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Single machine scheduling problems with sequence-dependent setup times and precedence delays
Shih-Wei Lin1,2,3, Kuo-Ching Ying4
1Department of Information Management, Chang Gung University, Taoyuan, 333, Taiwan, ROC.
This study introduces a lean iterated greedy (LIG) algorithm to solve complex single machine scheduling problems with setup times and precedence delays, significantly improving solution quality and efficiency for industrial applications.
Area of Science:
- Operations Research
- Industrial Engineering
- Manufacturing Systems
Background:
- Sequence-dependent setup times and precedence delays are common challenges in production environments.
- These factors complicate scheduling and impact overall efficiency.
- Optimizing schedules is crucial for minimizing production lead times.
Purpose of the Study:
- To address the single machine scheduling problem with setup times and precedence delays.
- To develop a novel mixed-integer linear programming model and an efficient algorithm.
- To minimize the makespan in an amplifier assembly company context.
Main Methods:
- Development of a novel mixed-integer linear programming model.
- Introduction of a lean iterated greedy (LIG) algorithm.
- Utilizing a lean construction mechanism to discard infeasible solutions and accelerate convergence.
Main Results:
- The LIG algorithm demonstrates superior performance compared to state-of-the-art methods.
- Significant improvements in both solution quality and computational efficiency were observed.
- The algorithm effectively handles delayed precedence constraints.
Conclusions:
- The proposed LIG algorithm offers a simple, effective, and efficient solution for complex scheduling problems.
- This research provides a valuable tool for industrial applications in manufacturing.
- The study establishes a new benchmark for future research in scheduling optimization.
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