Enhancement of the Multi-Particle Collision Algorithm by mechanisms derived from the Opposition-Based Optimization
New versions of the metaheuristic Multi-Particle Collision Algorithm (MPCA) are presented. In order to provide more effective candidate solutions for an optimization problem, the concept of opposition and reflection is introduced to improve the capacity to find a solution in the search space. Four d...
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| Published in: | Selecciones matemáticas : revista científica del Departamento Académico de Matemáticas Vol. 6; no. 2; pp. 156 - 177 |
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| Main Authors: | , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
Universidad Nacional de Trujillo
30.12.2019
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| Subjects: | |
| ISSN: | 2411-1783, 2411-1783 |
| Online Access: | Get full text |
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| Abstract | New versions of the metaheuristic Multi-Particle Collision Algorithm (MPCA) are presented. In order to provide more effective candidate solutions for an optimization problem, the concept of opposition and reflection is introduced to improve the capacity to find a solution in the search space. Four different strategies to compute the reflected and opposite points are implemented. The performance of all implementations is evaluated over thirty objective functions with different complexities, using serial and parallel versions of the algorithms. |
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| AbstractList | New versions of the metaheuristic Multi-Particle Collision Algorithm (MPCA) are presented. In order to provide more effective candidate solutions for an optimization problem, the concept of opposition and reflection is introduced to improve the capacity to find a solution in the search space. Four different strategies to compute the reflected and opposite points are implemented. The performance of all implementations is evaluated over thirty objective functions with different complexities, using serial and parallel versions of the algorithms. |
| Author | Campos, Haroldo P. da Luz, Eduardo Hernández, Reynier |
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| SubjectTerms | Algoritmo de Colisión de Múltiples partículas Algoritmo estocástico Aprendizaje basado en oposición Aprendizaje basado en reflexión Based Learning Metaheuristic Metaheurística Multi multi-particle collision algorithm Opposition opposition-based learning Particle Collision Algorithm Reflection reflection-based learning Stochastic algorithm |
| Title | Enhancement of the Multi-Particle Collision Algorithm by mechanisms derived from the Opposition-Based Optimization |
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