Hyoseop Lee

Convolutional Autoencoder Based Feature Extraction and Clustering for Customer Load Analysis

Seunghyoung Ryu, Hyungeun Choi, Hyoseop Lee et al. · IEEE Transactions on Power Systems · 2019 · 142 citations

Convolutional Neural Network, Engineering, Machine Learning +19

Subtask Gated Networks for Non-Intrusive Load Monitoring

Changho Shin, Sunghwan Joo, Jaeryun Yim et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 134 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +19

The ENERTALK dataset, 15 Hz electricity consumption data from 22 houses in Korea

Changho Shin, Eunjung Lee, Jeongyun Han et al. · Scientific Data · 2019 · 86 citations · Full text

Increase in household energy consumption due to ambient air pollution

Jiyong Eom, Minwoo Hyun, Jaewoong Lee et al. · Nature Energy · 2020 · 68 citations

Energy Consumption, Engineering, Environmental Health +6

Data Requirements for Applying Machine Learning to Energy Disaggregation

Changho Shin, Seungeun Rho, Hyoseop Lee et al. · Energies · 2019 · 62 citations · Full text

Engineering, Machine Learning, Energy Efficiency +17