We develop a discrete-time approximation technique dealing with the time-cost trade-off problem in PERT networks. It is assumed that the activity durations are independent random variables with generalized Erlang distributions, in which the mean duration of each activity is a non-increasing function of the amount of resource allocated to it. It is also assumed that the amount of resource allocated to each activity is controllable. Then, we construct an optimal control problem with three conflicting objective functions. Solving this optimal control problem, optimally, is impossible. Therefore, a discrete-time approximation technique is applied to solve the original multi-objective optimal control problem, using goal attainment method. To show the advantages of the proposed technique, we also develop a Simulated Annealing (SA) algorithm to solve the problem, and compare the discrete-time approximation results against the SA and also the genetic algorithm results.
Mots-clés : project management, multiple objective programming, optimal control, markov processes, simulated annealing
@article{RO_2007__41_1_61_0, author = {Azaron, Amir and Sakawa, Masatoshi and Tavakkoli-Moghaddam, Reza and Safaei, Nima}, title = {A discrete-time approximation technique for the time-cost trade-off in {PERT} networks}, journal = {RAIRO - Operations Research - Recherche Op\'erationnelle}, pages = {61--81}, publisher = {EDP-Sciences}, volume = {41}, number = {1}, year = {2007}, doi = {10.1051/ro:2007005}, mrnumber = {2310540}, language = {en}, url = {http://www.numdam.org/articles/10.1051/ro:2007005/} }
TY - JOUR AU - Azaron, Amir AU - Sakawa, Masatoshi AU - Tavakkoli-Moghaddam, Reza AU - Safaei, Nima TI - A discrete-time approximation technique for the time-cost trade-off in PERT networks JO - RAIRO - Operations Research - Recherche Opérationnelle PY - 2007 SP - 61 EP - 81 VL - 41 IS - 1 PB - EDP-Sciences UR - http://www.numdam.org/articles/10.1051/ro:2007005/ DO - 10.1051/ro:2007005 LA - en ID - RO_2007__41_1_61_0 ER -
%0 Journal Article %A Azaron, Amir %A Sakawa, Masatoshi %A Tavakkoli-Moghaddam, Reza %A Safaei, Nima %T A discrete-time approximation technique for the time-cost trade-off in PERT networks %J RAIRO - Operations Research - Recherche Opérationnelle %D 2007 %P 61-81 %V 41 %N 1 %I EDP-Sciences %U http://www.numdam.org/articles/10.1051/ro:2007005/ %R 10.1051/ro:2007005 %G en %F RO_2007__41_1_61_0
Azaron, Amir; Sakawa, Masatoshi; Tavakkoli-Moghaddam, Reza; Safaei, Nima. A discrete-time approximation technique for the time-cost trade-off in PERT networks. RAIRO - Operations Research - Recherche Opérationnelle, Tome 41 (2007) no. 1, pp. 61-81. doi : 10.1051/ro:2007005. http://www.numdam.org/articles/10.1051/ro:2007005/
[1] A Genetic Algorithm Approach for the Time-Cost Trade-Off in PERT Networks. Appl. Math. Comput. 168 (2005) 1317-1339. | Zbl
, and ,[2] A Multi-objective Resource Allocation Problem in PERT Networks. Eur. J. Oper. Res. 172 (2006) 838-854. | Zbl
, , , and ,[3] Resource Allocation in a PERT Network Under Continuous Activity Time-cost Function. Management Sci. 10 (1964) 734-745.
,[4] Conditional Monte Carlo: A Simulation Technique for Stochastic Network Analysis. Management Sci. 18 (1977) 207-217. | Zbl
and ,[5] Critical Path Analysis via Chance Constrained and Stochastic Programming. Oper. Res. 12 (1964) 460-470. | Zbl
, and ,[6] A Time-Cost Trade-Off Model with Resource Consideration Using Genetic Algorithm. Civil Engineering Systems 14 (1997) 291-311.
, and ,[7] A Modification of Fulkerson's Algorithm for Expected Duration of a PERT Project when Activities Have Continuous d. f. Oper. Res. 12 (1964) 629-632. | Zbl
,[8] Optimal Procedures for the Discrete Time-Cost Trade-Off Problem in Project Networks. Research Report, Department of Applied Economics, Katholieke Universiteit Leuven, Leuven, Belgium (1993).
