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Four decades of fuzzy sets theory in operations management: application of life-cycle, bibliometrics and content analysis

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  • Seyed Mahmoud Zanjirchi

    (Yazd University)

  • Mina Rezaeian Abrishami

    (Yazd University
    The University of Manchester)

  • Negar Jalilian

    (Yazd University)

Abstract

The development of a scientific discipline is partly determined by the growth of its literature. Bibliometrics constitute a set of mathematical and statistical techniques employed to explore, organize, and quantitatively analyze large pools of scientific literature. In this study, 11,433 papers published between 1974 and 2015 are collected and analyzed by applying life-cycle analysis, bibliometrics and text mining in order to provide a full thematic overview of the application of fuzzy theory in operations management. Top countries (i.e. the most productive, influential and collaborative countries), most frequently cited journals, and key research topics are identified by employing bibliometric techniques. Finally, the articles’ common research themes and methodologies are determined by combining text mining with experts’ input. Results show that the application of fuzzy theory in operations management is still in its infancy, and hence suitable for future research. This study serves as a guide for researchers to identify the hidden patterns, key actors, topics, and methods in this area.

Suggested Citation

  • Seyed Mahmoud Zanjirchi & Mina Rezaeian Abrishami & Negar Jalilian, 2019. "Four decades of fuzzy sets theory in operations management: application of life-cycle, bibliometrics and content analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 119(3), pages 1289-1309, June.
    • Handle: RePEc:spr:scient:v:119:y:2019:i:3:d:10.1007_s11192-019-03077-0
    DOI: 10.1007/s11192-019-03077-0
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    1. B. Kirubakaran & M. Ilangkumaran, 2016. "Selection of optimum maintenance strategy based on FAHP integrated with GRA–TOPSIS," Annals of Operations Research, Springer, vol. 245(1), pages 285-313, October.
    2. Zhu, Xia & Ruiz, Rubén & Li, Shiyu & Li, Xiaoping, 2017. "An effective heuristic for project scheduling with resource availability cost," European Journal of Operational Research, Elsevier, vol. 257(3), pages 746-762.
    3. Anil Jindal & Kuldip Singh Sangwan, 2017. "Multi-objective fuzzy mathematical modelling of closed-loop supply chain considering economical and environmental factors," Annals of Operations Research, Springer, vol. 257(1), pages 95-120, October.
    4. Elizabeth Gibson & Tugrul Daim & Edwin Garces & Marina Dabic, 2018. "Technology Foresight: A Bibliometric Analysis to Identify Leading and Emerging Methods," Foresight and STI Governance (Foresight-Russia till No. 3/2015), National Research University Higher School of Economics, vol. 12(1), pages 6-24.
    5. Rezaeian, M. & Montazeri, H. & Loonen, R.C.G.M., 2017. "Science foresight using life-cycle analysis, text mining and clustering: A case study on natural ventilation," Technological Forecasting and Social Change, Elsevier, vol. 118(C), pages 270-280.
    6. Guangzhi Shang & Brooke Saladin & Tim Fry & Joan Donohue, 2015. "Twenty-six years of operations management research (1985–2010): authorship patterns and research constituents in eleven top rated journals," International Journal of Production Research, Taylor & Francis Journals, vol. 53(20), pages 6161-6197, October.
    7. Ogawa, Takaya & Kajikawa, Yuya, 2015. "Assessing the industrial opportunity of academic research with patent relatedness: A case study on polymer electrolyte fuel cells," Technological Forecasting and Social Change, Elsevier, vol. 90(PB), pages 469-475.
    8. Wong, Bo K. & Lai, Vincent S., 2011. "A survey of the application of fuzzy set theory in production and operations management: 1998-2009," International Journal of Production Economics, Elsevier, vol. 129(1), pages 157-168, January.
    9. Kidwell, Donna K., 2013. "Principal investigators as knowledge brokers: A multiple case study of the creative actions of PIs in entrepreneurial science," Technological Forecasting and Social Change, Elsevier, vol. 80(2), pages 212-220.
    10. Chen, Chen-Tung & Lin, Ching-Torng & Huang, Sue-Fn, 2006. "A fuzzy approach for supplier evaluation and selection in supply chain management," International Journal of Production Economics, Elsevier, vol. 102(2), pages 289-301, August.
