DocumentCode :
3183938
Title :
A multi-attribute GA for piecewise linear Time-Cost Trade-off Scheduling optimization
Author :
Abadi, Sedigheh Nader ; Aghassi, Hadi ; Roghanian, Emad
Author_Institution :
Coll. of Eng., Islamic Azad Univ. of Arak, Arak, Iran
fYear :
2011
fDate :
11-14 Dec. 2011
Firstpage :
1187
Lastpage :
1192
Abstract :
In this paper, we present a genetic algorithm (GA) for Project Time-Cost Trade-off Scheduling (TCTS) Problem. A piecewise linear function estimates convex non-linear time-cost relation. In the proposed GA, each activity has several operational modes and each mode identifies a possible executive time and cost of the activity. The gene value is encoded as the mode index which is selected from among modes of the activity randomly. For indicating construction mode of the activity, integer encoding is applied instead of binary encoding. Additionally, the selection of genes for mutation is based on chromosome value, as solution convergence rate is high. The crossover operator of GA is based on a two-point method. This paper also offers a multi-attribute fitness function for the problem. This function can vary by decision maker (DM) preferences (time or cost). The algorithm is described and evaluated systematically. We also used a case-study to illustrate the proposed GA that is evaluated by comparing to similar algorithms. The computational outcomes validate the effectiveness of the suggested approach.
Keywords :
decision making; genetic algorithms; scheduling; binary encoding; chromosome value; convex nonlinear time-cost relation estimation; crossover operator; decision maker preference; gene selection; gene value; genetic algorithm; integer encoding; mode index; multiattribute GA; multiattribute fitness function; piecewise linear project time-cost trade-off scheduling optimization; two-point method; Biological cells; Communications technology; Convergence; Delta modulation; Educational institutions; Genetic algorithms; Optimization; genetic algorithm; multi-attribute fitness function; piecewise linear time-cost trade-off; project scheduling management;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information and Communication Technologies (WICT), 2011 World Congress on
Conference_Location :
Mumbai
Print_ISBN :
978-1-4673-0127-5
Type :
conf
DOI :
10.1109/WICT.2011.6141417
Filename :
6141417
Link To Document :
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