Development of 2D CNN-based Model for Remaining Useful Life of Turbofan Engine
Issued Date
2023-11-24
Citation
백민석. (2023-11-24). 터보팬 엔진의 잔여 유효 수명 예측을 위한 2D CNN 기반 모델. 대한전자공학회 2023년도 추계학술대회, 261–263.
Type
Conference Paper
Abstract
In this paper, we propose a method for predicting Remaining Useful Life (RUL) using multivariate time series data. To enhance the relationships between the input and output data, we propose a pre-processing method and construct a model using 2D convolutional layers, bidirectional long short-term memory, and long short-term memory networks. The results demonstrate that the proposed approach provides higher accuracy for the RUL estimation compared to previous methods.
