项目作者： winonecheng
项目描述 ：
Home appliance controller learn from resident negative feedback
高级语言： Jupyter Notebook
项目地址: git://github.com/winonecheng/Optimization-of-Electricity-Demand-Reduction-with-Comfort-Conscious-Learning.git
Optimization-of-Electricity-Demand-Reduction-with-Comfort-Conscious-Learning
Oral defense slides
Dataset
Smart Data Set for Sustainability - [UMass Smart Dataset - 2017 release](http://traces.cs.umass.edu/index.php/Smart/Smart)
Datetime encoding
Encoding cyclical continuous features - 24-hour time
Learning Algorithm
Reward Evaluation
Script
- training.ipynb: take action from PPO and define environment with applianace and resident feedback
- metrics.ipynb: calculate four evaluation metrics (power, reward, comfort, dr_rate)
