Dynamic Programming algorithms and their applications in machine scheduling: A review

计算机科学 动态规划 调度(生产过程) 动态优先级调度 人工智能 数学优化 算法 地铁列车时刻表 数学 操作系统
作者
Edson Antônio Gonçalves de Souza,Marcelo Seido Nagano,Gustavo Alencar Rolim
出处
期刊:Expert Systems With Applications [Elsevier]
卷期号:190: 116180-116180 被引量:14
标识
DOI:10.1016/j.eswa.2021.116180
摘要

This paper aims at presenting a compilation of state-of art references in which dynamic programming (DP) and its variants have been applied as a solution methods for the deterministic machine scheduling problems. Overall, 183 articles have been gathered and their segmentation was carried out according to the machine environment that characterized the problems addressed by the authors and ultimately, the objective functions that were intended to be optimized. Additionally, we standardized the information provided by each article by presenting the problems discussed by the authors, comparisons between previous works on the same problem (if it was deemed necessary), the algorithms’ complexities and an extension of methods to computational experiments (in case they have been stated). Finally, at the end of each section we furnish a discussion on the main contributions of DP to the each environment and also suggest some further applications of DP to machine scheduling problems, thus showing the potential resources that can be derived from the method in terms of theoretical/practical approaches.
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