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Improved NSGA-II and its application in BIW structure optimization

Xiao Wu, Zhiyong Chen, Tao Liu, H. J. Song, Zhiwei Wang, Wenku Shi

2023Advances in Mechanical Engineering14 citationsDOIOpen Access PDF

Abstract

Based on the crowding distance algorithm of Non-Dominated Sorting Genetic Algorithm-II (NSGA-II), three improved algorithms are proposed: side length optimization strategy, diagonal optimization strategy, center optimization strategy. Zero-Ductility Transition (ZDT) series functions and Diode-Transistor Logic with Zener diode (DTLZ) series functions are used to calculate and compare the convergence and diversity of three improved algorithms and NSGA-II. The center optimization strategy based NSGA-II is confirmed to be the optimal algorithm. The body-in-white (BIW) optimization functions are established and optimized by center optimization strategy based NSGA-II, and the most appropriate BIW structure is calculated and verified by mode tests. The result shows: after the optimization, the BIW total mass increment is less than 3%, the first torsional mode frequency increment is more than 15%, and the torsion stiffness increment is more than 10%.

Topics & Concepts

SortingOptimization problemSeries (stratigraphy)DiagonalGlobal optimizationAlgorithmMulti-objective optimizationGenetic algorithmMathematicsMathematical optimizationComputer scienceGeometryPaleontologyBiologyAdvanced MEMS and NEMS TechnologiesAdvanced Multi-Objective Optimization AlgorithmsTopology Optimization in Engineering
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