IDEAS home Printed from https://ideas.repec.org/a/spr/gjofsm/v18y2017i2d10.1007_s40171-016-0140-6.html
   My bibliography  Save this article

Designing Flexible Stochastic Dynamic Layout: An Integrated Firefly and Chaotic Simulated Annealing-Based Approach

Author

Listed:
  • Akash Tayal

    (Indira Gandhi Delhi Technical University for Women)

  • Surya Prakash Singh

    (Indian Institute of Technology Delhi)

Abstract

Facility layout problem (FLP) is non-deterministic and a polynomial time problem (NP-hard). In practice, the FLP is affected due to the presence of fluctuating products demand and thus results in increased material handling cost. Such layout problems are known as stochastic dynamic facility layout problem (SDFLP). It is well known that the computational time to solve SDFLP is exponential; therefore, it is hard to solve using exact approaches. Various meta-heuristic algorithms are used for solving such problems. The aim of the paper is to formulate a novel meta-heuristic for solving SDFLP, which minimizes the material handling cost better than the prevailing meta-heuristic. A hybridized methodology of combining firefly algorithm (FA) and chaotic simulated annealing (CSA), i.e. hybrid FA/CSA is proposed and evaluated to find an optimal solution for SDFLP. The performance of the algorithm, in terms of total material handling cost, is compared with simulated annealing, chaotic simulated annealing and hybrid ant colony optimization/simulated annealing using data from the literature.