    11. Zhang, Pei & Yan, Fuwu & Du, Changqing, 2015. "A comprehensive analysis of energy management strategies for hybrid electric vehicles based on bibliometrics," Renewable and Sustainable Energy Reviews, Elsevier, vol. 48(C), pages 88-104.
    12. Brooke A. Saladin & Guangzhi Shang & Timothy D. Fry & Joan M. Donohue, 2015. "Research Constituents and Authorship Patterns in the Production and Operations Management Journal," Production and Operations Management, Production and Operations Management Society, vol. 24(4), pages 523-534, April.
    13. Tseng, Ming-Lang & Wu, Kuo-Jui & Chiu, Anthony SF. & Lim, Ming K. & Tan, Kimhua, 2018. "Service innovation in sustainable product service systems: Improving performance under linguistic preferences," International Journal of Production Economics, Elsevier, vol. 203(C), pages 414-425.
    14. Mund, Carolin & Neuhäusler, Peter, 2015. "Towards an early-stage identification of emerging topics in science—The usability of bibliometric characteristics," Journal of Informetrics, Elsevier, vol. 9(4), pages 1018-1033.
    15. A. Noorul Haq & Varma Boddu, 2017. "Analysis of enablers for the implementation of leagile supply chain management using an integrated fuzzy QFD approach," Journal of Intelligent Manufacturing, Springer, vol. 28(1), pages 1-12, January.
    16. Tianlong Zheng & Juan Wang & Qunhui Wang & Chunhong Nie & Nicholas Smale & Zhining Shi & Xiaona Wang, 2015. "A bibliometric analysis of industrial wastewater research: current trends and future prospects," Scientometrics, Springer;Akadémiai Kiadó, vol. 105(2), pages 863-882, November.
    17. Bildosola, Iñaki & Río-Bélver, Rosa María & Garechana, Gaizka & Cilleruelo, Ernesto, 2017. "TeknoRoadmap, an approach for depicting emerging technologies," Technological Forecasting and Social Change, Elsevier, vol. 117(C), pages 25-37.
    18. Ghazinoory, S. & Ameri, F. & Farnoodi, S., 2013. "An application of the text mining approach to select technology centers of excellence," Technological Forecasting and Social Change, Elsevier, vol. 80(5), pages 918-931.
    19. van der Have, Robert P. & Rubalcaba, Luis, 2016. "Social innovation research: An emerging area of innovation studies?," Research Policy, Elsevier, vol. 45(9), pages 1923-1935.
    20. Liao, Pin-Chao & Zhang, Kenan & Wang, Tao & Wang, Yanqing, 2016. "Integrating bibliometrics and roadmapping: A case of strategic promotion for the ground source heat pump in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 57(C), pages 292-301.
    21. Leydesdorff, Loet & Cozzens, Susan & Van den Besselaar, Peter, 1994. "Tracking areas of strategic importance using scientometric journal mappings," Research Policy, Elsevier, vol. 23(2), pages 217-229, March.
    22. Mao, Guozhu & Zou, Hongyang & Chen, Guanyi & Du, Huibin & Zuo, Jian, 2015. "Past, current and future of biomass energy research: A bibliometric analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1823-1833.
    23. Wang, Yuan & Lai, Nan & Zuo, Jian & Chen, Guanyi & Du, Huibin, 2016. "Characteristics and trends of research on waste-to-energy incineration: A bibliometric analysis, 1999–2015," Renewable and Sustainable Energy Reviews, Elsevier, vol. 66(C), pages 95-104.
    24. Kostoff, Ronald N., 1995. "Research requirements for research impact assessment," Research Policy, Elsevier, vol. 24(6), pages 869-882, November.
    25. Mardani, Abbas & Zavadskas, Edmundas Kazimieras & Khalifah, Zainab & Zakuan, Norhayati & Jusoh, Ahmad & Nor, Khalil Md & Khoshnoudi, Masoumeh, 2017. "A review of multi-criteria decision-making applications to solve energy management problems: Two decades from 1995 to 2015," Renewable and Sustainable Energy Reviews, Elsevier, vol. 71(C), pages 216-256.
    26. Abbas Mardani & Mehrbakhsh Nilashi & Edmundas Kazimieras Zavadskas & Siti Rahmah Awang & Habib Zare & Noriza Mohd Jamal, 2018. "Decision Making Methods Based on Fuzzy Aggregation Operators: Three Decades Review from 1986 to 2017," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 17(02), pages 391-466, March.
    27. Verleysen, Frederik T. & Weeren, Arie, 2016. "Clustering by publication patterns of senior authors in the social sciences and humanities," Journal of Informetrics, Elsevier, vol. 10(1), pages 254-272.
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