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相关论文: Large-Scale Benchmarks for the Job Shop Scheduling…

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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

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

A common issue for companies is that the volume of product orders may at times exceed the production capacity. We formally introduce two novel problems dealing with the question which orders to discard or postpone in order to meet certain…

人工智能 · 计算机科学 2022-08-05 Patrick Rodler , Erich Teppan

The job shop scheduling problem (JSSP) remains a significant hurdle in optimizing production processes. This challenge involves efficiently allocating jobs to a limited number of machines while minimizing factors like total processing time…

人工智能 · 计算机科学 2024-08-14 Henrik Abgaryan , Ararat Harutyunyan , Tristan Cazenave

The Job-Shop Scheduling Problem (JSSP) and its variant, the Flexible Job-Shop Scheduling Problem (FJSSP), are combinatorial optimization problems studied thoroughly in the literature. Generally, the aim is to reduce the makespan of a…

数据结构与算法 · 计算机科学 2025-04-24 Marc-Emmanuel Coupvent des Graviers , Lotfi Kobrosly , Christophe Guettier , Tristan Cazenave

This paper addresses the flexible job shop scheduling problem with sequencing flexibility and position-based learning effect. In this variant of the flexible job shop scheduling problem, precedence constraints of the operations constituting…

最优化与控制 · 数学 2024-03-26 Kennedy A. G. Araújo , Ernesto G. Birgin , Débora P. Ronconi

In this work, the online printing shop scheduling problem introduced in (Lunardi et al., Mixed Integer Linear Programming and Constraint Programming Models for the Online Printing Shop Scheduling Problem, Computers & Operations Research, to…

人工智能 · 计算机科学 2022-02-22 Willian T. Lunardi , Ernesto G. Birgin , Débora P. Ronconi , Holger Voos

Machine scheduling problems involving conflict jobs can be seen as a constrained version of the classical scheduling problem, in which some jobs are conflict in the sense that they cannot be proceeded simultaneously on different machines.…

数据结构与算法 · 计算机科学 2021-02-12 Minh Hoàng Hà , Dinh Quy Ta , Trung Thanh Nguyen

Scheduling a set of jobs over a collection of machines is a fundamental problem that needs to be solved millions of times a day in various computing platforms: in operating systems, in large data clusters, and in data centers. Along with…

数据结构与算法 · 计算机科学 2018-07-10 Janardhan Kulkarni , Shi Li

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

We study ordinal makespan scheduling on small numbers of identical machines, with respect to two parallel solutions. In ordinal scheduling, it is known that jobs are sorted by non-increasing sizes, but the specific sizes are not known in…

数据结构与算法 · 计算机科学 2022-10-17 Leah Epstein

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 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 development of LLM agents has led to a growing body of work on knowledge-work AI, including coding, research, and healthcare. However, current knowledge-work evaluation and benchmark design still largely follow the logic of traditional…

人工智能 · 计算机科学 2026-05-25 Yining Hua , Hongbin Na , Cyrus Ayubcha , Levi Lian

We consider scheduling problems over scenarios where the goal is to find a single assignment of the jobs to the machines which performs well over all possible scenarios. Each scenario is a subset of jobs that must be executed in that…

Most classical scheduling formulations assume a fixed and known duration for each activity. In this paper, we weaken this assumption, requiring instead that each duration can be represented by an independent random variable with a known…

人工智能 · 计算机科学 2011-10-13 J. C. Beck , N. Wilson

The aim of this research is twofold: Firstly, to model and solve a complex nurse scheduling problem with an integer programming formulation and evolutionary algorithms. Secondly, to detail a novel statistical method of comparing and hence…

神经与进化计算 · 计算机科学 2010-07-05 Uwe Aickelin , Paul White

We study size-based schedulers, and focus on the impact of inaccurate job size information on response time and fairness. Our intent is to revisit previous results, which allude to performance degradation for even small errors on job size…

数据结构与算法 · 计算机科学 2014-07-28 Matteo Dell'Amico , Damiano Carra , Mario Pastorelli , Pietro Michiardi

We study heuristic algorithms for job shop scheduling problems. We compare classical approaches, such as the shifting bottleneck heuristic with novel strategies using decision diagrams. Balas' local refinement is used to improve feasible…

最优化与控制 · 数学 2024-07-26 Brannon King , Robert Hildebrand

In this paper, we consider an NP-hard problem of scheduling a set of jobs of equal processing time on two machines, given a partial precedence order on the set of jobs, with an objective to minimize the makespan. An approximation algorithm…

最优化与控制 · 数学 2014-12-17 Anna Romanova
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