Suggested Citation

  • Akash Tayal & Surya Prakash Singh, 2017. "Designing Flexible Stochastic Dynamic Layout: An Integrated Firefly and Chaotic Simulated Annealing-Based Approach," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 18(2), pages 89-98, June.
  • Handle: RePEc:spr:gjofsm:v:18:y:2017:i:2:d:10.1007_s40171-016-0140-6
    DOI: 10.1007/s40171-016-0140-6
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s40171-016-0140-6
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s40171-016-0140-6?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Juan R. Jaramillo & Alan R. McKendall, 2010. "Metaheuristics for the Integrated Machine Allocation and Layout Problem," International Journal of Operational Research, Inderscience Enterprises Ltd, vol. 7(1), pages 74-89.
    2. Kusiak, Andrew & Heragu, Sunderesh S., 1987. "The facility layout problem," European Journal of Operational Research, Elsevier, vol. 29(3), pages 229-251, June.
    3. Chew Wei Fon & Kuan Yew Wong, 2010. "Investigating the performance of bees algorithm in solving quadratic assignment problems," International Journal of Operational Research, Inderscience Enterprises Ltd, vol. 9(3), pages 241-257.
    4. Palekar, Udatta S. & Batta, Rajan & Bosch, Robert M. & Elhence, Sharad, 1992. "Modeling uncertainties in plant layout problems," European Journal of Operational Research, Elsevier, vol. 63(2), pages 347-359, December.
    5. Yaser Khosravian Ghadikolaei & Kamran Shahanaghi, 2013. "Multi-floor dynamic facility layout: a simulated annealing-based solution," International Journal of Operational Research, Inderscience Enterprises Ltd, vol. 16(4), pages 375-389.
    6. Krishna K. Krishnan & S. Hossein Cheraghi & Chandan N. Nayak, 2008. "Facility layout design for multiple production scenarios in a dynamic environment," International Journal of Industrial and Systems Engineering, Inderscience Enterprises Ltd, vol. 3(2), pages 105-133.
    7. Ali Azadeh & Maryam Nouri Roozbahani & Mohsen Moghaddam, 2013. "Optimisation of complex and large-sized single-row facility layout problems with a unique hybrid meta-heuristic framework," International Journal of Operational Research, Inderscience Enterprises Ltd, vol. 16(1), pages 38-67.
    8. Kouvelis, Panagiotis & Kiran, Ali S., 1991. "Single and multiple period layout models for automated manufacturing systems," European Journal of Operational Research, Elsevier, vol. 52(3), pages 300-314, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Akash Tayal & Surya Prakash Singh, 2018. "Integrating big data analytic and hybrid firefly-chaotic simulated annealing approach for facility layout problem," Annals of Operations Research, Springer, vol. 270(1), pages 489-514, November.
    2. Saif Benjaafar & Sunderesh S. Heragu & Shahrukh A. Irani, 2002. "Next Generation Factory Layouts: Research Challenges and Recent Progress," Interfaces, INFORMS, vol. 32(6), pages 58-76, December.
    3. Khalid Aljohani, 2023. "Optimizing the Distribution Network of a Bakery Facility: A Reduced Travelled Distance and Food-Waste Minimization Perspective," Sustainability, MDPI, vol. 15(4), pages 1-26, February.
    4. Balakrishnan, Jaydeep & Cheng, Chun Hung, 1998. "Dynamic layout algorithms: a state-of-the-art survey," Omega, Elsevier, vol. 26(4), pages 507-521, August.
    5. Lin, Jin-Ling & Foote, Bobbie & Pulat, Simin & Chang, Chir-Ho & Cheung, John Y., 1996. "Solving the failure-to-fit problem for plant layout: By changing department shapes and sizes," European Journal of Operational Research, Elsevier, vol. 89(1), pages 135-146, February.
    6. Ali Derakhshan Asl & Kuan Yew Wong & Manoj Kumar Tiwari, 2016. "Unequal-area stochastic facility layout problems: solutions using improved covariance matrix adaptation evolution strategy, particle swarm optimisation, and genetic algorithm," International Journal of Production Research, Taylor & Francis Journals, vol. 54(3), pages 799-823, February.
    7. Ioannou, George, 2006. "Time-phased creation of hybrid manufacturing systems," International Journal of Production Economics, Elsevier, vol. 102(2), pages 183-198, August.
    8. Mariem Besbes & Marc Zolghadri & Roberta Costa Affonso & Faouzi Masmoudi & Mohamed Haddar, 2020. "A methodology for solving facility layout problem considering barriers: genetic algorithm coupled with A* search," Journal of Intelligent Manufacturing, Springer, vol. 31(3), pages 615-640, March.
    9. Zhongwei Zhang & Lihui Wu & Zhaoyun Wu & Wenqiang Zhang & Shun Jia & Tao Peng, 2022. "Energy-Saving Oriented Manufacturing Workshop Facility Layout: A Solution Approach Using Multi-Objective Particle Swarm Optimization," Sustainability, MDPI, vol. 14(5), pages 1-28, February.
    10. Kazuhiro Tsuchiya & Sunil Bharitkar & Yoshiyasu Takefuji, 1996. "A neural network approach to facility layout problems," European Journal of Operational Research, Elsevier, vol. 89(3), pages 556-563, March.
    11. Jerzy Grobelny & Rafal Michalski, 2016. "A concept of a flexible approach to the facilities layout problems in logistics systems," WORking papers in Management Science (WORMS) WORMS/16/11, Department of Operations Research and Business Intelligence, Wroclaw University of Science and Technology.
    12. Vitayasak, Srisatja & Pongcharoen, Pupong & Hicks, Chris, 2017. "A tool for solving stochastic dynamic facility layout problems with stochastic demand using either a Genetic Algorithm or modified Backtracking Search Algorithm," International Journal of Production Economics, Elsevier, vol. 190(C), pages 146-157.
    13. Gomez, A. & Fernandez, Q. I. & De la Fuente Garcia, D. & Garcia, P. J., 2003. "Using genetic algorithms to resolve layout problems in facilities where there are aisles," International Journal of Production Economics, Elsevier, vol. 84(3), pages 271-282, June.
    14. Bazargan-Lari, Massoud, 1999. "Layout designs in cellular manufacturing," European Journal of Operational Research, Elsevier, vol. 112(2), pages 258-272, January.
    15. Kim, J. -Y. & Kim, Y. -D., 1995. "Graph theoretic heuristics for unequal-sized facility layout problems," Omega, Elsevier, vol. 23(4), pages 391-401, August.
    16. Jerzy Grobelny & Rafal Michalski, 2016. "Experimental examination of facilities layout problems in logistics systems including objects with diverse sizes and shapes," WORking papers in Management Science (WORMS) WORMS/16/12, Department of Operations Research and Business Intelligence, Wroclaw University of Science and Technology.
    17. Keller, Birgit & Buscher, Udo, 2015. "Single row layout models," European Journal of Operational Research, Elsevier, vol. 245(3), pages 629-644.
    18. Jerzy Grobelny & Rafal Michalski, 2018. "Simulated annealing based on linguistic patterns: experimental examination of properties for various types of logistic problems," WORking papers in Management Science (WORMS) WORMS/18/09, Department of Operations Research and Business Intelligence, Wroclaw University of Science and Technology.
    19. Gonçalves, José Fernando & Resende, Mauricio G.C., 2015. "A biased random-key genetic algorithm for the unequal area facility layout problem," European Journal of Operational Research, Elsevier, vol. 246(1), pages 86-107.
    20. Balakrishnan, Jaydeep & Cheng, Chun Hung, 2007. "Multi-period planning and uncertainty issues in cellular manufacturing: A review and future directions," European Journal of Operational Research, Elsevier, vol. 177(1), pages 281-309, February.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:gjofsm:v:18:y:2017:i:2:d:10.1007_s40171-016-0140-6. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.