Lead research on reinforcement learning and sequential decision-making under uncertainty.
Couple RL methods with crop digital twins, using them as simulators to identify adaptive farm management strategies that balance yield, greenhouse gas emissions and farmer income.
Extend methods to multi-agent and policy settings to support national and regional decisions, including food trade and climate-related scenarios....
Design, plan and conduct in vitro biological studies to evaluate the efficacy, mechanism of action and biological activity of active ingredients and formulations.
Perform mammalian cell culture, aseptic handling, molecular biology, biochemical, genomic and proteomic assays, including Western blot, real-time PCR, ELISA and other relevant analytical techniques.
Conduct microbiology-related testing, including microbial culture, aseptic handling, antimicrobial efficacy evaluation, microbial enumeration, contamination assessment and interpretation of microbiological data in accordance with established protocols and biosafety requirements....