کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
468511 698236 2012 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
An Improved Strength Pareto Evolutionary Algorithm 2 with application to the optimization of distributed generations
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر علوم کامپیوتر (عمومی)
پیش نمایش صفحه اول مقاله
An Improved Strength Pareto Evolutionary Algorithm 2 with application to the optimization of distributed generations
چکیده انگلیسی

This paper presents an Improved Strength Pareto Evolutionary Algorithm 2 (ISPEA2), which introduces a penalty factor in objective function constraints, uses adaptive crossover and a mutation operator in the evolutionary process, and combines simulated annealing iterative process over SPEA2. The testing result of ISPEA2 by authoritative testing functions meets the requirement of Petro-optimum fronts. The case study result shows that the proposed algorithm provides a rapid convergence in obtaining Pareto-optimal solutions during the calculation process of evolution. Based on the fuzzy set theory, ISPEA2 is able to solve the multi-objective problems in the IEEE 33-bus system, and its validity and practicality are demonstrated by the utilization on DG’s economic dispatch and optimal operation in the field of power industry.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computers & Mathematics with Applications - Volume 64, Issue 5, September 2012, Pages 944–955
نویسندگان
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