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Modeling and optimization of multi-echelon supply chain systems is challenging as it requires a holistic approach that exploits synergies and interactions between echelons while accurately accounting for variability observed by these…

最优化与控制 · 数学 2019-01-03 Anshul Agarwal

Nowadays there is a large availability of discrete event simulation software that can be easily used in different domains: from industry to supply chain, from healthcare to business management, from training to complex systems design.…

其他计算机科学 · 计算机科学 2010-04-20 Antonio Cimino , Francesco Longo , Giovanni Mirabelli

Efficient management of spare parts inventory is crucial in the automotive aftermarket, where demand is highly intermittent and uncertainty drives substantial cost and service risks. Forecasting is therefore central, but the quality of…

人工智能 · 计算机科学 2026-02-03 So Fukuhara , Abdallah Alabdallah , Nuwan Gunasekara , Slawomir Nowaczyk

High responsiveness and economic efficiency are critical objectives in supply chain transportation, both of which are influenced by strategic decisions on shipping mode. An integrated framework combining an efficient simulator with an…

人工智能 · 计算机科学 2025-07-11 Haoyue Bai , Haoyu Wang , Nanxu Gong , Xinyuan Wang , Wangyang Ying , Haifeng Chen , Yanjie Fu

Procurement in maritime logistics faces challenges due to uncertainties in demand and fluctuating market conditions. To address these complexities, we introduce a flexible discrete-event simulation framework that models the request-to-order…

应用统计 · 统计学 2025-05-06 Georgios Vassos , Richard Lusby , Pierre Pinson

Supply chain management (SCM) has been recognized as an important discipline with applications to many industries, where the two-echelon stochastic inventory model, involving one downstream retailer and one upstream supplier, plays a…

机器学习 · 计算机科学 2023-10-24 Mengxiao Zhang , Shi Chen , Haipeng Luo , Yingfei Wang

In this study, we analyze and compare the performance of state-of-the-art deep reinforcement learning algorithms for solving the supply chain inventory management problem. This complex sequential decision-making problem consists of…

机器学习 · 计算机科学 2025-01-07 Francesco Stranieri , Fabio Stella

This paper analyzes single-item continuous-review inventory models with random supplies in which the inventory dynamic between orders is described by a diffusion process, and a long-term average cost criterion is used to evaluate decisions.…

最优化与控制 · 数学 2024-02-07 K. L. Helmes , R. H. Stockbridge , C. Zhu

This paper is based on a case study of an IT organization in a large, US-based healthcare provider, and develops simluation models to identify areas for performance improvement. These organizations are often grouped into departments by…

系统与控制 · 电气工程与系统科学 2024-02-23 Eric Enos , Daniel Herber

Managing stock efficiently remains a core issue in modern logistics, where companies must reconcile cost efficiency with dependable service despite unpredictable market conditions. Conventional models often overlook the direct connection…

最优化与控制 · 数学 2026-04-14 Tianxiao Sun , Noah Schwarzkopf

This study proposes a simulation framework of procurement operations in the container logistics industry that can support the development of dynamic procurement strategies. The idea is inspired by the success of Passenger Origin-Destination…

应用统计 · 统计学 2023-05-23 George Vassos , Klaus K. Holst , Pierre Pinson , Richard M. Lusby

Organizations that develop software have recognized that software process models are particularly useful for maintaining a high standard of quality. In the last decade, simulations of software processes were used in several settings and…

软件工程 · 计算机科学 2014-02-24 Holger Neu , Thomas Hanne , Jürgen Münch , Stefan Nickel , Andreas Wirsen

This article addresses the problem of formulating efficient and reliable operational preservation policies that ensure bit-level information integrity over long periods, and in the presence of a diverse range of real-world technical, legal,…

密码学与安全 · 计算机科学 2022-06-22 Micah Altman , Richard Landau

With an increasing use of data-driven models to control robotic systems, it has become important to develop a methodology for validating such models before they can be deployed to design a controller for the actual system. Specifically, it…

系统与控制 · 计算机科学 2018-03-28 Somil Bansal , Shromona Ghosh , Alberto Sangiovanni-Vincentelli , Sanjit A. Seshia , Claire J. Tomlin

This paper proposes a mathematical model for the design of a two-echelon supply chain where a set of suppliers serve a set of terminal facilities that receive uncertain customer demands. This model integrates a number of system decisions in…

最优化与控制 · 数学 2015-11-26 Jianxun Cui , Meng Zhao , Xiaopeng Li , Mohsen Parsafard , Shi An

To improve decision-making and planning efficiency in back-end centralized redundant supply chains, this paper proposes a decision model integrating deep learning with intelligent particle swarm optimization. A distributed node deployment…

机器学习 · 计算机科学 2025-11-04 Shiman Zhang , Jinghan Zhou , Zhoufan Yu , Ningai Leng

Supply chain management is an integrated approach for planning and controlling materials, information, and finances as they move in a process which begins from suppliers and ends with customers in forward approach. As distribution network…

最优化与控制 · 数学 2021-10-22 Mohammad Najjartabar Bisheh , Hamid Davoudpour , G. Reza nasiri

Inventory control is subject to service-level requirements, in which sufficient stock levels must be maintained despite an unknown demand. We propose a data-driven order policy that certifies any prescribed service level under minimal…

机器学习 · 统计学 2024-05-27 Ludvig Hult , Dave Zachariah , Petre Stoica

This paper studies how a downstream retailer in a decentralized two-tier supply chain can implicitly transmit demand information to an upstream supplier through the structure of its order stream in the absence of an explicit…

最优化与控制 · 数学 2026-01-05 Prem Talwai , Rene Caldentey , Avi Giloni , Clifford Hurvich , David Simchi-Levi , Yichen Zhang

This paper introduces a new computational framework to account for uncertainties in day-ahead electricity market clearing process in the presence of demand response providers. A central challenge when dealing with many demand response…

信号处理 · 电气工程与系统科学 2017-12-01 Hao Ming , Le Xie , Marco Campi , Simone Garatti , P. R. Kumar
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