DIII-D 電漿放電的磁場量測。明亮的軌跡呈現訊號如何隨時間與頻率變化。
Scientific measurement
我正在解決的問題。
擷取訊號、實現回授控制、理解模型的學習能力。將科學問題連結到實用工具的三種方式。
Real-time experimental control
Turn a camera measurement into a control decision.
Image-based feedback for divertor detachment at DIII-D: connecting what the camera sees to how an experiment responds.
Lead author · real-time emission-front control experiments
數據的模糊性+模型的差距
Learning & uncertainty
How much better could a model still get?
A controlled setting for studying learning: separate ambiguity in the data from the error a model could still reduce.
Co-author · learning dynamics & uncertainty research
研究隨筆。
記錄沿途的想法、實驗與學習，分享專案背後持續探索的問題。
你想解決什麼問題？
如果你的工作涉及複雜數據、物理系統，或想深入理解的構想，我很樂意聽聽。