DuoCaiXie / transferNILM

transferNILM

the code for the paper "Nonintrusive Residential Electricity Load Decomposition Based on Transfer Learning"

redd, ukdale, refit dataset should be download to data path. The scripts for data pre-processing are in the data_management folder

model is defined in model_structure.py

steps for experiment:

• 1. prepare dataset for training and testing.
• 2. train or fine-tuning model by running the script file: train_main.py
• 3. test model by running the script file: test_main.py
• 4. using the pre-trained model to another dataset by running the script file: transfer.py

reference:

• https://github.com/MingjunZhong/seq2point-nilm
• Time2Vec https://arxiv.org/abs/1907.05321"