A Novel Dynamic Multi-objective Evolutionary Algorithm with an Adaptable Roulette for the Selection of Operators
| العنوان: | A Novel Dynamic Multi-objective Evolutionary Algorithm with an Adaptable Roulette for the Selection of Operators |
|---|---|
| المؤلفون: | Héctor Joaquín Fraire Huacuja, Lucila Morales Rodríguez, Alejandro Estrada Padilla, Juan Javier González Barbosa, Eduardo Rodríguez del Angel |
| المصدر: | Intuitionistic and Type-2 Fuzzy Logic Enhancements in Neural and Optimization Algorithms: Theory and Applications ISBN: 9783030354442 Intuitionistic and Type-2 Fuzzy Logic Enhancements in Neural and Optimization Algorithms |
| بيانات النشر: | Springer International Publishing, 2020. |
| سنة النشر: | 2020 |
| مصطلحات موضوعية: | Set (abstract data type), Scheme (programming language), Roulette, Mathematical optimization, Operator (computer programming), Adaptive algorithm, Computer science, Evolutionary algorithm, computer, Selection (genetic algorithm), Statistical hypothesis testing, computer.programming_language |
| الوصف: | In this chapter, the optimization of Dynamic Multi-Objective Problems (DMOP) is approached. To solve this kind of problems several evolutionary algorithms with a static selection of operators are reported in the literature. In this work, a new evolutionary algorithm with that an online operator selector is proposed. The operator choice is guided by a self-adapting roulette that modifies the probabilities of usage for each operator. The evolutionary algorithm proposed follows the classical generational scheme of an evolutionary algorithm, but each offspring is constructed by selecting an operator from an operator’s pool based on a probability regulated by the roulette. A series of experiments were done to assess the performance of the proposed algorithm that includes a set of state-of-the-art algorithms, a set of standard instances and statistical hypothesis tests to support the conclusions. |
| ردمك: | 978-3-030-35444-2 |
| DOI: | 10.1007/978-3-030-35445-9_35 |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_________::adb56d9f13f33c84860386e8097b3e89 https://doi.org/10.1007/978-3-030-35445-9_35 |
| Rights: | CLOSED |
| رقم الانضمام: | edsair.doi...........adb56d9f13f33c84860386e8097b3e89 |
| قاعدة البيانات: | OpenAIRE |
| ردمك: | 9783030354442 |
|---|---|
| DOI: | 10.1007/978-3-030-35445-9_35 |