Cost Estimation of Civil Construction Projects using Machine Learning Paradigm

被引:0
|
作者
Arage, Sphurti S. [1 ]
Dharwadkar, Nagaraj V. [1 ]
机构
[1] Rajarambapu Inst Technol, Dept Comp Sci & Engn, Islampur, India
关键词
Construction Cost Estimation; Ordinary Least Square Regression;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Adequate construction cost estimation is main factor in any type of construction projects. Forecasting cost of construction projects can be considered as difficult task. In this paper, Ordinary Least Square (OLS) method which is type ofa simple linear regression model is proposed to forecast future cost of construction projects. Ordinary Least Square method can be used to produce best solution and performs well when the dataset is small. Experiments were performed with 12 years of District Schedule Rates of Pune region from India to find out the accuracy of the model. The results show that proposed model gives 91% to 97% prediction accuracy.
引用
收藏
页码:594 / 599
页数:6
相关论文
共 50 条
  • [21] Cost estimation model for semiconductor hookup construction projects
    Wen, Chao-Pao
    Hsiao, Fan-Yi
    Wang, Shih-Hsu
    Wang, Wei-Chih
    Yu, Wen-Der
    Journal of the Chinese Institute of Civil and Hydraulic Engineering, 2013, 25 (04): : 273 - 282
  • [22] A model for preliminary cost estimation in buildings construction projects
    Jassim, Hassanean S. H.
    Hasan, Musaab F.
    Altaee, Mohammed J.
    Gamil, Yaser
    FRONTIERS IN BUILT ENVIRONMENT, 2025, 11
  • [23] Estimation of Formal Verification Cost Using Regression Machine Learning
    El Mandouh, Eman
    Wassal, Amr G.
    2016 IEEE INTERNATIONAL HIGH LEVEL DESIGN VALIDATION AND TEST WORKSHOP (HLDVT), 2016, : 121 - 127
  • [24] Predicting Serious Injury and Fatality Exposure Using Machine Learning in Construction Projects
    Erkal, Elif Deniz Oguz
    Hallowell, Matthew R.
    Ghriss, Ayoub
    Bhandari, Siddharth
    JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2024, 150 (03)
  • [25] Hybrid deep learning model for accurate cost and schedule estimation in construction projects using sequential and non-sequential data
    Cheng, Min-Yuan
    Vu, Quoc-Tuan
    Gosal, Frederik Elly
    AUTOMATION IN CONSTRUCTION, 2025, 170
  • [26] CONCEPTUAL ESTIMATION OF CONSTRUCTION DURATION AND COST OF PUBLIC HIGHWAY PROJECTS
    Mohamed, Basma
    Moselhi, Osama
    JOURNAL OF INFORMATION TECHNOLOGY IN CONSTRUCTION, 2022, 27 : 595 - 618
  • [27] KnowPrice2: Intelligent cost estimation for construction projects
    Domer, Bernd
    Raphael, Benny
    Saitta, Sandro
    INTELLIGENT COMPUTING IN ENGINEERING AND ARCHITECTURE, 2006, 4200 : 147 - 152
  • [28] CONCEPTUAL ESTIMATION OF CONSTRUCTION DURATION AND COST OF PUBLIC HIGHWAY PROJECTS
    Mohamed, Basma
    Moselhi, Osama
    Journal of Information Technology in Construction, 2022, 27 : 595 - 618
  • [29] Automated progress monitoring of construction projects using Machine learning and image processing approach
    Greeshma, A. S.
    Edayadiyil, Jeena B.
    MATERIALS TODAY-PROCEEDINGS, 2022, 65 : 554 - 563
  • [30] Using Machine Learning to Improve Cost and Duration Prediction Accuracy in Green Building Projects
    Darko, Amos
    Glushakova, Iuliia
    Boateng, Emmanuel B.
    Chan, Albert P. C.
    JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2023, 149 (08)