Open Access

ARTICLE

Multi-Lever Early Warning for Wind and Photovoltaic Power Ramp Events Based on Neural Network and Fuzzy Logic

Huan Ma¹, Linlin Ma², Zengwei Wang^3,*, Zhendong Li³, Yuanzhen Zhu¹, Yutian Liu³

1 Power Grid Technology Center, State Grid Shandong Electric Power Research Institute, Jinan, 250003, China
2 Shandong Electric Power Dispatching and Control Center, State Grid Shandong Electric Power Company, Jinan, 250012, China
3 Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education, Shandong University, Jinan, 250061, China

* Corresponding Author: Zengwei Wang. Email: