A comprehensive survey: Applications of multi-objective particle swarm optimization (MOPSO) algorithm
Publish place: Transactions on Combinatorics، Vol: 2، Issue: 1
Publish Year: 1392
نوع سند: مقاله ژورنالی
زبان: English
View: 135
This Paper With 63 Page And PDF Format Ready To Download
- Certificate
- من نویسنده این مقاله هستم
استخراج به نرم افزارهای پژوهشی:
شناسه ملی سند علمی:
JR_COMB-2-1_005
تاریخ نمایه سازی: 29 آبان 1400
Abstract:
Numerous problems encountered in real life cannot be actually formulated as a single objective problem; hence the requirement of Multi-Objective Optimization (MOO) had arisen several years ago. Due to the complexities in such type of problems powerful heuristic techniques were needed, which has been strongly satisfied by Swarm Intelligence (SI) techniques. Particle Swarm Optimization (PSO) has been established in ۱۹۹۵ and became a very mature and most popular domain in SI. Multi-Objective PSO (MOPSO) established in ۱۹۹۹, has become an emerging field for solving MOOs with a large number of extensive literature, software, variants, codes and applications. This paper reviews all the applications of MOPSO in miscellaneous areas followed by the study on MOPSO variants in our next publication. An introduction to the key concepts in MOO is followed by the main body of review containing survey of existing work, organized by application area along with their multiple objectives, variants and further categorized variants.
Keywords:
Multi-Objective Particle Swarm Optimization , Conflicting objectives , Particle Swarm Optimization , Pareto Optimal Set , Non-dominated solutions
Authors
Soniya Lalwani
Statistician, R & D, Advanced Bioinformatics Centre, Birla Institute of Scientific Research, Jaipur PhD student, Department of Mathematics, Malaviya National Institute of Technology, Jaipur
Sorabh Singhal
Project student, R & D, Advanced Bioinformatics Centre, Birla Institute of Scientific Research, Jaipur
Rajesh Kumar
Associate Professor, Department of Electrical Engineering, Malaviya National Institute of Technology, Jaipur
Nilama Gupta
Associate Professor, Department of Mathematics, Malaviya National Institute of Technology, Jaipur
مراجع و منابع این Paper:
لیست زیر مراجع و منابع استفاده شده در این Paper را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود Paper لینک شده اند :