Cost Monitoring and Management Algorithms in the Construction Process of Building Projects

被引:0
|
作者
Liu, Yang [1 ]
机构
[1] Tianjin Open Univ, Tianjin 300191, Peoples R China
关键词
Construction Management; Building projects; Cost estimation; Reptile Search Algorithm; Deep Maxout Network;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Construction project cost estimation is an essential activity in construction -based fields; it offers a valuable source for the project feasibility studies and the design plan comparisons, and the accuracy can directly influence project investment decisions. A successful implementation of project cost forecasts makes it easier to control and manage project costs. Therefore, this paper presents the Ladybug Reptile Search Algorithm_ Deep Maxout Network (LRSA_DMN) (LRSA_DMN) to estimate construction costs. Additionally, LRSA is included to correct DMN weights. Furthermore, Bootstrap scheme is used to augment data and use this data to input the DMN for cost estimation. In addition, features are selected using a Weighted Correlation Coefficient to choose the best features for further processing. The test results show that LRSA_DMN performs better regarding MSE, RMSE, and Accuracy by 0.092, 0.371, and 0.907, respectively.
引用
收藏
页码:437 / 449
页数:13
相关论文
共 50 条
  • [21] The Situation of Cost Management in Execution of Building Projects in Syria
    Kasem, Sarab
    Alhaffar, Mohammad Bachar
    [J]. JORDAN JOURNAL OF CIVIL ENGINEERING, 2011, 5 (04) : 510 - 520
  • [22] Selection of tachymetry spacing in the process of monitoring of construction projects
    Rubtsov, Oleg
    Alisultanov, Ramidin
    Rogova, Nina
    [J]. XXII INTERNATIONAL SCIENTIFIC CONFERENCE: CONSTRUCTION THE FORMATION OF LIVING ENVIRONMENT (FORM-2019), 2019, 97
  • [23] Cost and Schedule Monitoring of Industrial Building Projects: Case Study
    De Marco, Alberto
    Briccarello, Diego
    Rafele, Carlo
    [J]. JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT-ASCE, 2009, 135 (09): : 853 - 862
  • [24] Document support of cost management in underground construction projects
    Bovsunovskaya, Maria
    [J]. 15TH INTERNATIONAL SCIENTIFIC CONFERENCE UNDERGROUND URBANISATION AS A PREREQUISITE FOR SUSTAINABLE DEVELOPMENT, 2016, 165 : 960 - 964
  • [25] ACCEPTANCE OF CONTEMPORARY TECHNOLOGIES FOR COST MANAGEMENT OF CONSTRUCTION PROJECTS
    Igwe, Uchenna Sampson
    Mohamed, Sarajul Fikri
    Azwarie, Mohd Bin Mat Dzahir
    Ugulu, Rex Asibuodu
    Ajayi, Olusegun
    [J]. JOURNAL OF INFORMATION TECHNOLOGY IN CONSTRUCTION, 2022, 27 : 864 - 883
  • [26] Cost Management of Large Construction Projects in South Malaysia
    Azis, Ade Asmi Abdul
    Memon, Aftab Hameed
    Rahman, Ismail Abdul
    Latif, Qadir Bux Alias Imran
    Nagapan, Sasitharan
    [J]. IEEE SYMPOSIUM ON BUSINESS, ENGINEERING AND INDUSTRIAL APPLICATIONS (ISBEIA 2012), 2012, : 625 - 629
  • [27] Reviewing of the Simulation Models in Cost Management of the Construction Projects
    Al-Zwainy, Faiq Mohammed Sarhan
    Amer, Reem
    Khaleel, Tareq
    [J]. CIVIL ENGINEERING JOURNAL-TEHRAN, 2016, 2 (11): : 607 - 622
  • [28] EFFECT OF DESIGN MANAGEMENT ON COST PERFORMANCE OF CONSTRUCTION PROJECTS
    Anita
    Doloi, Hemanta
    [J]. IMPLEMENTING INNOVATIVE IDEAS IN STRUCTURAL ENGINEERING AND PROJECT MANAGEMENT, 2015, : 1347 - 1352
  • [29] Adaptability of enterprise resource planning (ERP) systems for cost management of building construction projects in Sri Lanka
    Jayamaha, B. H. V. H.
    Perera, B. A. K. S.
    Gimhani, K. D. M.
    Rodrigo, M. N. N.
    [J]. CONSTRUCTION INNOVATION-ENGLAND, 2024, 24 (05): : 1255 - 1279
  • [30] COST MANAGEMENT IN CONSTRUCTION PROJECTS WITH THE APPROACH OF COST-TIME BALANCING
    Lou, Ashkan Khoda Bandeh
    Parvishi, Alireza
    Javidi, Ebrahim
    [J]. IIOAB JOURNAL, 2016, 7 : 157 - 164