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相关论文: Updating Lower and Upper Bounds for the Job-Shop S…

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Job Shop Scheduling (JSS) is one of the most studied combinatorial optimization problems. It involves scheduling a set of jobs with predefined processing constraints on a set of machines to achieve a desired objective, such as minimizing…

分布式、并行与集群计算 · 计算机科学 2025-05-08 Karima Rihane , Adel Dabah , Abdelhakim AitZai

In this work, we use the matrix formulation of the Permutation Flowshop Scheduling Problem with makespan minimization to derive an upper bound and a general framework for obtaining lower bounds. The proposed framework involves solving a…

最优化与控制 · 数学 2026-03-06 J. A. Alejandro-Soto , Carlos Segura , Joel Antonio Trejo-Sanchez

Job-Shop Scheduling Problem (JSSP) is a combinatorial optimization problem where tasks need to be scheduled on machines in order to minimize criteria such as makespan or delay. To address more realistic scenarios, we associate a probability…

人工智能 · 计算机科学 2024-04-03 Guillaume Infantes , Stéphanie Roussel , Pierre Pereira , Antoine Jacquet , Emmanuel Benazera

Job shop scheduling problems address the routing and sequencing of tasks in a job shop setting. Despite significant interest from operations research and machine learning communities over the years, a comprehensive platform for testing and…

人工智能 · 计算机科学 2025-03-18 Robbert Reijnen , Igor G. Smit , Hongxiang Zhang , Yaoxin Wu , Zaharah Bukhsh , Yingqian Zhang

Job-shop scheduling problem (JSP) is a mathematical optimization problem widely used in industries like manufacturing, and flexible JSP (FJSP) is also a common variant. Since they are NP-hard, it is intractable to find the optimal solution…

人工智能 · 计算机科学 2023-10-04 Kuo-Hao Ho , Ruei-Yu Jheng , Ji-Han Wu , Fan Chiang , Yen-Chi Chen , Yuan-Yu Wu , I-Chen Wu

The Job Shop Scheduling Problem (JSP) is a pivotal challenge in operations research and is essential for evaluating the effectiveness and performance of scheduling algorithms. Scheduling problems are a crucial domain in combinatorial…

分布式、并行与集群计算 · 计算机科学 2025-11-24 Christian Perez , Carlos March , Miguel A. Salido

The Flexible Job-shop Scheduling Problem (FJSP) is an important combinatorial optimization problem that arises in manufacturing and service settings. FJSP is composed of two subproblems, an assignment problem that assigns tasks to machines,…

人工智能 · 计算机科学 2023-01-25 Wenbo Chen , Reem Khir , Pascal Van Hentenryck

The classical Job Shop Scheduling Problem (JSSP) focuses on optimizing makespan under deterministic constraints. Real-world production environments introduce additional complexities that cause traditional scheduling approaches to be less…

机器学习 · 计算机科学 2025-06-18 Jonathan Hoss , Felix Schelling , Noah Klarmann

Warehouses are nowadays the scene of complex logistic problems integrating different decision layers. This paper addresses the Joint Order Batching, Picker Routing and Sequencing Problem with Deadlines (JOBPRSP-D) in rectangular warehouses.…

For scheduling in flexible manufacturing system (FMS), many factors should be considered, it is difficult to solve the scheduling problem by satisfying different criteria (production cost, utilization of system, number of movements of part,…

分布式、并行与集群计算 · 计算机科学 2019-06-24 U Yongnam , Ri Taehyong

The Jobs shop Scheduling Problem (JSP) is a canonical combinatorial optimization problem that is routinely solved for a variety of industrial purposes. It models the optimal scheduling of multiple sequences of tasks, each under a fixed…

机器学习 · 计算机科学 2021-10-14 James Kotary , Ferdinando Fioretto , Pascal Van Hentenryck

The subject of Job Scheduling Optimisation (JSO) deals with the scheduling of jobs in an organization, so that the single working steps are optimally organized regarding the postulated targets. In this paper a use case is provided which…

人工智能 · 计算机科学 2021-09-13 Marc Geitz , Cristian Grozea , Wolfgang Steigerwald , Robin Stöhr , Armin Wolf

Flexible job shop scheduling has been noticed as an effective manufacturing system to cope with rapid development in today's competitive environment. Flexible job shop scheduling problem (FJSSP) is known as a NP-hard problem in the field of…

最优化与控制 · 数学 2012-07-11 Sayedmohammadreza Vaghefinezhad , Kuan Yew Wong

The Flexible Job-Shop Scheduling Problem (FJSSP) is an NP-hard combinatorial optimization problem, with several application domains, especially for manufacturing purposes. The objective is to efficiently schedule multiple operations on…

This paper addresses the Flexible Job Shop Scheduling Problem and its extension with Worker Flexibility, which integrates workforce assignment into machine-operation scheduling. Diverse solvers have been proposed across multiple…

神经与进化计算 · 计算机科学 2026-05-06 David Hutter , Thomas Steinberger , Michael Hellwig

Recently, a variety of constraint programming and Boolean satisfiability approaches to scheduling problems have been introduced. They have in common the use of relatively simple propagation mechanisms and an adaptive way to focus on the…

人工智能 · 计算机科学 2011-09-28 Diarmuid Grimes , Emmanuel Hebrard

Large Language Models (LLMs) have shown remarkable capabilities across various domains, but their potential for solving combinatorial optimization problems remains largely unexplored. In this paper, we investigate the applicability of LLMs…

机器学习 · 计算机科学 2025-03-28 Henrik Abgaryan , Tristan Cazenave , Ararat Harutyunyan

The Job-shop Scheduling Problem (JSP) is a well-known and challenging combinatorial optimization problem in which tasks sharing a machine are to be arranged in a sequence such that encompassing jobs can be completed as early as possible. In…

人工智能 · 计算机科学 2025-08-13 Mohammed M. S. El-Kholany , Martin Gebser , Konstantin Schekotihin

This report contains the description of two novel job shop scheduling benchmarks that resemble instances of real scheduling problem as they appear in industry. In particular, the aim was to provide large-scale benchmarks (up to 1 million…

数据结构与算法 · 计算机科学 2021-03-29 Giacomo Da Col , Erich Teppan

The rise of Industry 5.0 has introduced new demands for manufacturing companies, requiring a shift in how production schedules are managed to address human centered, environmental, and economic goals comprehensively. The flexible job shop…

神经与进化计算 · 计算机科学 2025-05-28 Hessam Bakhshi-Khaniki , Reza Tavakkoli-Moghaddam , Zdenek Hanzalek , Behdin Vahedi-Nouri
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