Wind and solar power generation dataset

This dataset contains time-series data for analyzing and predicting wind and solar power generation. The data comes from wind farms and photovoltaic power plants in a certain location,

Regression analysis and prediction of monthly wind and solar power

Monthly electricity generation data in Fig. 2, Fig. 3 reveal noticeable fluctuations in wind and solar power generation in China, indicating significant seasonal fluctuations.

Inherent spatiotemporal uncertainty of renewable power in China

Here we develop a rule-of-thumb statistical learning model for wind and solar power prediction and generate a year-long dataset of hourly prediction errors of 30 provinces in China.

Mitigating Climate Risk to China''s Renewable Energy Generation by

Here, we develop three random‐forest (RF) response models that accurately capture the nonlinear relationship between renewable energy generation (hydro, solar, and wind power) and climate

Solar and wind power data from the Chinese State Grid

In this paper, an open dataset consisting of data collected from on-site renewable energy stations, including six wind farms and eight solar stations in China, is provided. Over two years...

Research on Solar Power Generation Prediction Model Based on

This paper proposes a solar power generation prediction model based on enhanced feature engineering and stacked ensemble learning. In terms of feature engineering, we comprehensively extract Fourier

Explainable AI and optimized solar power generation

This paper proposes a model called X-LSTM-EO, which integrates explainable artificial intelligence (XAI), long short-term memory (LSTM), and

Mitigating Climate Risk to China''s Renewable Energy

Our study reveals substantial variations in machine learning-driven predictions of hydro, solar, and wind power generation across diverse climate

Optimizing wind/solar combinations at finer scales to mitigate

At the optimal wind/solar ratio, the most stable hybrid wind-solar energy was concentrated in eastern Inner Mongolia, northeastern China, and northern China.

‪Renbao Liu‬

Renbao Liu The Chinese University of Hong Kong Verified email at cuhk .hk - Homepage physics