Ontology-supported case-based reasoning approach for intelligent m-Government emergency response services

被引:174
作者
Amailef, Khaled [1 ]
Lu, Jie [1 ]
机构
[1] Univ Technol Sydney, Decis Syst & E Serv Intelligence DeSI Lab, Ctr Quantum Computat & Intelligent Syst QCIS, Sch Software,Fac Engn & Informat Technol, Sydney, NSW 2007, Australia
基金
澳大利亚研究理事会;
关键词
Emergency response systems; Ontology; Case-based reasoning; m-Government; Mobile-based systems; Information extraction; EXTRACTION;
D O I
10.1016/j.dss.2012.12.034
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
There is a critical need to develop a mobile-based emergency response system (MERS) to help reduce risks in emergency situations. Existing systems only provide short message service (SMS) notifications, and the decision support is weak, especially in man-made disaster situations. This paper presents a MERS ontology-supported case-based reasoning (OS-CBR) method, with implementation, to support emergency decision makers to effectively respond to emergencies. The advantages of the OS-CBR approach is that it builds a case retrieving process, which provides a more convenient system for decision support based on knowledge from, and solutions provided for past disaster events. The OS-CBR approach includes a set of algorithms that have been successfully implemented in four components: data acquisition; ontology; knowledge base; and reasoning; as a sub-system of the MERS framework. A set of experiments and case studies validated the OS-CBR approach and application, and demonstrate its efficiency. Crown Copyright (c) 2013 Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:79 / 97
页数:19
相关论文
共 33 条
[21]  
Nasharuddin Nurul Amelina, 2010, Proceedings of the 2010 International Conference on Information Retrieval and Knowledge Management (CAMP 2010), P353, DOI 10.1109/INFRKM.2010.5466886
[22]   Evaluating ontology extraction tools using a comprehensive evaluation framework [J].
Park, Jinsoo ;
Cho, Wonchin ;
Rho, Sangkyu .
DATA & KNOWLEDGE ENGINEERING, 2010, 69 (10) :1043-1061
[23]   Texas 9-1-1: Emergency telecommunications and the genesis of surveillance infrastructure [J].
Phillips, D .
TELECOMMUNICATIONS POLICY, 2005, 29 (11) :843-856
[24]  
Recio-Garia J. A., 2007, P AI 2006 26 SGAI IN, P149
[25]   First responder information flow simulation: A tool for technology assessment [J].
Robinson, CD ;
Brown, DE .
Proceedings of the 2005 Winter Simulation Conference, Vols 1-4, 2005, :919-925
[26]  
Shiu S., 2004, FDN SOFT CASE BASED
[27]  
Urbas G., 2006, MOBILE WIRELESS TECH
[28]   A case-based reasoning safety decision-support tool: Nextcase/safety [J].
Virkki-Hatakka, T. ;
Reniers, G. L. L. .
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (07) :10374-10380
[29]   A fuzzy CBR technique for generating product ideas [J].
Wu, Muh-Cherng ;
Lo, Ying-Fu ;
Hsu, Shang-Hwa .
EXPERT SYSTEMS WITH APPLICATIONS, 2008, 34 (01) :530-540
[30]   A CBR method for CFW prevention and treatment [J].
Yang, Zhengang ;
Deng, Feiqi ;
Liu, Weizhang ;
Fang, Yongmei .
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (03) :5469-5474