A journal of IEEE and CAA , publishes high-quality papers in English on original theoretical/experimental research and development in all areas of automation
Volume 5 Issue 3
May  2018

IEEE/CAA Journal of Automatica Sinica

  • JCR Impact Factor: 11.8, Top 4% (SCI Q1)
    CiteScore: 17.6, Top 3% (Q1)
    Google Scholar h5-index: 77, TOP 5
Turn off MathJax
Article Contents
Jing Zheng, Yingming Wang and Shengqun Chen, "Dynamic Case Retrieval Method With Subjective Preferences and Objective Information for Emergency Decision Making," IEEE/CAA J. Autom. Sinica, vol. 5, no. 3, pp. 749-757, Mar. 2018. doi: 10.1109/JAS.2016.7510232
Citation: Jing Zheng, Yingming Wang and Shengqun Chen, "Dynamic Case Retrieval Method With Subjective Preferences and Objective Information for Emergency Decision Making," IEEE/CAA J. Autom. Sinica, vol. 5, no. 3, pp. 749-757, Mar. 2018. doi: 10.1109/JAS.2016.7510232

Dynamic Case Retrieval Method With Subjective Preferences and Objective Information for Emergency Decision Making

doi: 10.1109/JAS.2016.7510232
Funds:

the National Science Foundation for Outstanding Youth of China 70925004

Fujian Province Transportation Hall of Science and Technology Development Projects, China 201319

the Science and Technology Project in Fujian Province Department of Education, China JB14122

More Information
  • Case-based reasoning (CBR) is one of the best methods for generating an effective solution in an emergency. In recent years, some methods for generating emergency alternatives have been included in practical CBR applications, but there have been no in-depth studies of these processes. In this study, we propose a new method for dynamic case retrieval with subjective preferences and objective information, which considers the personal preferences of the decision makers and changes in the attributes of the emergency as the situation develops. First, we present a formula for calculating the case similarity and changing trends in the case considered, where similar cases are obtained. Next, we describe a method for measuring the overall assessment value with respect to similar historical cases, which is obtained by aggregating the case similarity, the utility case similarity, the first response time, and the implementation effect. The subjective preferences and objective information are also integrated in the decision-making process. Finally, we present a case study based on the emergency response to a fire in a highrise building, which illustrates the applicability and feasibility of the proposed method.

     

