On the Solution Uniqueness of Data-Driven Modeling of Flexible Loads

التفاصيل البيبلوغرافية
العنوان: On the Solution Uniqueness of Data-Driven Modeling of Flexible Loads
المؤلفون: Lu, Shuai, Ding, Jiayi, Gu, Wei, Zhu, Junpeng, Xu, Yijun, Dong, Zhaoyang, Sun, Zezheng
سنة النشر: 2024
المجموعة: Computer Science
مصطلحات موضوعية: Electrical Engineering and Systems Science - Systems and Control
الوصف: This letter first explores the solution uniqueness of the data-driven modeling of price-responsive flexible loads (PFL). The PFL on the demand side is critical in modern power systems. An accurate PFL model is fundamental for system operations. Yet, whether the PFL model can be uniquely and correctly identified from operational data remains unclear. To address this, we analyze the structural and practical identifiability of the PFL model, deriving the condition for the solution unique-ness. Besides, we point out the practical implications of the results. Numerical tests validate this work.
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2403.15029
رقم الأكسشن: edsarx.2403.15029
قاعدة البيانات: arXiv