Title | ||
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BRKGA-VNS for Parallel-Batching Scheduling on a Single Machine with Step-Deteriorating Jobs and Release Times. |
Abstract | ||
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This paper investigates the problem of scheduling step-deteriorating jobs with release times on a single parallel-batching machine. The processing time of each job can be represented as a simple non-linear step function of its starting time. The machine can process up to c jobs simultaneously as a batch. The objective is to minimize the makespan, and we show that the problem is strongly NP-hard. Then, a hybrid meta-heuristic algorithm BRKGA-VNS combining biased random-key genetic algorithm (BRKGA) and variable neighborhood search (VNS) is proposed to solve this problem. A heuristic algorithm H is developed based on the structural properties of the problem, and it is applied in the decoding procedure of the proposed algorithm. A series of computational experiments are conducted and the results show that the proposed hybrid algorithm can yield better solutions compared with BRKGA, PSO (Particle Swarm Optismization), and VNS. |
Year | DOI | Venue |
---|---|---|
2017 | 10.1007/978-3-319-72926-8_34 | Lecture Notes in Computer Science |
Keywords | DocType | Volume |
Parallel-batching,Step-deteriorating,Release times,Makespan | Conference | 10710 |
ISSN | Citations | PageRank |
0302-9743 | 0 | 0.34 |
References | Authors | |
0 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Chunfeng Ma | 1 | 2 | 2.77 |
Min Kong | 2 | 19 | 3.65 |
Jun Pei | 3 | 202 | 26.56 |
P. M. Pardalos | 4 | 269 | 45.19 |