publications
2024
- coming soonReinforcement learning for autonomous manufacturing systemsarXiv preprint arXiv:xxxx.xxxxx, 2024
- IDETCDesignQA: A Multimodal Benchmark for Evaluating Large Language Models’ Understanding of Engineering DocumentationIDETC 2024, 2024
2023
- JMSEAn additive manufacturing testbed to evaluate machine learning based autonomous manufacturingJournal of Manufacturing Science and Engineering, Mar 2023
- arXivFrom Concept to Manufacturing: Evaluating Vision-Language Models for Engineering DesignarXiv preprint arXiv:2311.12668, Mar 2023
- arXivAn advantage based policy transfer algorithm for reinforcement learning with metrics of transferabilityarXiv preprint arXiv:2311.06731, Mar 2023
2022
- CDC/L-CSSReinforcement learning enabled autonomous manufacturing using transfer learning and probabilistic reward modelingIEEE Control Systems Letters, Mar 2022
- ACCSample efficient transfer in reinforcement learning for high variable cost environments with an inaccurate source reward modelAmerican Control Conference (ACC), Mar 2022
2021
- ACCA physics-guided reinforcement learning framework for an autonomous manufacturing system with expensive dataAmerican Control Conference (ACC), Mar 2021
2020
- MSECAutonomous manufacturing using machine learning: A computational case study with a limited manufacturing budgetInternational Manufacturing Science and Engineering Conference (MSEC), Mar 2020