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Time-cost trade-off via optimal control theory in Markov PERT networks

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  • Amir Azaron
  • Hideki Katagiri
  • Masatoshi Sakawa

Abstract

We develop a new analytical model for the time-cost trade-off problem via optimal control theory in Markov 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. Then, we construct a multi-objective optimal control problem, in which the first objective is the minimization of the total direct costs of the project, in which the direct cost of each activity is a non-decreasing function of the resources allocated to it, the second objective is the minimization of the mean of project completion time and the third objective is the minimization of the variance of project completion time. Finally, two multi-objective decision techniques, viz, goal attainment and goal programming are applied to solve this multi-objective optimal control problem and obtain the optimal resources allocated to the activities or the control vector of the problem Copyright Springer Science+Business Media, LLC 2007

Suggested Citation

  • Amir Azaron & Hideki Katagiri & Masatoshi Sakawa, 2007. "Time-cost trade-off via optimal control theory in Markov PERT networks," Annals of Operations Research, Springer, vol. 150(1), pages 47-64, March.
  • Handle: RePEc:spr:annopr:v:150:y:2007:i:1:p:47-64:10.1007/s10479-006-0149-x
    DOI: 10.1007/s10479-006-0149-x
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    1. Jan Weogon glarz, 1981. "Project Scheduling with Continuously-Divisible, Doubly Constrained Resources," Management Science, INFORMS, vol. 27(9), pages 1040-1053, September.
    2. Kent H. Tseng & Man-Tung T. Hsiao, 1995. "Optimal Control of Arrivals to Token Ring Networks with Exhaustive Service Discipline," Operations Research, INFORMS, vol. 43(1), pages 89-101, February.
    3. Golenko-Ginzburg, Dimitri & Gonik, Aharon, 1998. "A heuristic for network project scheduling with random activity durations depending on the resource allocation," International Journal of Production Economics, Elsevier, vol. 55(2), pages 149-162, July.
    4. A. Charnes & W. W. Cooper & G. L. Thompson, 1964. "Critical Path Analyses Via Chance Constrained and Stochastic Programming," Operations Research, INFORMS, vol. 12(3), pages 460-470, June.
    5. Fatemi Ghomi, S. M. T. & Rabbani, M., 2003. "A new structural mechanism for reducibility of stochastic PERT networks," European Journal of Operational Research, Elsevier, vol. 145(2), pages 394-402, March.
    6. Pierre Robillard & Michel Trahan, 1976. "Technical Note—Expected Completion Time in Pert Networks," Operations Research, INFORMS, vol. 24(1), pages 177-182, February.
    7. E. B. Berman, 1964. "Resource Allocation in a PERT Network Under Continuous Activity Time-Cost Functions," Management Science, INFORMS, vol. 10(4), pages 734-745, July.
    8. Tavares, L. Valadares, 1987. "Optimal resource profiles for program scheduling," European Journal of Operational Research, Elsevier, vol. 29(1), pages 83-90, April.
    9. Shioyama, Tadayoshi, 1991. "Optimal control of a queuing network system with two types of customers," European Journal of Operational Research, Elsevier, vol. 52(3), pages 367-372, June.
    10. George S. Fishman, 1985. "Estimating critical path and arc probabilities in stochastic activity networks," Naval Research Logistics Quarterly, John Wiley & Sons, vol. 32(2), pages 249-261, May.
    11. C. Perry & I. D. Greig, 1975. "Estimating the Mean and Variance of Subjective Distributions in PERT and Decision Analysis," Management Science, INFORMS, vol. 21(12), pages 1477-1480, August.
    12. J. J. Martin, 1965. "Distribution of the Time Through a Directed, Acyclic Network," Operations Research, INFORMS, vol. 13(1), pages 46-66, February.
    13. Mark B. Garman, 1972. "More on Conditioned Sampling in the Simulation of Stochastic Networks," Management Science, INFORMS, vol. 19(1), pages 90-95, September.
    14. Schmidt, Craig W. & Grossmann, Ignacio E., 2000. "The exact overall time distribution of a project with uncertain task durations," European Journal of Operational Research, Elsevier, vol. 126(3), pages 614-636, November.
    15. Elmaghraby, Salah E., 1993. "Resource allocation via dynamic programming in activity networks," European Journal of Operational Research, Elsevier, vol. 64(2), pages 199-215, January.
    16. Fatemi Ghomi, S. M. T. & Hashemin, S. S., 1999. "A new analytical algorithm and generation of Gaussian quadrature formula for stochastic network," European Journal of Operational Research, Elsevier, vol. 114(3), pages 610-625, May.
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    Cited by:

    1. Pedro Godinho & João Paulo Costa, 2020. "A stochastic model and algorithms for determining efficient time–cost tradeoffs for a project activity," Operational Research, Springer, vol. 20(1), pages 319-348, March.
    2. Yaghoubi, Saeed & Noori, Siamak & Azaron, Amir & Fynes, Brian, 2015. "Resource allocation in multi-class dynamic PERT networks with finite capacity," European Journal of Operational Research, Elsevier, vol. 247(3), pages 879-894.
    3. Azaron, A. & Brown, K.N. & Tarim, S.A. & Modarres, M., 2008. "A multi-objective stochastic programming approach for supply chain design considering risk," International Journal of Production Economics, Elsevier, vol. 116(1), pages 129-138, November.
    4. Klaus Werner Schmidt & Öncü Hazır, 2019. "Formulation and solution of an optimal control problem for industrial project control," Annals of Operations Research, Springer, vol. 280(1), pages 337-350, September.
    5. Nelson, Richard Graham & Azaron, Amir & Aref, Samin, 2016. "The use of a GERT based method to model concurrent product development processes," European Journal of Operational Research, Elsevier, vol. 250(2), pages 566-578.
    6. Yaghoubi, Saeed & Noori, Siamak & Azaron, Amir & Tavakkoli-Moghaddam, Reza, 2011. "Resource allocation in dynamic PERT networks with finite capacity," European Journal of Operational Research, Elsevier, vol. 215(3), pages 670-678, December.
    7. Marc J. Schniederjans & Dara Schniederjans & Qing Cao, 2017. "Value analysis planning with goal programming," Annals of Operations Research, Springer, vol. 251(1), pages 367-382, April.
    8. A. Hernández-Bastida & M. P. Fernández-Sánchez, 2019. "How adding new information modifies the estimation of the mean and the variance in PERT: a maximum entropy distribution approach," Annals of Operations Research, Springer, vol. 274(1), pages 291-308, March.
    9. Catalina García & José Pérez & Salvador Rambaud, 2010. "Proposal of a new distribution in PERT methodology," Annals of Operations Research, Springer, vol. 181(1), pages 515-538, December.

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