  • loading
  • [1]
    R. P. Hämäläinen, M. R. K. Lindstedt, and K. Sinkko, "Multiattribute risk analysis in nuclear emergency management, " Risk Anal. , vol. 20, no. 4, pp. 455-468, Aug. 2000. http://www.ncbi.nlm.nih.gov/pubmed/11051070
    [2]
    J. K. Levy and K. Taji, "Group decision support for hazards planning and emergency management: A Group Analytic Network Process (GANP) approach, " Math. Comput. Model. , vol. 46, no. 7-8, pp. 906-917, Oct. 2007. http://dl.acm.org/citation.cfm?id=2249777
    [3]
    Y. Liu, Z. P. Fan, Y. Yuan, and H. Y. Li, "A FTA-based method for risk decision-making in emergency response, " Comput. Oper. Res. , vol. 42, pp. 49-57, Feb. 2014. http://dl.acm.org/citation.cfm?id=2538048.2538364
    [4]
    Z. P. Fan, Y. H. Li, X. H. Wang, and Y. Liu, "Hybrid similarity measure for case retrieval in CBR and its application to emergency response towards gas explosion, " Exp. Syst. Appl. , vol. 41, no. 5, pp. 2526-2534, Apr. 2014. http://www.sciencedirect.com/science/article/pii/S0957417413008051
    [5]
    L. Yu and K. K. Lai, "A distance-based group decision-making methodology for multi-person multi-criteria emergency decision support, " Decis. Support Syst. , vol. 51, no. 2, pp. 307-315, May 2011. http://www.sciencedirect.com/science/article/pii/S0167923610002058
    [6]
    J. J. Yang and C. H. Xu, "Emergency decision engineering model based on sequential games, " Syst. Eng. Procedia, vol. 5, pp. 276-282, Dec. 2012. http://www.sciencedirect.com/science/article/pii/S2211381912000860
    [7]
    D. Ergu, G. Kou, Y. Shi, and Y. Shi, "Analytic network process in risk assessment and decision analysis, " Comput. Oper. Res. , vol. 42, pp. 58-74, Feb. 2014.
    [8]
    H. J. Zhao, Y. Peng, and W. Li, "Revised PROMETHEE Ⅱ for improving efficiency in emergency response, " Procedia Comput. Sci. , vol. 17, pp. 181-188, Dec. 2013. http://www.sciencedirect.com/science/article/pii/S1877050913001580
    [9]
    Z. L. Liao, X. W. Mao, P. M. Hannam, and T. T. Zhao, "Adaptation methodology of CBR for environmental emergency preparedness system based on an Improved Genetic Algorithm, " Exp. Syst. Appl. , vol. 39, no. 8, pp. 7029-7040, Jun. 2012. http://www.sciencedirect.com/science/article/pii/S0957417412000577
    [10]
    C. Huang, S. F. Shen, and Q. Y. Huang, "An approach of information processing for CBR in emergency management engineering, " Syst. Eng. Procedia, vol. 5, pp. 185-190, Dec. 2012. http://www.sciencedirect.com/science/article/pii/S2211381912000732
    [11]
    W. M. Liu, G. Y. Hu, and J. F. Li, "Emergency resources demand prediction using case-based reasoning, " Saf. Sci. , vol. 50, no. 3, pp. 530-534, Mar. 2012. doi: 10.1016/j.ssci.2011.11.007
    [12]
    K. Amailef and J. Lu, "Ontology-supported case-based reasoning approach for intelligent m-Government emergency response services, " Decis. Support Syst. , vol. 55, no. 1, pp. 79-97, Apr. 2013. http://dl.acm.org/citation.cfm?id=2486713
    [13]
    K. F. R. Liu and C. W. Yu, "Integrating case-based and fuzzy reasoning to qualitatively predict risk in an environmental impact assessment review, " Environ. Modell. Software, vol. 24, no. 10, pp. 1241-1251, Oct. 2009.
    [14]
    P. D. Liu, F. Jin, X. Zhang, Y. Su, and M. H. Wang, "Research on the multi-attribute decision-making under risk with interval probability based on prospect theory and the uncertain linguistic variables, " Knowl. Based Syst. , vol. 24, no. 4, pp. 554-561, May 2011.
    [15]
    Y. Liu, Z. P. Fan, and Y. Zhang, "Risk decision analysis in emergency response: a method based on cumulative prospect theory, " Comput Oper. Res. , vol. 42, pp. 75-82, Feb. 2014. http://dl.acm.org/citation.cfm?id=2538368
    [16]
    Y. M. Wang and C. Parkan, "A general multiple attribute decision-making approach for integrating subjective preferences and objective information, " Fuzzy Sets Syst. , vol. 157, no. 10, pp. 1333-1345, May 2006. http://dl.acm.org/citation.cfm?id=1708765
    [17]
    Y. P. Jiang, Z. P. Fan, and J. Ma, "A method for group decision making with multi-granularity linguistic assessment information, " Inf. Sci. , vol. 178 no. 4, pp. 1098-1109, Feb. 2008. http://dl.acm.org/citation.cfm?id=1323731.1323743&coll=DL&dl=GUIDE&CFID=425673484&CFTOKEN=28499981
    [18]
    T. L. Satty, The Analytic Hierarchy Process. New York, USA: McGraw-Hill, 1980.
    [19]
    J. L. Cohon, Multiobjective Programming and Planning. New York, USA:Academic Press, 1978.
    [20]
    I. Gilboa and D. Schmeidler, "Case-based decision theory, " Quart. J. Econom. , vol. 110, no. 3, pp. 605-639, Aug. 1995. http://www.jstor.org/stable/2946694
    [21]
    Q. Wang, Y. Zhao, and C. J. Rao, "Case-based decision method based on threshold and its application in innovative design, " Control Decis. , vol. 25, no. 10, pp. 1562-1566, Oct. 2010. http://en.cnki.com.cn/Article_en/CJFDTOTAL-KZYC201010022.htm
    [22]
    I. Gilboa and D. Schmeidler, "Act similarity in case-based decision theory, " Econom. Theory, vol. 9, no. 1, pp. 47-61, Feb. 1997. Act similarity in case-based decision theory
    [23]
    R. R. Yager, "OWA aggregation over a continuous interval argument with applications to decision making, " IEEE Trans. Syst. Man Cybernet. , vol. 34, no. 5, pp. 1952-1963, Oct. 2004. http://www.ncbi.nlm.nih.gov/pubmed/15503492
    [24]
    Y. H. Li, Z. P. Fan, and M. Y. Li, "Case-based decision analysis method for general uncertain decision making problem, " J. Syst. Eng. , vol. 29, no. 1, pp. 21-29, Feb. 2014. http://en.cnki.com.cn/Article_en/CJFDTotal-XTGC201401003.htm
    [25]
    G. I. Alptekin and G. Büyüközkan, "An integrated case-based reasoning and MCDM system for Web based tourism destination planning, " Exp. Syst. Appl. , vol. 38, no. 3, pp. 2125-2132, Mar. 2011. http://www.sciencedirect.com/science/article/pii/S0957417410007815
    [26]
    Y. H. Li, Z. P. Fan, and Y. Yuan, "Method for generating emergency alternative with considering implementation effects of emergency alternatives, " Control Decis. , vol. 29, no. 2, pp. 275-280, Feb. 2014.
    [27]
    K. Zhao and X. Yu, "A case based reasoning approach on supplier selection in petroleum enterprises, " Exp. Syst. Appl. , vol. 38, no. 6, pp. 6839-6847, Jun. 2011. http://dl.acm.org/citation.cfm?id=1943891

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Figures(1)  / Tables(11)

    Article Metrics

    Article views (1092) PDF downloads(54) Cited by()

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return