| 发明名称 |
APPARATUS AND METHOD FOR CLASSIFYING HOME APPLIANCES BASED ON POWER CONSUMPTION USING DEEP LEARNING |
| 摘要 |
Provided are an apparatus and method for classifying home appliances based on power consumption using deep learning, which can efficiently classify home appliances in use by applying deep learning and analyzing power data collected from a house. The apparatus includes a home appliance classification model creation module configured to encode power consumption data collected from a house to learn a home appliance classification model and create an RNN-based home appliance classification model and a home appliance classification module configured to collect and encode data on power consumption currently in use and classify home appliances using the home appliance classification model created by the home appliance classification model creation module. |
| 申请公布号 |
US2017116511(A1) |
申请公布日期 |
2017.04.27 |
| 申请号 |
US201615336086 |
申请日期 |
2016.10.27 |
| 申请人 |
Pusan National University Industry-University Cooperation Foundation |
发明人 |
KIM Howon;KIM Jihyun |
| 分类号 |
G06N3/04;G06N3/08;H04L12/28 |
主分类号 |
G06N3/04 |
| 代理机构 |
|
代理人 |
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| 主权项 |
1. An apparatus for classifying home appliances based on power consumption using deep learning, the apparatus comprising:
a home appliance classification model creation module configured to encode power consumption data collected from a customer's house to learn a home appliance classification model and create a recurrent neural network (RNN)-based home appliance classification model; and a home appliance classification module configured to collect and encode data on power consumption currently in use, classify home appliances using the home appliance classification model created by the home appliance classification model creation module, and output a result of the classification. |
| 地址 |
Busan KR |
