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Dataset benchmark job shop scheduling problem
Benchmark dataset for the job shop scheduling problem (minimizing makespan). Includes various instances, each with detailed metadata such as number of jobs, number of machines, optimal solution, etc.
Updated 2/28/2024
github
Description
Dataset Overview
Dataset Name
- Name: Dataset benchmark job shop scheduling problem
Dataset Description
- Purpose: Provide benchmark instances for the job shop scheduling problem, aiming to minimize makespan.
Metadata Structure
- File:
instances.json - Fields:
name: instance namejobs: number of jobsmachines: number of machinesoptimum: best makespan or nullbounds: when optimum is null, includes:upper: makespan upper boundlower: makespan lower bound
path: instance file path
Dataset Content
- Number of Instances and Sources:
- ABZ5-9: 5 instances, from Adams et al. [1]
- FT06, FT10, FT20: 3 instances, from Fisher and Thompson [2]
- LA01-40: 40 instances, from Lawrence [3]
- ORB01-10: 10 instances, from Applegate and Cook [4]
- SWV01-20: 20 instances, from Storer et al. [5]
- yn1-4: 4 instances, from Yamada and Nakano [6]
- ta01-80: 80 instances, from Taillard [7]
References
- Adams, J., Balas, E., & Zawack, D. (1988). The shifting bottleneck procedure for job shop scheduling. Management Science, 34(3), 391-401.
- Muth, J.F., & Thompson, G.L. (1963). Industrial scheduling. Englewood Cliffs, NJ: Prentice-Hall.
- Lawrence, S. (1984). Resource constrained project scheduling: an experimental investigation of heuristic scheduling techniques (Supplement). Graduate School of Industrial Administration, Carnegie-Mellon University.
- Applegate, D., & Cook, W. (1991). A computational study of job‑shop scheduling. ORSA Journal on Computing, 3(2), 149-156.
- Storer, R.H., Wu, S.D., & Vaccari, R. (1992). New search spaces for sequencing problems with applications to job‑shop scheduling. Management Science, 38(10), 1495-1509.
- Yamada, T., & Nakano, R. (1992). A genetic algorithm applicable to large‑scale job‑shop problems. Proceedings of the Second International Workshop on Parallel Problem Solving from Nature (PPSN2), 281-290.
- Taillard, E. (1993). Benchmarks for basic scheduling problems. European Journal of Operational Research, 64(2), 278-285.
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Topics
Job Shop Scheduling
Production Management
Source
Organization: github
Created: 2/28/2024
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