Data-Driven Control of Distributed Reconfigurable Production-Inventory Systems
Malladi, Satya S. ; Erera, Alan L. ; White III, Chelsea C.
arXiv, Tome 2019 (2019) no. 0, / Harvested from
We analyze the value of mobile production capacity and transshipment in a supply chain with geographically distributed production facilities and epoch-dependent demands. We describe the L location, Y mobile production unit problem as a problem of sequential decision making under uncertainty to determine transshipment, mobile production capacity relocation, and replenishment decisions at each decision epoch. We model a data-driven demand forecasting capability based on the existence of a partially observed stochastic process, the modulation process, that affects demand, is unaffected by the actions of the decision maker, and reflects the influence of exogenous and partially observed forces (e.g., the macro economy) on decision making environments. We model a specially structured partially observed Markov decision process, develop several heuristic policies, and compare them computationally, demonstrating that two decision making approaches, a centralized approach and a decentralized approach, show considerable promise for producing high quality heuristics. We show for an instance set with five locations that production capacity mobility and transshipment can improve systems performance by as much as 41% on average over the no flexibility case and that production capacity mobility can yield as much as 10% more savings compared to transshipment capability when present as the only form of flexibility.
Publié le : 2019-02-23
Classification:  Mathematics - Optimization and Control
@article{1902.08773,
     author = {Malladi, Satya S. and Erera, Alan L. and White III, Chelsea C.},
     title = {Data-Driven Control of Distributed Reconfigurable Production-Inventory
  Systems},
     journal = {arXiv},
     volume = {2019},
     number = {0},
     year = {2019},
     language = {en},
     url = {http://dml.mathdoc.fr/item/1902.08773}
}
Malladi, Satya S.; Erera, Alan L.; White III, Chelsea C. Data-Driven Control of Distributed Reconfigurable Production-Inventory
  Systems. arXiv, Tome 2019 (2019) no. 0, . http://gdmltest.u-ga.fr/item/1902.08773/