An integrated simulation and AHP approach to vegetable grafting operation design

被引:18
|
作者
Meng, Chao [1 ]
Xu, Dong [1 ]
Son, Young-Jun [1 ]
Kubota, Chieri [2 ]
Lewis, Myles [2 ]
Tronstad, Russell [3 ]
机构
[1] Univ Arizona, Dept Syst & Ind Engn, Tucson, AZ 85721 USA
[2] Univ Arizona, Sch Plant Sci, Tucson, AZ 85721 USA
[3] Univ Arizona, Dept Agr & Resource Econ, Tucson, AZ 85721 USA
关键词
Seedling propagation; Discrete event simulation; Fuzzy logic; Best alternative search; ANALYTIC-HIERARCHY-PROCESS; DECISION-MAKING; MODEL; SYSTEM; IMPROVEMENT; CRITERIA; HISTORY; STRESS;
D O I
10.1016/j.compag.2014.01.007
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
For vegetable seedling propagators, integrating grafting technology into their propagation operations is critical to keeping or expanding market share in the near future. In this paper, an integrated discrete event simulation and Analytic Hierarchy Process (AHP) approach is proposed to help vegetable seedling propagators design grafting operation. The proposed approach consists of four steps: (1) defining performance criteria and factors (i.e. system alternative parameters and noise factors), (2) identifying significant factors via Design of Experiment (DOE), (3) evaluating system alternatives, and (4) AHP. For steps 2 and 3, a generic propagation simulator is developed with the focus on specific grafting operations (e.g. creating rootstocks, scions and grafted seedlings) while considering biological factors (e.g. seed disease and disease infection). Both classic and fuzzy AHP methods are adopted for addressing multiple criteria (e.g. variable cost, grafting throughput time, total capital expenses, resource utilization and percentage of order fulfilled in time with acceptable quality) of decisions. To address the imprecise ranking led by utilizing sample means of alternative performance data in pairwise comparison, a Best Alternative Search (BAS) procedure is proposed for AHP by considering bounds of confidence intervals in ranking alternatives. In the experiments, six system alternatives involving three automation levels (e.g. manual, semi- and fully-automated grafting) and eight scenarios are applied to a large-scale seedling propagator located in North America. Results demonstrate that (1) classic AHP produces the similar trend as fuzzy AHP, (2) the proposed BAS procedure can ensure the ranking accuracy of AHP, and (3) the proposed approach can be successfully used by vegetable seedling propagators to support the design of a grafting operation. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:73 / 84
页数:12
相关论文
共 50 条
  • [1] An Integrated AHP and VIKOR Approach to Evaluating Green Design Alternatives
    Tian, Guangdong
    Zhang, Honghao
    Zhou, MengChu
    Jia, Hongfei
    [J]. 2016 IEEE 13TH INTERNATIONAL CONFERENCE ON NETWORKING, SENSING, AND CONTROL (ICNSC), 2016,
  • [2] An Integrated AHP and VIKOR Approach to Evaluating Green Design Alternatives
    Tian, Guangdong
    Zhang, Honghao
    Zhou, Mengchu
    Jia, Hongfei
    [J]. 2016 IEEE 13TH INTERNATIONAL CONFERENCE ON NETWORKING, SENSING, AND CONTROL (ICNSC), 2016,
  • [3] Improving the design and operation of an integrated emergency post via simulation
    Borgman, N. J.
    Mes, M. R. K.
    Vliegen, I. M. H.
    Hans, E. W.
    [J]. JOURNAL OF SIMULATION, 2015, 9 (02) : 99 - 110
  • [4] A simulation approach to the design and operation of multiproduct batch plants
    Salomone, HE
    Montagna, JM
    Iribarren, OA
    [J]. CHEMICAL ENGINEERING RESEARCH & DESIGN, 1997, 75 (A4): : 427 - 437
  • [5] DESIGN AND OPERATION OF A JACKETED VEGETABLE STORAGE
    LENTZ, CP
    VANDENBE.L
    JORGENSEN, EG
    SAWLER, R
    [J]. CANADIAN INSTITUTE OF FOOD SCIENCE AND TECHNOLOGY JOURNAL, 1971, 4 (01): : 19 - +
  • [6] An Integrated Approach to Optimal Pipeline Routing, Design, Operation and Maintenance
    Marcoulaki, Eftychia C.
    Papazoglou, Ioannis A.
    Pixopoulou, Nathalie
    [J]. 21ST EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, 2011, 29 : 1753 - 1757
  • [7] An integrated approach to the design and operation for spare parts logistic systems
    Wu, Muh-Cherng
    Hsu, Yang-Kang
    Huang, Liang-Chuan
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (04) : 2990 - 2997
  • [8] An integrated approach based on DEA and AHP
    Pakkar M.S.
    [J]. Computational Management Science, 2015, 12 (1) : 153 - 169
  • [9] An Integrated Approach of AHP and NFRs Framework
    Kassab, Mohamad
    [J]. 2013 IEEE SEVENTH INTERNATIONAL CONFERENCE ON RESEARCH CHALLENGES IN INFORMATION SCIENCE (RCIS), 2013,
  • [10] The model railway - an integrated approach to system design and simulation
    Eaden, MG
    [J]. COMPUTERS IN RAILWAYS VII, 2000, 7 : 157 - 169