Providing a Robust Heterogeneous Vehicle Fleet Routing Model Based on Artificial Intelligence of Things (AIoT)
- سال انتشار: 1403
- محل انتشار: مجله ایرانی مطالعات مدیریت، دوره: 17، شماره: 4
- کد COI اختصاصی: JR_JIJMS-17-4_011
- زبان مقاله: انگلیسی
- تعداد مشاهده: 116
نویسندگان
Department of Industrial Engineering, Faculty of Engineering, University of Kurdistan, Sanandaj, Iran
Department of Industrial Engineering, Faculty of Engineering, University of Kurdistan, Sanandaj, Iran
Department of Industrial Engineering, Faculty of Engineering, University of Kurdistan, Sanandaj, Iran
چکیده
This paper introduces a novel bi-objective routing model based on Artificial Intelligence of Things (AIoT) principles. Our model not only aims to minimize vehicle transportation costs and prevent time window violations but also endeavors to mitigate environmental pollutants. This study addresses the complex challenge of optimizing routes for heterogeneous vehicle fleets usingAIoT technology. Analyzing the bi-objective model using AI tools (MOSCA and NSGA II), we unveil a fascinating trade-off: as energy consumption decreases, system costs increase. Employing robust optimization techniques, we validate the model's performance under pessimistic conditions characterized by rising uncertainty rates. Notably, heightened uncertainty correlates with increased objective function values. Through a series of diverse test cases, we observe that MOSCA demonstrates superior efficiency, notably outperforming in NP, MD, and T indices. Our findings offer valuable insights for practitioners, policymakers, and researchers in the domains of transportation optimization, AIoT, and environmental sustainability.کلیدواژه ها
Vehicle routing, Artificial Intelligence of Things, Soft Time Window, Green Logistics, Robust Optimization Methodاطلاعات بیشتر در مورد COI
COI مخفف عبارت CIVILICA Object Identifier به معنی شناسه سیویلیکا برای اسناد است. COI کدی است که مطابق محل انتشار، به مقالات کنفرانسها و ژورنالهای داخل کشور به هنگام نمایه سازی بر روی پایگاه استنادی سیویلیکا اختصاص می یابد.
کد COI به مفهوم کد ملی اسناد نمایه شده در سیویلیکا است و کدی یکتا و ثابت است و به همین دلیل همواره قابلیت استناد و پیگیری دارد.