');
    return ret;
  });

  print('Use the version restricted on (50, 150) in each dimension.');
  10.times((int i) {
    var ret = diff2(4, 25, 10, 10, 25, i, 500, 10.0, sphere100, 50, 150);
    print(
        'Sphere100 (restricted) - Trial Nr.: ${i} - f: ${ret.fitness()} - ag: ${ret}');
    return ret;
  });

  print(
      'Optimize a version of the ackley function centered at (10.0, ... , 10.0) on the unrestricted version of the problem.');
  10.times((int i) {
    var ret = diff(4, 25, 10, 10, 25, i, 1000, 10.0, ackley10);
    print('Ackley10 - Trial Nr.: ${i} - f: ${ret.fitness()} - ag: ${ret}   ');
    return ret;
  });

  print(
      'Optimize a version of the ackley function centered at (100.0, ... , 100.0) on the unrestricted version of the problem.');
  print('This will not find a solution to the problem.');

  10.times((int i) {
    var ret = diff(4, 25, 10, 10, 25, i, 1000, 10.0, ackley100);
    print('Ackley100 - Trial Nr.: ${i} - f: ${ret.fitness()} - ag: ${ret}');
    return ret;
  });

  print('Use the version restricted on (50, 150) in each dimension.');
  10.times((int i) {
    var ret = diff2(4, 25, 10, 10, 25, i, 1000, 10.0, ackley100, 50, 150);
    print(
        'Ackley100 (restricted) - Trial Nr.: ${i} - f: ${ret.fitness()} - ag: ${ret}');
    return ret;
  });
}
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A collection of n-dimensional test functions to evaluate performance, precision, and robustness of optimization algorithms.

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Dependencies

evolution

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