problem-independent search heuristic for single machine scheduling with release dates and deadlines

被引:1
|
作者
Laalaoui, Yacine [1 ]
M'Hallah, Rym [2 ]
机构
[1] Taif Univ, Dept Informat Technol, Taif, Saudi Arabia
[2] Kings Coll London, Dept Engn, London, England
关键词
Scheduling; Search heuristic; Release dates; Deadlines; Position manipulation; BACKTRACKING; TARDINESS; EARLINESS;
D O I
10.1109/SSCI51031.2022.10022172
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a new search heuristic F that determines the feasibility of scheduling a set of jobs on a single machine where each job is characterized by its release date, processing time, and deadline. F alternates between (i) a construction phase that builds a partial feasible solution by assigning positions to on-time jobs and (ii) a backtracking phase that removes on-time jobs that are causing the tardiness of the current job. F chooses jobs according to a new dynamic priority rule. It stops when it successfully schedules all jobs or when it reaches a threshold runtime. F is unique in two ways. It does not guide its search via a problem-dependent heuristic. In addition, its parameters are problem-independent; thus, require no tuning. Experimental results provide computational evidence that F is superior to existing heuristics such as NEH and Profile Fitting.
引用
收藏
页码:782 / 789
页数:8
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