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相关论文: Learning to solve the single machine scheduling pr…

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Since the publication of the first scheduling paper in 1954, a huge number of works dealing with different types of single machine problems appeared. They addressed many heuristics and enumerative procedures, complexity results or…

数据结构与算法 · 计算机科学 2024-06-19 Nodari Vakhania , Frank Werner , Kevin Johedan Ramírez-Fuentes , Víctor Pacheco-Valencia

This paper revisits the well known single machine scheduling problem to minimize total weighted completion times. The twist is that job sizes are stochastic from unknown distributions, and the scheduler has access to only a single sample…

数据结构与算法 · 计算机科学 2023-08-23 Puck te Rietmole , Marc Uetz

We consider different online algorithms for a generalized scheduling problem for parallel machines, described in details in the first section. This problem is the generalization of the classical parallel machine scheduling problem, when the…

分布式、并行与集群计算 · 计算机科学 2015-02-10 Istvan Szalkai , Gyorgy Dosa

We propose simple heuristics for the assembly line worker assignment and balancing problem. This problem typically occurs in assembly lines in sheltered work centers for the disabled. Different from the classical simple assembly line…

数据结构与算法 · 计算机科学 2013-08-02 Mayron César O. Moreira , Marcus Ritt , Alysson M. Costa , Antonio A. Chaves

The task of finding efficient production schedules for parallel machines is a challenge that arises in most industrial manufacturing domains. There is a large potential to minimize production costs through automated scheduling techniques,…

We propose a Boolean Linear Programming model for the preemptive single machine scheduling problem with equal processing times, arbitrary release dates and weights(priorities) minimizing the total weighted completion time. Almost always an…

最优化与控制 · 数学 2020-12-16 Artem Fomin , Boris Goldengorin

Ignoring uncertainty in combinatorial optimization leads to suboptimal decisions in practice. Nevertheless, the focus is often on deterministic combinatorial optimization problems, mainly because they are already challenging enough without…

最优化与控制 · 数学 2024-08-13 Joost Berkhout

In the last years, there has been a great interest in machine-learning-based heuristics for solving NP-hard combinatorial optimization problems. The developed methods have shown potential on many optimization problems. In this paper, we…

最优化与控制 · 数学 2022-12-19 Mouad Morabit , Guy Desaulniers , Andrea Lodi

In many countries, a rail network consists of single lines with sidings where interactions between trains occur (meet, pass). In this paper, we study two issues of these networks: first, the scheduling of freight trains in a single line…

最优化与控制 · 数学 2019-12-11 Marie Alaghband , Babak Farhang Moghaddam

The manpower scheduling problem is a kind of critical combinational optimization problem. Researching solutions to scheduling problems can improve the efficiency of companies, hospitals, and other work units. This paper proposes a new model…

机器学习 · 计算机科学 2021-05-11 Tianyu Liu , Lingyu Zhang

Heuristic algorithms have shown a good ability to solve a variety of optimization problems. Stockpile blending problem as an important component of the mine scheduling problem is an optimization problem with continuous search space…

神经与进化计算 · 计算机科学 2021-02-11 Yue Xie , Aneta Neumann , Frank Neumann

This paper addresses a lot-sizing and scheduling problem variant arising from the study of the curing process of a tire factory. The aim is to find the minimum makespan needed for producing enough tires to meet the demand requirements on…

人工智能 · 计算机科学 2020-04-02 Joaquín Velázquez , Héctor Cancela , Pedro Piñeyro

In certain real-world optimization scenarios, practitioners are not interested in solving multiple problems but rather in finding the best solution to a single, specific problem. When the computational budget is large relative to the cost…

机器学习 · 计算机科学 2026-02-10 Judith Echevarrieta , Etor Arza , Aritz Pérez , Josu Ceberio

The current trend in next-generation exascale systems goes towards integrating a wide range of specialized (co-)processors into traditional supercomputers. However, the integration of different specialized devices increases the degree of…

编程语言 · 计算机科学 2016-03-11 Guillermo Vigueras , Manuel Carro , Salvador Tamarit , Julio Mariño

Minimizing job scheduling time is a fundamental issue in data center networks that has been extensively studied in recent years. The incoming jobs require different CPU and memory units, and span different number of time slots. The…

分布式、并行与集群计算 · 计算机科学 2017-11-21 Weijia Chen , Yuedong Xu , Xiaofeng Wu

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

This paper explores fast, polynomial time heuristic approximate solutions to the NP-hard problem of scheduling jobs on N identical machines. The jobs are independent and are allowed to be stopped and restarted on another machine at a later…

神经与进化计算 · 计算机科学 2016-11-11 N. Fogarasi , K. Tornai , J. Levendovszky

Primal heuristics play a crucial role in exact solvers for Mixed Integer Programming (MIP). While solvers are guaranteed to find optimal solutions given sufficient time, real-world applications typically require finding good solutions early…

机器学习 · 计算机科学 2021-03-19 Antonia Chmiela , Elias B. Khalil , Ambros Gleixner , Andrea Lodi , Sebastian Pokutta

In this work we focus on efficient heuristics for solving a class of stochastic planning problems that arise in a variety of business, investment, and industrial applications. The problem is best described in terms of future buy and sell…

人工智能 · 计算机科学 2013-01-14 Milos Hauskrecht , Eli Upfal

This paper discusses various types of constraints, difficulties and solutions to overcome the challenges regarding university course allocation problem. A hybrid evolutionary algorithm has been defined combining Local Repair Algorithm and…

神经与进化计算 · 计算机科学 2023-07-25 Dibyo Fabian Dofadar , Riyo Hayat Khan , Shafqat Hasan , Towshik Anam Taj , Arif Shakil , Mahbub Majumdar