Research Fellow (Discrete-event Simulation / Explainable Reinforcement Learning / Pharmaceutical Production)- FHK2
As a University of Applied Learning, SIT works closely with industry in our research pursuits. Our research staff will have the opportunity to be equipped with applied research skill sets that are relevant to industry demands while working on research projects in SIT.
This role is funded by a Pharma Innovation Programme Singapore (PIPS) research grant. The primary responsibility of the role is to deliver a novel software solution, which supposedly will run on discrete-event simulation (DES) and deep reinforcement learning (DRL) optimization algorithms, to help pharmaceutical companies enhance the agility of their multi-product manufacturing process in an uncertain environment. To this end, by working closely with subject matter experts from the PIPS member companies (i.e., GSK, MSD, Pfizer, and Syngenta), you will:
- design and execute survey / interviews with subject matter experts to understand the agreed aspects of agility and use them as the basis for this project
- develop the DES model libraries on the AnyLogic platform to simulate different kinds of activities involved in the full pharmaceutical supply chain
- develop the DES plant model optimizer using explainable DRL algorithms with user-defined objective functions
- demonstrate the utility against company-supported use cases
- prepare a user manual to help the companies quickly grasp the knowledge to use or modify the novel utility
Key Responsibilities:
Job Requirements:
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