, and ,[9] On the Expected Duration of PERT Type Networks. Management Sci. 13 (1967) 299-306. | Zbl
,[10] Resource Allocation via Dynamic Programming in Activity Networks. Eur. J. Oper. Res. 64 (1993) 199-245. | Zbl
,[11] Critical Path Problem with Concave Cost Curves. Management Sci. 19 (1972) 446-455. | Zbl
and ,[12] A New Analytical Algorithm and Generation of Gaussian Quadrature Formula for Stochastic Network. Eur. J. Oper. Res. 114 (1999) 610-625. | Zbl
and ,[13] A New Structural Mechanism for Reducibility of Stochastic PERT Networks. Eur. J. Oper. Res. 145 (2003) 394-402. | Zbl
and ,[14] Using Genetic Algorithms to Solve Construction Time-Cost Trade-Off Problems. J. Construction Engineering and Management, ASCE 11 (1997) 184-189.
, , and ,[15] Estimating Critical Path and Arc Probabilities in Stochastic Activity Networks. Naval Res. Logistic Quarterly 32 (1985) 249-261. | Zbl
,[16] A Network Flow Computation for Project Cost Curves. Management Sci. 7 (1961) 167-178. | Zbl
,[17] Expected Critical Path Lengths in PERT Networks. Oper. Res. 10 (1962) 808-817. | Zbl
,[18] More on Conditioned Sampling in the Simulation of Stochastic Networks. Management Sci. 19 (1972) 90-95. | Zbl
,[19] A Heuristic for Network Project Scheduling with Random Activity Durations Depending on the Resource Reallocation. Inter. J. Production Economics 55 (1998) 149-162.
and ,[20] Combinatorial Optimization Using a Continuous State Boltzmann Machine. Proceedings of IEEE First Int. Conf. Neural Networks, Vol. III, San Diego, CA (1987) 721-728.
,[21] Critical Path Planning and Scheduling: Mathematical Basis. Oper. Res. 9 (1961) 296-320. | Zbl
,[22] Optimization by Simulated Annealing. Science 220 (1983) 671-680.
, and ,[23] A Survey of Simulated Annealing Applications to Operations Research Problems. Omega 22 (1994) 41-56.
, and ,[24] Markov and Markov-Regenerative PERT Networks. Oper. Res. 34 (1986) 769-781. | Zbl
and ,[25] Optimum Time Compression in Project Scheduling. Management Sci. 16 (1970) 597-606. | Zbl
and ,[26] Activity Time-Cost Tradeoffs under Time and Cost Chance Constraints. Comput. Industrial Engineering 44 (2003) 365-384.
,[27] Distribution of the Time Through a Directed Acyclic Network. Oper. Res. 13 (1965) 46-66. | Zbl
,[28] Matrix-geometric Solutions in Stochastic Models. Johns Hopkins University Press, Baltimore, MD (1981). | MR | Zbl
,[29] Estimating the Mean and Variance of Subjective Distributions in PERT and Decision Analysis. Management Sci. 21 (1975) 1477-1480.
, ,[30] Project Duration in Stochastic Networks by the PERT-Path Technique. Inter. J. Project Management 18 (2000) 215-222.
,[31] Expected Completion Time in PERT Networks. Oper. Res. 24, (1976) 177-182. | Zbl
,[32] A Dynamic Programming Solution to Cost-Time Trade-Off for CPM. Management Sci. 22 (1965) 158-166. | Zbl
,[33] Optimal Control Theory. Martinus Nijhoff Publishing, Boston (1981). | MR | Zbl
, and ,[34] The Use of Cutsets in Monte-Carlo Analysis of Stochastic Networks. Mathematical Simulation 21 (1979) 376-384. | Zbl
, and ,[35] The Exact Overall Time Distribution of a Project with Uncertain Task Durations. Eur. J. Oper. Res. 126 (2000) 614-636. | Zbl
, and ,[36] Optimal Resource Profiles for Program Scheduling. Eur. J. Oper. Res. 29 (1987) 83-90. | Zbl
,[37] Project Scheduling with Continuously Divisible Doubly Constrained Resources. Management Sci. 27 (1981) 1040-1053. | Zbl
,Cité par Sources :