The Application of Artificial Neural Networks in Indirect Cost Estimation

被引:21
|
作者
Lesniak, Agnieszka [1 ]
机构
[1] Cracow Univ Technol, Fac Civil Engn, Sect Technol & Bldg Management, PL-31155 Krakow, Poland
关键词
Construction Projects; Indirect Cost; Artificial Neural Network; PROJECTS;
D O I
10.1063/1.4825752
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Estimating of the costs of construction project is one of the most important task in the management of the project. The total costs can be divided into direct costs that are related to executing the works, and indirect costs that accompany delivery. A precise costs estimation is usually a highly labour and time-intensive task especially when using manual calculation methods. This paper presents Artificial Neural Network (ANN) approach to predicting index of indirect cost of construction projects in Poland. A quantitative study was undertaken on the factors conditioning indirect costs of polish construction projects and a determination was made of the actual costs incurred by enterprises during project implementation. As a result of these studies, a data set was assembled covering 72 real-life cases of building projects constructed in Poland.
引用
收藏
页码:1312 / 1315
页数:4
相关论文
共 50 条
  • [1] Artificial neural networks for the cost estimation of stamping dies
    Burcu Özcan
    Alpaslan Fığlalı
    [J]. Neural Computing and Applications, 2014, 25 : 717 - 726
  • [2] Artificial neural networks for the cost estimation of stamping dies
    Ozcan, Burcu
    Figlali, Alpaslan
    [J]. NEURAL COMPUTING & APPLICATIONS, 2014, 25 (3-4): : 717 - 726
  • [3] The Cost Forecasting Application in an Enterprise with Artificial Neural Networks
    Korkusuz Polat, Tulay
    Arslankaya, Seher
    [J]. WORLD CONGRESS ON ENGINEERING, WCE 2010, VOL III, 2010, : 2258 - 2262
  • [5] Neural networks for cost estimation: simulations and pilot application
    Bode, J
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2000, 38 (06) : 1231 - 1254
  • [6] Application of artificial neural networks to effective bandwidth estimation in ATM networks
    Fan, Z
    Mars, P
    [J]. ICNN - 1996 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS. 1-4, 1996, : 1951 - 1956
  • [7] Application of artificial neural networks (ANN) and grey system theory in life cycle cost(LCC) estimation
    Chen, XC
    Fang, ML
    [J]. PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON NONLINEAR MECHANICS, 2002, : 1191 - 1198
  • [8] Estimation of earthworks execution time cost by means of artificial neural networks
    Hola, Bozena
    Schabowicz, Krzysztof
    [J]. AUTOMATION IN CONSTRUCTION, 2010, 19 (05) : 570 - 579
  • [9] Software cost estimation using artificial neural networks with inputs selection
    Papatheocharous, Efi
    Andreou, Andreas S.
    [J]. ICEIS 2007: PROCEEDINGS OF THE NINTH INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS: DATABASES AND INFORMATION SYSTEMS INTEGRATION, 2007, : 398 - 407
  • [10] Cost estimation of Transformer Main Materials using Artificial Neural Networks
    Mehta, H. D.
    Patel, R. M.
    Trivedi, H.
    [J]. 3RD NIRMA UNIVERSITY INTERNATIONAL CONFERENCE ON ENGINEERING (NUICONE 2012), 2012,