Decision Tree and AHP Methods Application for Projects Assessment: A Case Study

被引:26
|
作者
Maceika, Augustinas [1 ]
Bugajev, Andrej [2 ]
Sostak, Olga Regina [2 ]
Vilutiene, Tatjana [3 ]
机构
[1] Vilnius Gediminas Tech Univ, Fac Mech, Sauletekio Ave 11, LT-10223 Vilnius, Lithuania
[2] Vilnius Gediminas Tech Univ, Fac Fundamental Sci, Sauletekio Ave 11, LT-10223 Vilnius, Lithuania
[3] Vilnius Gediminas Tech Univ, Fac Civil Engn, Sauletekio Ave 11, LT-10223 Vilnius, Lithuania
关键词
project assessment; sustainability criteria; decision tree; analytic hierarchy process; construction projects; sensitivity analysis; decision robustness; CONSTRUCTION PROJECTS; MULTICRITERIA ANALYSIS; RISK-MANAGEMENT; SUSTAINABILITY; MODEL; PERFORMANCE; SELECTION; SYSTEM; STAKEHOLDERS; INDICATORS;
D O I
10.3390/su13105502
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This research is dedicated to the modelling of decision process occurring during the implementation of construction projects. Recent studies generally do not assess the robustness of the decisions regarding the possible changes during the construction project implementation. However, such an assessment might increase the reliability of the decision-making process. We addressed this gap through a new model that combines the decision-making process modelling with the AHP method and includes the analysis of model stability concerning stakeholders' behaviour. We used the Analytic Hierarchy Process (AHP) and Decision tree methods to model the decision-making process. The proposed model was validated on a case study of multiple construction projects. The assessment was performed from individual investor's and independent expert's perspectives. The criteria for the assessment were selected according to the principles of sustainability. We performed the sensitivity analysis, making it possible to assess the possible changes of the decisions depending on the potential patterns of the decision-makers' behaviour. The results of the study show that, sometimes, small fluctuations in the project factors affect the project selection indicating the possible lack of the robustness of the project decisions.
引用
收藏
页数:33
相关论文
共 50 条
  • [1] CLASSIFICATION OF PROJECTS: A STUDY OF THE APPLICATION OF THE METHOD AHP
    de Cavalho, Kahan Monteiro
    Pessoa, Leonel Cesarino
    REVISTA DE GESTAO E PROJETOS, 2012, 3 (01): : 280 - 298
  • [2] Application of a Fuzzy AHP Method to Risk Assessment of International Construction Projects
    Chen, Peihong
    Wang, Jiaqiong
    ECBI: 2009 INTERNATIONAL CONFERENCE ON ELECTRONIC COMMERCE AND BUSINESS INTELLIGENCE, PROCEEDINGS, 2009, : 459 - +
  • [3] Application of improved AHP and group decision theory in bridge assessment
    Qu, Bing
    Xiao, Rucheng
    Zhong, Jian
    Lin, Jing
    Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 2015, 46 (11): : 4204 - 4210
  • [4] Application of fuzzy decision tree in EOR screening assessment
    Khazali, Nastaran
    Sharifi, Mohammad
    Ahmadi, Mohammad Ali
    JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2019, 177 : 167 - 180
  • [5] Application Of Decision Tree Approach To Student Selection Model-A Case Study
    Harwati
    Sudiya, Amby
    INTERNATIONAL CONFERENCE ON ENGINEERING AND TECHNOLOGY FOR SUSTAINABLE DEVELOPMENT (ICET4SD) 2015, 2016, 105
  • [6] The Application of AHP Model to Guide Decision Makers: A Case Study of E-Banking Security
    Syamsuddin, Irfan
    Hwang, Junseok
    ICCIT: 2009 FOURTH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCES AND CONVERGENCE INFORMATION TECHNOLOGY, VOLS 1 AND 2, 2009, : 1469 - +
  • [7] An assessment of the effectiveness of decision tree methods for land cover classification
    Pal, M
    Mather, PM
    REMOTE SENSING OF ENVIRONMENT, 2003, 86 (04) : 554 - 565
  • [8] Selecting methods for ecosystem service assessment: A decision tree approach
    Harrison, Paula A.
    Dunford, Rob
    Barton, David N.
    Kelemen, Eszter
    Martin-Lopez, Berta
    Norton, Lisa
    Termansen, Mette
    Saarikoski, Heli
    Hendriks, Kees
    Gomez-Baggethun, Erik
    Czucz, Balint
    Garcia-Llorente, Marina
    Howard, David
    Jacobs, Sander
    Karlsen, Martin
    Kopperoinen, Leena
    Madsen, Andes
    Rusch, Graciela
    van Eupen, Michiel
    Verweij, Peter
    Smith, Ron
    Tuomasjukka, Diana
    Zulian, Grazia
    ECOSYSTEM SERVICES, 2018, 29 : 481 - 498
  • [9] Application of Entropy Weight and Fuzzy AHP to Priority Decision-making of Mechanical Product Projects
    Chen Yan
    Chen Hongming
    PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON PRODUCT INNOVATION MANAGEMENT, VOLS I AND II, 2009, : 32 - 37
  • [10] Voltage Security Assessment with Application of PMUs Using Decision Tree
    Nandanwar, Sonali R.
    Warkad, S. B.
    2016 8TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMMUNICATION NETWORKS (CICN), 2016, : 365 - 369