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混合鲸鱼优化算法求解柔性作业车间调度问题
引用本文:李宝帅,叶春明.混合鲸鱼优化算法求解柔性作业车间调度问题[J].计算机系统应用,2022,31(4):244-252.
作者姓名:李宝帅  叶春明
作者单位:上海理工大学管理学院,上海200093
基金项目:上海市科委软科学重点项目(20692104300); 国家自然科学基金(71840003); 上海理工大学科技发展基金(2018KJFZ043)
摘    要:提出一种混合正余弦鲸鱼优化算法,将其应用于柔性作业车间调度问题的研究,以最小化最大完工时间为目标;首先进行两段式编码,使连续型鲸鱼优化算法可应用于柔性作业车间调度问题,并对基本鲸鱼优化算法加入非线性收敛因子平衡搜索与开发阶段;以正余弦算法策略改进鲸鱼个体位置更新方式与螺旋方式,提升算法寻优能力;最后以实验数据验证混合正...

关 键 词:柔性作业车间调度  最大完工时间  鲸鱼优化算法  正余弦算法  遗传算法  故障诊断
收稿时间:2021/6/22 0:00:00
修稿时间:2021/7/14 0:00:00

Hybrid Whale Algorithm for Flexible Job Shop Scheduling Problem
LI Bao-Shuai,YE Chun-Ming.Hybrid Whale Algorithm for Flexible Job Shop Scheduling Problem[J].Computer Systems& Applications,2022,31(4):244-252.
Authors:LI Bao-Shuai  YE Chun-Ming
Affiliation:Business School, University of Shanghai for Science & Technology, Shanghai 200093, China
Abstract:The existing parking lot classification methods are exposed to problems of low-level automation and high equipment and deployment costs, and the existing detection algorithms have low recall rates and poor detection accuracy. To solve these problems, this study proposes a vision-based parking space detection and classification algorithm to improve the utilization efficiency of parking lots. First, parking spaces are detected to help build a parking space table andincrementally expand the parking space classification model dataset. Then, the test dataset is used to train the support vector machine (SVM) model for parking space classification. Finally, real-time judgment of the parking space conditions is made on every parking space based on the surveillance video data. The experimental results show that under different lighting conditions, the recall rate of the line detection of parking spaces is above 94%, and the accuracy of the parking space classification model is above 95%. The algorithm boasts a high degree of automation, good accuracy, simple deployment, and high application value.
Keywords:flexible job shop scheduling  makespan  whale optimization algorithm  sine cosine algorithm  genetic algorithm  fault diagnosis
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