رسالة جامعية

Dynamic inventory control with fixed setup costs and unknown discrete demand distribution

التفاصيل البيبلوغرافية
العنوان: Dynamic inventory control with fixed setup costs and unknown discrete demand distribution
المساهمون: Davoodi, Mehdi (author), N. Katehakis, Michael (chair), Yang, Jian (member), N. Katehakis, Michael (member), Qi, Lian (member), Shi, Junmin (Jim) (member), Rutgers University, Graduate School - Newark
سنة النشر: 2022
المجموعة: RUcore - Rutgers University Community Repository
مصطلحات موضوعية: Management, Operations research, (sS) policy, Fixed setup cost, Inventory control, Regret
الوصف: We study a dynamic inventory control problem involving fixed setup costs and random demand distributions. With an infinite planning horizon, model primitives including costs and distributions are set to be stationary. Under a given demand distribution, an (s,S) policy has been known to minimize the long-run per-period average cost. Out of the need to model situations involving new products or unencountered economic conditions, however, we depart from the traditional model by allowing the stationary demand distribution to be largely unknown, to the effect that it could be anywhere in a given ambiguity set. Our goal is to rein in the long-run growth of the regret resulting from applying a policy that strives to learn the underlying demand while simultaneously meting out ordering decisions based on its learning. We propose a policy that controls the pace at which a traditional (s,S)- computing algorithm is applied to the empirical distribution of the demand learned over time. The regret incurred from the policy has a bound of O(T 1/2 · (ln T )1/2). ; Ph.D. ; Includes bibliographical references
نوع الوثيقة: thesis
وصف الملف: 105 pages; application/pdf
اللغة: English
العلاقة: Rutgers University Electronic Theses and Dissertations; ETD; Graduate School - Newark Electronic Theses and Dissertations; rucore10002600001; http://dissertations.umi.com/gsn.newark.rutgers:10241Test
الإتاحة: http://dissertations.umi.com/gsn.newark.rutgers:10241Test
حقوق: The author owns the copyright to this work.
رقم الانضمام: edsbas.60A5B460
قاعدة البيانات: BASE