Scheduling and Logistics Optimization for Batch Manufacturing Processes With Temperature Constraints and Alternative Thermal Devices

Ziyan Zhao, Zikuo Bian, Jiaqi Liang, Shixin Liu, Meng Chu Zhou

Research output: Contribution to journalArticlepeer-review

26 Scopus citations

Abstract

Batch scheduling problems are NP-hard and often coupled with logistics optimization problems in industrial manufacturing scenarios, further increasing the challenge of decision-making. This work focuses on a stainless steel hot-rolling production process, where it is essential to maintain the temperature of the products from the previous process beyond a certain threshold. Our work diverges from typical hot-rolling production processes by necessitating the utilization of alternative thermal devices, thereby intricately linking batch scheduling with logistics optimization and resulting in a novel lexicographical dual-objective optimization problem. To address this complex problem, we first introduce a mathematical model formulated as a mixed integer program, providing exact solutions of the concerned problem but taking much computation time. To provide effective and efficient solutions, we then propose an enhanced simulated annealing algorithm, which integrates destruction and construction methods inspired by iterated greedy algorithms. This algorithm is tailored to the specific characteristics of the problem, incorporating specialized encoding-decoding mechanisms, neighborhood search operators, and a Metropolis acceptance criterion. Our experimental results highlight the effectiveness of proposed approaches, demonstrating their superiority over competitive peers. Thus, this research contributes valuable insights and innovative solutions to the scheduling and optimization challenges inherent in batch manufacturing processes with temperature constraints and thermal devices.

Original languageEnglish (US)
Pages (from-to)11930-11939
Number of pages10
JournalIEEE Transactions on Industrial Informatics
Volume20
Issue number10
DOIs
StatePublished - 2024
Externally publishedYes

All Science Journal Classification (ASJC) codes

  • Control and Systems Engineering
  • Information Systems
  • Computer Science Applications
  • Electrical and Electronic Engineering

Keywords

  • Batch scheduling
  • green manufacturing
  • lexicographic dual-objective optimization
  • logistics optimization

Fingerprint

Dive into the research topics of 'Scheduling and Logistics Optimization for Batch Manufacturing Processes With Temperature Constraints and Alternative Thermal Devices'. Together they form a unique fingerprint.

Cite this