Research on the cost estimation of transmission line project with case-based reasoning

被引:0
|
作者
Yi, Tao [1 ]
Cui, Shanshan [1 ]
Zhang, Yi [1 ]
机构
[1] Department of Management science and Engineering, North China Electric Power University, Beijing, China
来源
关键词
Case based reasoning - Cost engineering - Cost estimating - Forecasting - Investments - Multivariant analysis;
D O I
暂无
中图分类号
学科分类号
摘要
Investment estimation phase of power transmission line project is an important stage of project cost control, the traditional unit investment forecasting methods, however, cannot meet the need of engineering rapid estimation. The research objective of this paper is to forecast the unit investment of the Transmission Line Project applying the case-based reasoning system. Based on the factor analysis tools of multivariate statistical software SPSS, the correlation coefficient matrix of characteristics factors are identified, and weight coefficient of characteristics factors is calculated. Based on the formula of European weighted distance, the similarity is calculated and case similarity is retrieved. Finally, the model is constructed to predict the unit investment of Transmission Line project, and the correctness and usefulness of the model is verified. It is shown that this case-based reasoning system of unit investment can achieve real-time updating of cost index database. The primary contribution of this research is the combination of the cost forecast and Case-based reasoning system of artificial intelligence. It is expected that this work will provide a reference and guidance for transmission line project investment decision in estimating phase.
引用
收藏
页码:1034 / 1041
相关论文
共 50 条
  • [41] Research on web service composition with case-based reasoning
    Cheng, Rui-Xing
    Su, Sen
    Yang, Fang-Chun
    Beijing Youdian Daxue Xuebao/Journal of Beijing University of Posts and Telecommunications, 2006, 29 (SUPPL.): : 43 - 47
  • [42] Research on negotiation support system based on case-based reasoning
    Han, X
    Feng, YQ
    Proceedings of 2005 International Conference on Machine Learning and Cybernetics, Vols 1-9, 2005, : 2850 - 2854
  • [43] Research of Case-Based Reasoning Method Based on Rough sets
    Xu Shoukun
    Xin, Liu
    Xuan, Hao
    Ma, Zhenghua
    2009 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND INTELLIGENT SYSTEMS, PROCEEDINGS, VOL 1, 2009, : 416 - 419
  • [44] Research on the intelligent shopping model based on case-based reasoning
    Zeng Zi-ming
    Meng Bo
    PROCEEDINGS OF 2005 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1 AND 2, 2005, : 1718 - +
  • [45] Study on Product Design Cost Control Based on Case-Based Reasoning
    Jiang Guo-fa
    INFORMATION AND BUSINESS INTELLIGENCE, PT II, 2012, 268 : 306 - 311
  • [46] Construction Cost Estimation Using a Case-Based Reasoning Hybrid Genetic Algorithm Based on Local Search Method
    Jung, Sangsun
    Pyeon, Jae-Ho
    Lee, Hyun-Soo
    Park, Moonseo
    Yoon, Inseok
    Rho, Juhee
    SUSTAINABILITY, 2020, 12 (19)
  • [47] Cost Estimation of Automotive Sheet Metal Components using Knowledge-Based Engineering and Case-Based Reasoning
    Karadgi, S.
    Mueller, U.
    Metz, D.
    Schaefer, W.
    Grauer, M.
    2009 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1-4, 2009, : 1518 - 1522
  • [48] Integrating fuzzy case-based reasoning, parametric and feature-based cost estimation methods for machining process
    Kasie, Fentahun Moges
    Bright, Glen
    JOURNAL OF MODELLING IN MANAGEMENT, 2021, 16 (03) : 825 - 847
  • [49] A Step Response Model Estimation Method Based on Case-Based Reasoning
    Du, Ning
    Yang, Xingrui
    Yi, Fan
    Pang, Haoyu
    Yuan, Ping
    2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 1552 - 1555
  • [50] Improving Accuracy of Early Stage Cost Estimation by Revising Categorical Variables in a Case-Based Reasoning Model
    Jin, RunZhi
    Han, Sangwon
    Hyun, ChangTaek
    Kim, JiHoon
    JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2014, 140 (07)