Echo state kernel recursive least squares algorithm for machine condition prediction

•A combination of reservoir computing and kernel adaptive filter.•The fixed reservoir facilitates the capability of performing long-term prediction.•The novel online learning method still maintains the simplicity of the training process.•A online prognostic method based on KAF and a Bayesian techniq...

Celý popis

Uložené v:

Podrobná bibliografia
Vydané v:	Mechanical systems and signal processing Ročník 111; s. 68 - 86
Hlavní autori:	Zhou, Haowen, Huang, Jinquan, Lu, Feng, Thiyagalingam, Jeyarajan, Kirubarajan, Thia
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Berlin Elsevier Ltd 01.10.2018 Elsevier BV
Predmet:	Adaptive algorithms Adaptive filters Algorithms Bayesian analysis Convexity Data points Dependence Dynamic characteristics Kernel adaptive filter Least squares Life prediction Long-term prediction Machine learning Mathematical models Neural networks Numerical analysis Principal components analysis Prognostics Remaining useful lifeprediction Reservoir computing Signal processing Time series Turbofan engines Kernel adaptive filter Remaining useful lifeprediction Reservoir computing Prognostics Long-term prediction
ISSN:	0888-3270, 1096-1216
On-line prístup:	Získať plný text
Tagy:	Pridať tag Žiadne tagy, Buďte prvý, kto otaguje tento záznam!

Buďte prvý, kto okomentuje tento záznam!