TY - JOUR
T1 - Monotonic robust optimal control policies for the time-quality trade-offs in concurrent new product development (NPD)
AU - Dragut, A.B.
PY - 2006
Y1 - 2006
N2 - Recent research suggests that new product specifications evolve during its realization. In this paper, we introduce a nonstationary Markovian model that supports the dynamic achievement of the new product definition without precedence constraints, taking into account both market and technological uncertainty. We use lattice programming techniques to prove the existence of a nondecreasing monotonic optimal policy. Thus, we enable a more efficient computation of optimal policies of the Markov decision process. We also prove that the monotonic optimal paths are robust to the variation of key-parameters as the solving rate of the design activities and the safety margin for achieving the new product at the deadline.
Author Keywords: Nonstationary Markov decision process; Monotonic optimal policy; Robust optimal paths; Stochastic model; New product development
AB - Recent research suggests that new product specifications evolve during its realization. In this paper, we introduce a nonstationary Markovian model that supports the dynamic achievement of the new product definition without precedence constraints, taking into account both market and technological uncertainty. We use lattice programming techniques to prove the existence of a nondecreasing monotonic optimal policy. Thus, we enable a more efficient computation of optimal policies of the Markov decision process. We also prove that the monotonic optimal paths are robust to the variation of key-parameters as the solving rate of the design activities and the safety margin for achieving the new product at the deadline.
Author Keywords: Nonstationary Markov decision process; Monotonic optimal policy; Robust optimal paths; Stochastic model; New product development
U2 - 10.1016/j.camwa.2005.11.008
DO - 10.1016/j.camwa.2005.11.008
M3 - Article
SN - 0898-1221
VL - 51
SP - 229
EP - 238
JO - Computers and Mathematics with Applications
JF - Computers and Mathematics with Applications
IS - 2
ER -