A physics-guided reinforcement learning framework for an autonomous manufacturing system with expensive data. - Md Ferdous Alam; Max Shtein; Kira Barton; David J. Hoelzle (ACC, 2021)

Sample efficient transfer in reinforcement learning for high variable cost environments with an inaccurate source reward model. - Md Ferdous Alam; Max Shtein; Kira Barton; David J. Hoelzle (ACC, 2022)

Reinforcement Learning Enabled Autonomous Manufacturing Using Transfer Learning and Probabilistic Reward Modeling. - Md Ferdous Alam; Max Shtein; Kira Barton; David J. Hoelzle (IEEE Control. Syst. Lett., 2023)