한국정보통신학회:학술대회논문집 (Proceedings of the Korean Institute of Information and Commucation Sciences Conference)
- 한국정보통신학회 2018년도 추계학술대회
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- Pages.345-346
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- 2018
IoT 환경에서의 효율적인 LSTM 구성
Efficient LSTM Configuration in IoT Environment
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Lee, Jongwon
(PaiChai University) ;
- Hwang, Chulhyun (DataMalu(co)) ;
- Lee, Sungock (DaeWoo Vocational Training Institute) ;
- Song, Hyunok (Dasommedia) ;
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Jung, Hoekyung
(PaiChai University)
- 발행 : 2018.10.18
초록
Internet of Things (IoT) data is collected in real time and is treated as highly reliable data because of its high precision. However, IoT data is not always highly reliable data. Because, data be often incomplete values for reasons such as sensor aging and failure, poor operating environment, and communication problems. So, we propose the methodology for solve this problem. Our methodology implements multiple LSTM networks to individually process the data collected from the sensors and a single LSTM network that batches the input data into an array. And, we propose an efficient method for constructing LSTM in IoT environment.