A multi-objective interactive dynamic particle swarm optimizer
| العنوان: | A multi-objective interactive dynamic particle swarm optimizer |
|---|---|
| المؤلفون: | Antonio J. Nebro, José F. Aldana-Montes, José García-Nieto, Cristóbal Barba-González |
| المساهمون: | Universidad de Sevilla. Departamento de Ciencias de la Computación e Inteligencia Artificial, Ministerio de Educación y Ciencia (MEC). España |
| المصدر: | idUS: Depósito de Investigación de la Universidad de Sevilla Universidad de Sevilla (US) idUS. Depósito de Investigación de la Universidad de Sevilla instname |
| بيانات النشر: | Springer, 2020. |
| سنة النشر: | 2020 |
| مصطلحات موضوعية: | Dynamic Optimization Problem, Mathematical optimization, Computer science, Particle swarm optimizer, Particle swarm optimization, Computational intelligence, 02 engineering and technology, Multi-objective optimization, Dynamic problem, Conflicting objectives, Artificial Intelligence, Particle Swarm Optimization, 020204 information systems, 0202 electrical engineering, electronic engineering, information engineering, Benchmark (computing), 020201 artificial intelligence & image processing, Comparative study, Metaheuristic, Interactive decision making |
| الوصف: | Multi-objective optimization deals with problems having two or more conflicting objectives that have to be optimized simulta-neously. When the objectives change somehow with time, the problems become dynamic, and if the decision maker indicates preferences at runtime, then the algorithms to solve them become interactive. In this paper, we propose the integration of SMPSO/RP, an interactive multi-objective particle swarm optimizer based on SMPSO, with InDM2, an algorithmic template for dynamic interactive optimization with metaheuristics. The result is SMPSO/RPD, an algorithm that provides the search capabilities of SMPSO, incorporates an interactive preference articulation mechanism based on defining one or more reference points, and is able to deal with dynamic problems. We conduct a qualitative study showing the working of SMPSO/RPD on three benchmark problems, remaining a qualitative analysis as an open line of future research. Ministerio de Educación y Ciencia TIN2017-86049-R |
| وصف الملف: | application/pdf |
| اللغة: | English |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_dedup___::d46e9411a012e4eab87cae5e16ae08f4 |
| Rights: | OPEN |
| رقم الانضمام: | edsair.doi.dedup.....d46e9411a012e4eab87cae5e16ae08f4 |
| قاعدة البيانات: | OpenAIRE |
| الوصف غير متاح. |