دانلود مقاله ISI انگلیسی شماره 20548
ترجمه فارسی عنوان مقاله

رویکرد واکنشی وضعیت برای مسئله مدیریت موجودی فروشنده

عنوان انگلیسی
Situation reactive approach to Vendor Managed Inventory problem
کد مقاله سال انتشار تعداد صفحات مقاله انگلیسی
20548 2009 7 صفحه PDF
منبع

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

Journal : Expert Systems with Applications, Volume 36, Issue 5, July 2009, Pages 9039–9045

ترجمه کلمات کلیدی
خواسته های ناپایدار مشتری - رویکرد واکنشی وضعیت - عامل جبران خسارت - آموزش اقدام - پاداش - تجزیه و تحلیل گذشته نگر
کلمات کلیدی انگلیسی
Unstable customer demands, Situation reactive approach, Compensation factor, Action-reward learning, Retrospective analysis,
پیش نمایش مقاله
پیش نمایش مقاله   رویکرد واکنشی وضعیت برای مسئله مدیریت موجودی فروشنده

In this research, we deal with VMI (Vendor Managed Inventory) problem where one supplier is responsible for managing a retailer’s inventory under unstable customer demand situation. To cope with the nonstationary demand situation, we develop a retrospective action-reward learning model, a kind of reinforcement learning techniques, which is faster in learning than conventional action-reward learning and more suitable to apply to the control domain where rewards for actions vary over time. The learning model enables the inventory control to become situation reactive in the sense that replenishment quantity for the retailer is automatically adjusted at each period by adapting to the change in customer demand. The replenishment quantity is a function of compensation factor that has an effect of increasing or decreasing the replenishment amount. At each replenishment period, a cost-minimizing compensation factor value is chosen in the candidate set. A simulation based experiment gave us encouraging results for the new approach.