Development and application of tender evaluation decision-making and risk early warning system for water projects based on KDD

被引:8
|
作者
Cheng, Tiexin [1 ]
Wang, Yiwang [2 ]
Sun, Yuefeng [1 ]
机构
[1] Tianjin Polytech Univ, Coll Management, Tianjin 300387, Peoples R China
[2] Tianjin Water Project Construct & Transact Serv C, Tianjin 300204, Peoples R China
基金
中国国家自然科学基金;
关键词
Tender evaluation; Knowledge Discovery in Database (KDD); Outlier detection; Water projects; Risk early warning; Decision making; CONSTRUCTION PROJECTS;
D O I
10.1016/j.advengsoft.2012.02.003
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Assessing bidder's tender is very important for an employer in deciding whether to award or not. Marking scheme method is generally used to evaluate the tenders of construction project in China. And the mainly advantage of this method is the application of the expert's personal knowledge and experience which makes the contractor selection more reasonable. However, if the low scores given by the experts are usually omitted when the marking scheme method is applied, the contractor with certain potential risks may win the bid, which may make the project not be executed and completed in accordance with the contract. To overcome these weaknesses, the outlier detection model, one of Knowledge Discovery in Database (KDD) method, based on similar coefficient sum was set up in this paper. In this model, the outliers were detected based on the experts' tender evaluation data of the water projects. Then, the risk factors of contractor's attributes were obtained and the risk early warning was carried out. The proposed model is used in the tender evaluation decision-making and risk early warning of the water projects in Tianjin, China. The empirical survey was also made to verify the proposed model. From the feedback of the questionnaires, the survey showed that the outliers detection model could detect the latent risks effectively. Accordingly, some advice was given to the employers to prevent the potential risks. Finally, the proposed method and model were introduced into a tender evaluation decision-making and risk early warning system (TEDREWS) for convenient and efficient tender evaluation and risk management. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:58 / 69
页数:12
相关论文
共 37 条
  • [21] Applications of Risk Optimal Test in the System of Diagnosis and Decision-making Based on Statistical Figure Identifications
    Deng, Shuxian
    Lu, Kaizhang
    Ge, Lei
    PROCEEDINGS OF 2009 CONFERENCE ON SYSTEMS SCIENCE, MANAGEMENT SCIENCE & SYSTEM DYNAMICS, VOL 1, 2009, : 213 - 216
  • [22] Comprehensive entropy weight observability-controllability risk analysis and its application to water resource decision-making
    Li, Xun-Gui
    Wei, Xia
    Huang, Qiang
    WATER SA, 2012, 38 (04) : 573 - 579
  • [23] An evaluation of learning clinical decision-making for early rehabilitation in the ICU via interactive education with audience response system
    Toonstra, Amy L.
    Nelliot, Archana
    Friedman, Lisa Aronson
    Zanni, Jennifer M.
    Hodgson, Carol
    Needham, Dale M.
    DISABILITY AND REHABILITATION, 2017, 39 (11) : 1143 - 1145
  • [24] A Novel Solution for $Z$-Numbers Based on Complex Fuzzy Sets and Its Application in Decision-Making System
    Jia, Qianlei
    Hu, Jiayue
    Herrera-Viedma, Enrique
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2022, 30 (10) : 4102 - 4114
  • [25] A comprehensive decision-making approach for the application of biochar in agriculture to enhance water security: A GIS-AHP based approach
    Pradhan, Snigdhendubala
    Lahlou, Fatima Zahra
    Ghiat, Ikhlas
    Bilal, Hazrat
    Mckay, Gordon
    Al-Ansari, Tareq
    ENVIRONMENTAL TECHNOLOGY & INNOVATION, 2024, 36
  • [26] Evaluation of Blockchain-Based Tracking and Tracing System With Uncertain Information: A Multi-Criteria Decision-Making Approach
    Niu, Geng
    IEEE ACCESS, 2025, 13 : 40795 - 40812
  • [27] Development of a decision-making support system for the technical support center based on analysis of human performance under severe accident situation
    Kang, Seongkeun
    Yu, Jaemyung
    Seong, Poong Hyun
    ANNALS OF NUCLEAR ENERGY, 2022, 166
  • [28] Optimism Bias Evaluation and Decision-Making Risk Forecast on Bridge Project Cost Based on Reference Class Forecasting: Evidence from China
    Liu, Huimin
    Jiang, Canhui
    Liu, Yan
    Hertogh, Marcel
    Lyu, Xue
    SUSTAINABILITY, 2018, 10 (11):
  • [29] Design and Application of Risk Early-warning System of Electric Power Engineering Projects-A Case Study of Combined Heat and Power Project in Western China
    Miao, Qing
    Xia, Zhentao
    ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING, PTS 1-3, 2013, 278-280 : 2113 - +
  • [30] THE RESEARCH OF RISK-AND CONDITION-BASED MAINTENANCE DECISION-MAKING AND TASK OPTIMIZING SYSTEM FOR ROTATING EQUIPMENT IN LARGE PETROCHEMICAL PLANTS
    Yuan Qingbin
    Wang Qingfeng
    Gao Jinji
    INTERNATIONAL JOURNAL OF RELIABILITY QUALITY AND SAFETY ENGINEERING, 2012, 19 (04)