Results 171 to 180 of about 18,585 (221)

RUL prediction for IMA based on deep regression method

2017 IEEE 10th International Workshop on Computational Intelligence and Applications (IWCIA), 2017
Integrated modular avionics (IMA) is one of the most significant systems which can affect the performance of civil aircraft. The structure of IMA is an open standard platform, on which amount of functionalities are hosted. This structure makes avionics more flexible and more powerful, while it makes avionics more complexity and more critical.
Zehai Gao, Cunbao Ma, Yige Luo
openaire   +1 more source

Joint Online RUL Prediction for Multivariate Deteriorating Systems

IEEE Transactions on Industrial Informatics, 2019
Stochastic processes and filtering methods are popular tools for degradation modeling and online remaining useful life (RUL) prediction. However, most models are for one-dimensional degradation and various filtering methods can only handle observations from a single system.
Weiwen Peng, Zhi-Sheng Ye 0001, Nan Chen 0002   +2 more
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A novel soft computing method for engine RUL prediction

Multimedia Tools and Applications, 2017
Prognostics is an engineering discipline focused on predicting the Remaining Useful Life (RUL) of a system or a component using raw multimedia (sensor) data. This paper presents a novel machine learning model for this task, which includes a smart ensemble of gradient boosted trees (GBT) and feed-forward neural networks.
Sandip Kumar Singh, Sandeep Kumar, J. P. Dwivedi   +2 more
openaire   +1 more source

An Aero-Engine RUL Prediction Method Based on VAE-GAN

2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design (CSCWD), 2021
As an important index of aero-engine, Remaining Useful Life (RUL) is the key content of prediction. Due to the good generation characteristics of Variational Auto-encoder (VAE) and Generation Adversarial Network (GAN) networks, this paper proposes a Health Index (HI) curve generation method based on VAE-GAN.
Yuhuai Peng, Xiangpeng Pan, Shoubin Wang, Chenlu Wang, Jing Wang 0227, Jingjing Wu 0003   +5 more
openaire   +1 more source

RUL Prediction of Reaction Wheel Motor in Satellites

PHM Society European Conference, 2018
For advanced agile attitude control of the satellite, reaction wheels are used actuated by motor. In order to ensure reliable operation, fault detection and prediction of remaining useful life (RUL) of the motor is of great importance. In this study, multi-scale Extended Kalman Filter (EKF) is employed for this purpose using the data of input current ...
Yuri Yun, Jungyong Lee, Hwa-suk Oh, Joo-Ho Choi   +3 more
openaire   +1 more source

RUL Prediction for Bearings Based on Fault Diagnosis

2018
In recent years remaining useful life of rolling bearings is paid much more attention. In this paper, the remaining useful life prediction based on fault diagnosis is proposed. Based on the real-time fault diagnosis results of the bearing, the remaining life is predicted and a set of bearing life expectancy prediction system is established by obtaining
Dong Yan, Xiukun Wei
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Transformer-based prediction of the RUL of PEMFC

2022 3rd International Conference on Information Science, Parallel and Distributed Systems (ISPDS), 2022
Ning Zhou, Benyu Cui, Jianxin Zhou
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RUL Prediction Based on Sparse Denoising LSTM

2021 CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes (SAFEPROCESS), 2021
Funa Zhou, Zhiqiang Zhang, Po Hu
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Data-Driven RUL Prediction

2022
Yaguo Lei, Naipeng Li, Xiang Li
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Data-Model Fusion RUL Prediction

2022
Yaguo Lei, Naipeng Li, Xiang Li
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