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Document type:
Masterarbeit
Author(s):
Zhang, C.
Title:
Reinforcement learning approach for biopharmaceutical production scheduling
Abstract:
In this thesis, we address the biopharmaceutical production scheduling problem in which protein products should be produced to maximize the profit, considering the frozen production period and weekend break, facing the uncertainties of non-linear product concentration and decay of resin’s purification capacity. We suggest modeling the corresponding production scheduling problem using an infinite-horizon Markov Decision Process which allows for a near-optimal solution in the case study using an e...    »
Advisor:
Schömig, M.
Referee:
Grunow, M.
Year:
2022
University:
Technical University of Munich
Faculty:
TUM School of Management
TUM Institution:
Chair of Production and Supply Chain Management
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