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Conference Paper
Health Management Technology for Estimating the Remaining Useful Life of Household Appliances
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- Authors
- NacWoo Kim, HyunYong Lee, JunGi Lee, ByungTak Lee
- Issue Date
- 2021-11
- Citation
- International Conference on Consumer Electronics (ICCE) 2021 : Asia, pp.1-3
- Publisher
- IEEE
- Language
- English
- Type
- Conference Paper
- Abstract
- 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 Keywords
- Home Devices, Household appliances, Network model, Network technology, Time series data, domain adaptation, health management, neural network, prediction performance, process time, remaining useful life