基于遺傳算法的被動(dòng)式木窗材下料優(yōu)化
中圖分類(lèi)號(hào):S777 文獻(xiàn)標(biāo)識(shí)碼:A DOI:10.7525/j.issn.1006-8023.2025.03.016
Abstract:In thecustomization process of pasive wooden window manufacturing,reducing material wasteduring frame cutting is keytocostreduction.This problem is modeledasaone-dimensional cutting stock problem.Toadress the issue of traditional geneticalgorithms wheretheindividual encoding method tends toleadtothedestructionofcuing patternsandlow exploration eficiency during iterations,anew individual encoding methodis proposed to maintainthe integrityofcutting patterns throughout the evolutionary process.Additionally,aheuristic strategy andacorrection strategy are introduced for individual correctionandpopulationevolution.Simulationresultsshowthat fordiferent testcases, the average material utilization rate,excluding the last remnants,exceeds 99 % ,with some improvements in the length of thelastremnants compared toother algorithms.Fortwosets ofreal production data fromenterprises,the proposed algorithmachieves the theoreticallower bound,withaverageutilizationrates (excluding the lastremnants)of 99.49%and 99.66%,respectively,outperforming the resultsofthe company's existing software.This demonstrates the algorithm's potential to efectively reduce costs and provide practical solutions in engineering applications.
Keywords:One-dimensionalcutting stock problem;genetic algorithm;heuristic algorithm;population encoding;usable leftovers
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