Avoiding fusion plasma tearing instability with deep reinforcement learning J Seo, SK Kim, A Jalalvand, R Conlin, A Rothstein, J Abbate, K Erickson, ... Nature 626 (8000), 746-751, 2024 | 5 | 2024 |
Multimodal prediction of tearing instabilities in a tokamak J Seo, R Conlin, A Rothstein, SK Kim, J Abbate, A Jalalvand, E Kolemen 2023 International Joint Conference on Neural Networks (IJCNN), 1-8, 2023 | 5 | 2023 |
Alfvén eigenmode detection using Long-Short Term Memory Networks and CO2 Interferometer data on the DIII-D National Fusion Facility AV Garcia, A Jalalvand, P Steiner, A Rothstein, M Van Zeeland, ... 2023 International Joint Conference on Neural Networks (IJCNN), 1-8, 2023 | 3 | 2023 |
Comparison of machine learning systems trained to detect Alfvén eigenmodes using the CO2 interferometer on DIII-D AV Garcia, A Jalalvand, P Steiner, A Rothstein, M Van Zeeland, ... Nuclear Fusion 63 (12), 126039, 2023 | 2 | 2023 |
Avoiding tokamak tearing instability with artificial intelligence E Kolemen, J Seo, R Conlin, A Rothstein, SK Kim, J Abbate, K Erickson, ... | 2 | 2023 |
Towards LLMs as Operational Copilots for Fusion Reactors V Mehta, J Abbate, A Wang, A Rothstein, I Char, J Schneider, E Kolemen, ... NeurIPS 2023 AI for Science Workshop, 2023 | 1 | 2023 |
Identification of Alfvén eigenmodes using recurrent neural networks, a labelled database and CO2 interferometer data on DIII-D A Garcia, A Jalalvand, P Steiner, A Rothstein, M Van Zeeland, ... APS Division of Plasma Physics Meeting Abstracts 2023, NP11. 023, 2023 | | 2023 |
Tearing mode avoidance using reinforcement learning and classical delta prime stability analysis on DIII-D A Rothstein, J Seo, R Shousha, A Jalalvand, S Kim, R Conlin, E Kolemen, ... APS Division of Plasma Physics Meeting Abstracts 2023, UP11. 102, 2023 | | 2023 |
Implementing Data-Driven Models for Real-Time Detection and Control of Alfvén Eigenmodes at DIII-D A Jalalvand, A Rothstein, S Kim, K Erickson, A Garcia, M Austin, ... APS Division of Plasma Physics Meeting Abstracts 2023, JO08. 015, 2023 | | 2023 |
Multi-Diagnostic Classification of Alfvén Eigenmodes using Multimodal Machine Learning A Rothstein, A Jalalvand, A Garcia, M Austin, W Heidbrink, E Kolemen APS Division of Plasma Physics Meeting Abstracts 2022, PP11. 059, 2022 | | 2022 |
New Neural Networks for Plasma Profile Prediction A Rothstein, E Kolemen APS Division of Plasma Physics Meeting Abstracts 2021, PP11. 145, 2021 | | 2021 |