상세정보
학술대회
Health Management Technology for Estimating the Remaining Useful Life of Household Appliances
- 발행일
- 202111
- 출처
- International Conference on Consumer Electronics (ICCE) 2021 : Asia, pp.1-3
- 초록
- In this paper, we propose a new time series-based domain adaptation technique for health management in home devices. Because it is based on domain adversarial neural network technology, it can learn labeled domain data and utilize it in unlabeled domains. In addition, by modifying the domain adaptation network to process time series data, it supports prediction of remaining useful life of time series data for home devices. We confirmed that the proposed method shows much better prediction performance compared to other network models.
- KSP 제안 키워드
- Home Devices, Household appliances, Network model, Network technology, Time series data, domain adaptation, health management, neural network, prediction performance, process time, remaining useful life