دانلود مقاله ISI انگلیسی شماره 105592
ترجمه فارسی عنوان مقاله

بهینه سازی ذرات دو مرحله ای برای حل مسئله برنامه ریزی پیش بینی شده کارخانه انعطاف پذیر با در نظر گرفتن اختلالات ماشین ممکن است

عنوان انگلیسی
Two stage particle swarm optimization to solve the flexible job shop predictive scheduling problem considering possible machine breakdowns
کد مقاله سال انتشار تعداد صفحات مقاله انگلیسی
105592 2017 28 صفحه PDF
منبع

Publisher : Elsevier - Science Direct (الزویر - ساینس دایرکت)

Journal : Computers & Industrial Engineering, Volume 112, October 2017, Pages 595-606

پیش نمایش مقاله
پیش نمایش مقاله  بهینه سازی ذرات دو مرحله ای برای حل مسئله برنامه ریزی پیش بینی شده کارخانه انعطاف پذیر با در نظر گرفتن اختلالات ماشین ممکن است

چکیده انگلیسی

In real-world industrial environments, unplanned events and unforeseen incidents can happen at any time. Scheduling under uncertainty allows these unexpected disruptions to be taken into account. This work presents the study of the flexible job shop scheduling problems (FJSP) under machine breakdowns. The objective is to solve the problem such that the lowest makespan is obtained and also robust and stable schedules are guaranteed. A two-stage particle swarm optimization (2S-PSO) is proposed to solve the problem assuming that there is only one breakdown. Various benchmark data taken from the literature, varying from Partial FJSP to Total FJSP, are tested. Computational results prove that the developed algorithm is effective and efficient enough compared to literature approaches providing better robustness and stability. Statistical analyses are given to confirm this performance.