XingZ2624's starred repositories
PowerGridRLAgent
Implementations of DQN, DQN with PER, DDQN with PER, and DDDQN with PER agents to maximise reward in a 14 node power grid station
pvlib-python
A set of documented functions for simulating the performance of photovoltaic energy systems.
datashader_powergrid
Demo app exploring the US power grid & renewable plants - Built with Dash, Dask, Datashader & Coiled
RL_smart_grid
We implemented a general, extensible Environment of a Smart Grid with the ability to simulate interactions between multiple Sources and Loads. Using the Environment, we implemented RL Battery Agents - specifically, using Q-learning and SARSA. We also analysed on a use case of the smart grid: Implementation of a smart Battery Agent to power usage optimizations in a Dynamic Pricing scenario
GridAttackAnalyzer
GridAttackAnalyzer: Smart Grid Attack Analysis Framework
DemandManagement
A diploma thesis investigating the options of controlling power demand of households to reduce peaks in total power consumption in smart grids.
Solar-Power-Forecasting
⚡ Power forecasting of 💚 renewable energy power plants is a very active research field, as reliable information about the 🔮 future power generation allow for a safe operation of the power grid and helps to ⤵ minimize the operational costs of these energy sources.
IMU_GPS_KF_Fusion
使用卡尔曼融合GPS数据和加速度数据,一方面提升定位输出速率,一方面可以再GPS信号不好时通过IMU惯导辅助纠正路线,加速度数据已经转为惯导坐标系下,并做了滤波矫正处理