Utility-based decision support system for schedule optimization

被引:21
|
作者
Yang, I-Tung [1 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Construct Engn, Taipei 106, Taiwan
关键词
decision support system; utility; optimization; particle swarm optimization; computational intelligence;
D O I
10.1016/j.dss.2007.08.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The present study quantifies the impact of individual preferences of decision makers on schedule optimization and proposes a decision support system (DSS) to account for the diversity in the time-cost tradeoff analysis. The proposed DSS defines the multiattribute utility function based on subjective assessment of one-dimensional utility functions and scaling factors of time and cost. The multiattribute utility function is subsequently optimized by aid of a new particle swarm optimization algorithm. The application of the proposed DSS is demonstrated through case studies. It has been verified, both statistically and subjectively, that the proposed DSS is effective, efficient, and robust. It has also been shown that the proposed DSS outperforms genetic algorithms. The formulation of the proposed DSS is of practical value because it considers, in addition to direct and indirect costs, the amount of liquidated damages and bonus for early completion. Moreover, the formulation has no restriction on the forms of activity time-cost functions and therefore provides the most flexibility. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:595 / 605
页数:11
相关论文
共 50 条
  • [1] Decision support in concurrent engineering -: The utility-based selection decision support problem
    Fernández, MG
    Seepersad, CC
    Rosen, DW
    Allen, JK
    Mistree, F
    CONCURRENT ENGINEERING-RESEARCH AND APPLICATIONS, 2005, 13 (01): : 13 - 27
  • [2] Utility-based decision tree optimization:: A framework for adaptive interviewing
    Stolze, M
    Ströbel, M
    USER MODELING 2001, PROCEEDINGS, 2001, 2109 : 105 - 116
  • [3] Cross-layer Utility-based System Optimization
    Ditzel, Maarten
    Kester, Leon
    van den Broek, Sebastiaan
    van Rijn, Martin
    2013 16TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2013, : 507 - 514
  • [4] An utility-based decision support sustainability model in slow steaming maritime operations
    Wong, Eugene Y. C.
    Tai, Allen H.
    Lau, Henry Y. K.
    Raman, Mardjuki
    TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2015, 78 : 57 - 69
  • [5] Utility-based Cooperative Decision in Cooperative Authentication
    Guo Yunchuan
    Lihua, Yin
    Liu Licai
    Fang Binxing
    2014 PROCEEDINGS IEEE INFOCOM, 2014, : 1006 - 1014
  • [6] SIL determination as a utility-based decision process
    Jahanian, Hamid
    Mahboob, Qamar
    PROCESS SAFETY AND ENVIRONMENTAL PROTECTION, 2016, 102 : 757 - 767
  • [7] Utility-based power control with QoS support
    Sławomir Stańczak
    Angela Feistel
    Marcin Wiczanowski
    Holger Boche
    Wireless Networks, 2010, 16 : 1691 - 1705
  • [8] QoS Support with Utility-Based Power Control
    Stanczak, Slawomir
    Feistel, Angela
    Boche, Holger
    2008 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY PROCEEDINGS, VOLS 1-6, 2008, : 2046 - +
  • [9] Utility-based power control with QoS support
    Stanczak, Slawomir
    Feistel, Angela
    Wiczanowski, Marcin
    Boche, Holger
    WIRELESS NETWORKS, 2010, 16 (06) : 1691 - 1705
  • [10] Dynamic Portfolio Optimization for Utility-Based Models
    Fulga, Cristinca
    2009 INTERNATIONAL CONFERENCE ON INFORMATION AND FINANCIAL ENGINEERING, PROCEEDINGS, 2009, : 117 - 121