A SELF-ADAPTIVE ENHANCED VIBRATING PARTICLE SYSTEM ALGORITHM FOR STRUCTURAL OPTIMIZATION: APPLICATION TO ISCSO BENCHMARK PROBLEMS
سال انتشار: 1403
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 167
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شناسه ملی سند علمی:
JR_IJOCE-15-1_007
تاریخ نمایه سازی: 22 اردیبهشت 1404
چکیده مقاله:
Structural optimization plays a crucial role in engineering design, aiming to minimize weight and cost while satisfying performance constraints. This research presents a novel Self-Adaptive Enhanced Vibrating Particle System (SA-EVPS) algorithm that automatically adjusts algorithm parameters to improve optimization performance. The algorithm is applied to two challenging examples from the International Student Competition in Structural Optimization (ISCSO) benchmark suite: the ۳۱۴-member truss structure (ISCSO_۲۰۱۸) and the ۳۴۵-member truss structure (ISCSO_۲۰۲۱). Results demonstrate that SA-EVPS achieves significantly better solutions compared to previous studies using the Exponential Big Bang-Big Crunch (EBB-BC) algorithm. For ISCSO_۲۰۱۸, SA-EVPS achieved a minimum weight of ۱۶۵۴۳.۵۷ kg compared to ۱۷۹۳۴.۳ kg for the best EBB-BC variant—a ۷.۷۵% improvement. Similarly, for ISCSO_۲۰۲۱, SA-EVPS achieved ۴۲۹۲.۷۱ kg versus ۴۳۹۹.۰ kg for the best EBB-BC variant—a ۲.۴۲% improvement. The proposed algorithm also demonstrates superior convergence behavior and solution consistency, with coefficients of variation of ۳.۱۳% and ۱.۲۱% for the two benchmark problems, compared to ۱۲.۵% and ۲.۴% for the best EBB-BC variant. These results highlight the effectiveness of the SA-EVPS algorithm for solving complex structural optimization problems and demonstrate its potential for engineering applications.
کلیدواژه ها:
نویسندگان
M. Paknahd
Faculty of Engineering, Mahallat Institute of Higher Education, Mahallat, Iran
P. Hosseini
Faculty of Engineering, Mahallat Institute of Higher Education, Mahallat, Iran
A. Kaveh
School of Civil Engineering, Iran University of Science and Technology, Tehran, Iran
S.J.S. Hakim
Department of Civil Engineering, Faculty of Civil Engineering and Built Environment, University Tun Hussein Onn Malaysia (UTHM), Malaysia