Skip to main content

Optimization of Injection Molding Shop Scheduling Based on the Two-Stage Genetic Algorithm

  • Conference paper
  • First Online:
The 19th International Conference on Industrial Engineering and Engineering Management
  • 1252 Accesses

Abstract

Injection molding shop Scheduling is a large-scale parallel machine scheduling with process constraints, time constraints, earliness/tardiness penalties and due window constraints. Given the complexity of injection molding shop scheduling, a two-stage genetic algorithm is presented: the first stage is to partition jobs to machines, and the second stage is to sequence jobs for each machine. A simulation model for solving injection molding shop scheduling problem is proposed. For determining the optimal starting time of a single machine, a rule-based heuristic algorithm is also proposed. The application demonstrates the reliability and validity of the algorithm and simulation model.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Balin S (2011) Non-identical parallel machine scheduling using genetic algorithm. Expert Syst Appl 38:6814–6821

    Article  Google Scholar 

  • Bean JC (1994) Genetic algorithms and random keys for sequencing and optimization. INFORMS J Comput 6(2):154–160

    Article  Google Scholar 

  • Cheng RW, Gen M (1997) Parallel machine scheduling problems using memetic algorithms. Comput Ind Eng 33:761–764

    Article  Google Scholar 

  • De-cai Huang, Yi-hua Zhu, Wan-liang Wang (2001) Earliness-tardiness job scheduling problem with a common due window on non-uniform machines. Syst Eng Theory Pract 21(4):64–69 (in Chinese)

    Google Scholar 

  • Feldmann M, Biskup D (2003) Single-machine scheduling for minimizing earliness and tardiness penalties by meta-heuristic approaches. Comput Ind Eng 44:307–323

    Article  Google Scholar 

  • Hua Zhao, Ren-jun Wen, Xiao-hui Chen (2007) A study on the parallel machine scheduling problem based on individuality production mode. China Mech Eng 18(17):2058–2061 (in Chinese)

    Google Scholar 

  • Jia-quan Gao, Yu-shun Wang, Gui-xia He (2007) Earliness-tardiness job scheduling problem with a common due window on non-uniform machines. Comput Eng Appl 42(2):15–17 (in Chinese)

    Google Scholar 

  • Kocamaz M, Cicekli UG, Soyuer H (2009) A developed encoding method for parallel machine scheduling with permutation genetic algorithm. In: European and Mediterranean conference on information systems, EMCIS’2009, Izmir, 2009, pp 1–8

    Google Scholar 

  • Li Wang, Da-wei Li, Meng-guang Wang (2002) Genetic algorithm for parallel machine scheduling with due windows. J Syst Eng 17(1):45–49 (in Chinese)

    Google Scholar 

  • Min Liu, Cheng Wu (2002) Parallel genetic algorithm for solving parallel machine scheduling problem with different due window. Acta Automat Sin 26(2):258–262 (in Chinese)

    Google Scholar 

  • Min Liu, Cheng Wu, Wen-jun Yin (2001) Solving identical parallel machine production line scheduling problem with special procedure constraint by genetic algorithm. Acta Automat Sin 27(3):381–386 (in Chinese)

    Google Scholar 

  • Si-min Huang, Lin-ning Cai, Xiao-yue Zhang (2010) Parallel dedicated machine scheduling problem with sequence-dependent setups and a single server. Comput Ind Eng 58:165–174

    Article  Google Scholar 

  • Sourd F (2009) New exact algorithms for one-machine earliness-tardiness scheduling. INFORMS J Comput 21(1):167–175

    Article  Google Scholar 

  • Xing-chu Liu, Qian-chuan Zhao, Da-zhong Zheng (2000) Single machine earliness and tardiness scheduling problem with distinct due window using genetic algorithms. J Tsinghua Univ (Sci Technol) 40(7):59–62 (in Chinese)

    Google Scholar 

  • Zhong-yao Liu, Chong-jia Peng, Nai-qi Wu (2008) Production schedule based on tabu search algorithms. Contr Automat 24(6):56–58 (in Chinese)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jin-ping Zhou .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2013 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Zhou, Jp., Fu, H. (2013). Optimization of Injection Molding Shop Scheduling Based on the Two-Stage Genetic Algorithm. In: Qi, E., Shen, J., Dou, R. (eds) The 19th International Conference on Industrial Engineering and Engineering Management. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-37270-4_6

Download citation

Publish with us

Policies and ethics