Title :
Stage-lookahead dynamic programming algorithms for stochastic problems with time-lagged control dynamics
Author :
Mizutani, Eiji ; Dreyfus, Stuart
Author_Institution :
Dept. of Ind. Manage., Nat. Taiwan Univ. of Sci. & Technol., Taipei, Taiwan
Abstract :
We investigate three stochastic problems (linear dynamics quadratic criterion, minimum-cost path, equipment replacement) with time-delayed control dynamics. We show how the concept of ¿stage lookahead¿ helps to reduce the number of arguments in the optimal value function of dynamic programming in order to alleviate the so-called curse of dimensionality.
Keywords :
delays; dynamic programming; stochastic systems; equipment replacement; linear dynamics quadratic criterion; minimum-cost path; optimal value function; stage-lookahead dynamic programming algorithms; stochastic problems; time-delayed control dynamics; time-lagged control dynamics; Dynamic programming; Electronic mail; Engineering management; Heuristic algorithms; Industrial control; Industrial engineering; Operations research; Random variables; Stochastic processes; Technology management; Stage-lookahead method; time-lagged control;
Conference_Titel :
Industrial Engineering and Engineering Management, 2009. IEEM 2009. IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-4869-2
Electronic_ISBN :
978-1-4244-4870-8
DOI :
10.1109/IEEM.2009.5373354