A reliable degradation prediction method for proton exchange membrane fuel cells based on uncertainty Bayesian self-attention
Mengyu Liu, Zhe Cheng, Yu Yang, Yu Yang, Niaoqing Hu, Guoji Shen, Yi Yang, Yi Yang
Topics & Concepts
Computer scienceProton exchange membrane fuel cellBayesian probabilityUncertainty quantificationBayesian inferenceTransformerMachine learningProbabilistic logicArtificial intelligenceArtificial neural networkData miningPrediction intervalBayesian networkInferenceTime seriesReliability (semiconductor)Condition monitoringPoint estimationPrior probabilityDegradation (telecommunications)Confidence intervalReliability engineeringMean squared errorUncertainty analysisFuel Cells and Related MaterialsFault Detection and Control SystemsAdvanced Battery Technologies Research