Resource-constrained project scheduling problem with multiple execution modes and fuzzy/crisp activity durations

被引:15
作者
Atli, Omer [1 ]
Kahraman, Cengiz [2 ]
机构
[1] Turkish Air Force Acad Yesilyurt, Aeronaut & Space Technol Inst, Istanbul, Turkey
[2] Istanbul Tech Univ, Dept Ind Engn, TR-80626 Istanbul, Turkey
关键词
Project management and scheduling; resource-constrained; multi-mode; fuzzy set theory; FCPM; Taboo Search; RESTRICTIONS; HEURISTICS; ALGORITHM; NETWORK; SEARCH;
D O I
10.3233/IFS-130878
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we consider the fuzzy and crisp multi mode resource-constrained project scheduling problem (F/C-MMRCPSP) with multiple execution modes for each activity. The objective function is the minimization of the project completion time. Heuristics based on Minslack priority rules are considered as initial solution procedures for this problem. Nevertheless, the NP-hard nature of the problem which is difficult to use to solve realistic sized projects makes necessary the use of heuristic and metaheuristics in practice. A global search metaheuristics taboo search algorithm (TSA) is proposed to solve this NP-hard problem. Two heuristic algorithms are developed to solve an F/C-MM-RCPSP. The first one is a minslack priority scheduling algorithm which includes a combination of an activity and a mode selection rule; the second one is a TSA. The solutions obtained by the former algorithm with the best activity and mode-priority rule combination are used as a baseline to compare those obtained by the latter. Finally, we present the results of our through computational study. A computational experiment is described, performed on a set of instances based on standard test problems from the PSPlib for the MM-RCPSPs. The algorithms are computationally compared, the results are analyzed and discussed and some conclusions are given.
引用
收藏
页码:2001 / 2020
页数:20
相关论文
共 36 条
[1]  
Atli O, 2013, J MULT-VALUED LOG S, V20, P189
[2]  
Bergey PK, 1999, ASSOCIATION FOR INFORMATION SYSTEMS - PROCEEDINGS OF THE FIFTH AMERICAS CONFERENCE ON INFORMATION SYSTEMS (AMCIS 1999), P966
[3]   A new and efficient heuristic for scheduling projects with resource restrictions and multiple execution modes [J].
Boctor, FF .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1996, 90 (02) :349-361
[4]   HEURISTICS FOR SCHEDULING PROJECTS WITH RESOURCE RESTRICTIONS AND SEVERAL RESOURCE-DURATION MODES [J].
BOCTOR, FF .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1993, 31 (11) :2547-2558
[5]   A new efficient simulated annealing algorithm for the resource-constrained project scheduling problem and its multiple mode version [J].
Bouleimen, K ;
Lecocq, H .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2003, 149 (02) :268-281
[6]   Critical path analysis in the network with fuzzy activity times [J].
Chanas, S ;
Zielinski, P .
FUZZY SETS AND SYSTEMS, 2001, 122 (02) :195-204
[7]   THE USE OF FUZZY VARIABLES IN PERT [J].
CHANAS, S ;
KAMBUROWSKI, J .
FUZZY SETS AND SYSTEMS, 1981, 5 (01) :11-19
[8]  
CHANAS S, 1982, APPROXIMATE REASONIN, P351
[9]  
Czyzak P., 1995, PARETO SIMULATED ANN, P003
[10]   NONPREEMPTIVE MULTIMODE RESOURCE-CONSTRAINED PROJECT SCHEDULING [J].
DREXL, A ;
GRUENEWALD, J .
IIE TRANSACTIONS, 1993, 25 (05) :74-81