Fuzzy multi-objective optimization of finance-based scheduling for construction projects with uncertainties in cost

被引:32
作者
Afshar, Abbas [1 ]
Fathi, Habib
机构
[1] Iran Univ Sci & Technol, Dept Civil Engn, Tehran, Iran
关键词
multi-objective optimization; fuzzy sets; scheduling; financial management; evolutionary algorithm; GENETIC ALGORITHMS; SETS THEORY; CASH-FLOW; MODEL;
D O I
10.1080/03052150902943004
中图分类号
T [工业技术];
学科分类号
120111 [工业工程];
摘要
This article employs a new approach to investigate multi-objective finance-based scheduling for construction projects under uncertainty. It takes into consideration the line of credit to provide cash for implementation of a construction project. Using a finance-based scheduling concept and NSGA-II, the article presents a multi-objective model to search the non-dominated solutions considering total duration, required credit, and financing cost as three objectives. Fuzzy-sets theory is used to account for uncertainties in direct cost of each activity for determining the required credit and financing cost. The model fully embeds fuzzy presentation of the uncertainties in direct cost into the model structure. The alpha-cut approach is used to account for the accepted risk level of the project manager, for which a separate Pareto front with set of non-dominated solutions has been developed. Fuzzy numbers ranking is performed by the Hamming distance method. An example project is presented to validate the model and emphasize its merits.
引用
收藏
页码:1063 / 1080
页数:18
相关论文
共 26 条
[1]
Ahuja H.N., 1976, Construction Performance Control by Networks
[2]
[Anonymous], 1992, Appl
[3]
Chiu H., 2002, Construction Management and Economics, V20, P55
[4]
A model for construction project budget and schedule performances using fuzzy data [J].
Chua, DKH ;
Kog, YC ;
Loh, PK .
CIVIL ENGINEERING AND ENVIRONMENTAL SYSTEMS, 2001, 18 (04) :303-329
[5]
A fast and elitist multiobjective genetic algorithm: NSGA-II [J].
Deb, K ;
Pratap, A ;
Agarwal, S ;
Meyarivan, T .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (02) :182-197
[6]
Deb K, 2011, Multi-objective Evolutionary Optimisation for Product Design and Manufacturing
[7]
Finance-based scheduling of construction projects using integer programming [J].
Elazouni, AM ;
Gab-Allah, AA .
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT-ASCE, 2004, 130 (01) :15-24
[8]
Finance-based scheduling: Tool to maximize project profit using improved genetic algorithms [J].
Elazouni, AM ;
Metwally, FG .
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2005, 131 (04) :400-412
[9]
Expanding finance-based scheduling to devise overall-optimized project schedules [J].
Elazouni, Ashraf M. ;
Metwally, Fikry G. .
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT-ASCE, 2007, 133 (01) :86-90
[10]
Time-cost optimization: using GA and fuzzy sets theory for uncertainties in cost [J].
Eshtehardian, Ehsan ;
Afshar, Abbas ;
Abbasnia, Reza .
CONSTRUCTION MANAGEMENT AND ECONOMICS, 2008, 26 (07) :679-691