A novel PEM fuel cell remaining useful life prediction method based on singular spectrum analysis and deep Gaussian processes

Variational Learning of Inducing Variables in Sparse Gaussian Processes

Michalis K. Titsias · 2009 · 1K citations

Analysis of Time Series Structure: SSA and Related Techniques

James B. Elsner · Journal of the American Statistical Association · 2002 · 480 citations

American Statistical Association, Engineering, Financial Time Series Analysis +14

Smart multi-step deep learning model for wind speed forecasting based on variational mode decomposition, singular spectrum analysis, LSTM network and ELM

Hui Liu, Xiwei Mi, Yanfei Li · Energy Conversion and Management · 2018 · 472 citations

Speed Forecasting, Engineering, Machine Learning +8

Lifetime prediction and the economic lifetime of Proton Exchange Membrane fuel cells

Huicui Chen, Pucheng Pei, Mancun Song · Applied Energy · 2015 · 422 citations

Electrical Engineering, Chemical Engineering, Engineering +8

Bayesian Gaussian Process Latent Variable Model

Michalis K. Titsias, Neil D. Lawrence · International Conference on Artificial Intelligence and Statistics · 2010 · 398 citations

Variational Inference Framework, Bayesian Statistics, Latent Modeling +11