Matches in SemOpenAlex for { <https://semopenalex.org/work/W4285408980> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W4285408980 abstract "Proton Exchange Membrane Fuel Cell (PEMFC) undertakes limitations such as insufficient stability and short service life. Hence, it is imperative to predict the remaining service life (RUL) of PEMFC accurately, which is closely related to avoiding accident risks, detecting failures, and maximizing profits. In this paper, a novel deep learning algorithm is proposed for the RUL prediction of PEMFC, which comprises bi-directional long-short-term memory recurrent neural network (Bi-LSTM-RNN), attention mechanism, and deep neural network (DNN). Furthermore, the correlation coefficient analysis method is adopted to determine the stack voltage as the aging index. The proposed algorithm is compared with five other machine learning algorithms on a 1kW PEMFC stack data set provided by FCLAB. Experimental results demonstrate that the proposed algorithm has a significant improvement in prediction accuracy with mean absolute error (MAE), mean squared error (MSE) and root mean squared error (RMSE) on test set are 0.0044, 0.00003 and 0.0056 respectively. This indicates that the proposed RUL prediction method is effective and trustworthy. Finally, the RUL of the PEMFC stack under a constant operation condition is predicted based on the developed algorithm, and the result shows the RUL of this stack is 9467.8 hours." @default.
- W4285408980 created "2022-07-14" @default.
- W4285408980 creator A5042538470 @default.
- W4285408980 date "2022-05-13" @default.
- W4285408980 modified "2023-10-17" @default.
- W4285408980 title "Remaining Useful Life Prediction of Proton Exchange Membrane Fuel Cell Based on Deep Learning" @default.
- W4285408980 cites W1974447000 @default.
- W4285408980 cites W1974763478 @default.
- W4285408980 cites W1974961318 @default.
- W4285408980 cites W1978950079 @default.
- W4285408980 cites W2062630100 @default.
- W4285408980 cites W2089000836 @default.
- W4285408980 cites W2224715553 @default.
- W4285408980 cites W226747265 @default.
- W4285408980 cites W2402858412 @default.
- W4285408980 cites W2461023995 @default.
- W4285408980 cites W2555186125 @default.
- W4285408980 cites W2606865441 @default.
- W4285408980 cites W2765732926 @default.
- W4285408980 cites W2790021087 @default.
- W4285408980 cites W2892180865 @default.
- W4285408980 cites W2899336917 @default.
- W4285408980 cites W2917169831 @default.
- W4285408980 cites W3030369936 @default.
- W4285408980 cites W3042756942 @default.
- W4285408980 cites W3125888712 @default.
- W4285408980 cites W3128962944 @default.
- W4285408980 cites W3155621234 @default.
- W4285408980 cites W3169470951 @default.
- W4285408980 cites W3200422052 @default.
- W4285408980 doi "https://doi.org/10.1109/icet55676.2022.9825412" @default.
- W4285408980 hasPublicationYear "2022" @default.
- W4285408980 type Work @default.
- W4285408980 citedByCount "2" @default.
- W4285408980 countsByYear W42854089802022 @default.
- W4285408980 crossrefType "proceedings-article" @default.
- W4285408980 hasAuthorship W4285408980A5042538470 @default.
- W4285408980 hasConcept C105795698 @default.
- W4285408980 hasConcept C108583219 @default.
- W4285408980 hasConcept C112972136 @default.
- W4285408980 hasConcept C11413529 @default.
- W4285408980 hasConcept C119599485 @default.
- W4285408980 hasConcept C119857082 @default.
- W4285408980 hasConcept C127413603 @default.
- W4285408980 hasConcept C132319479 @default.
- W4285408980 hasConcept C139945424 @default.
- W4285408980 hasConcept C147168706 @default.
- W4285408980 hasConcept C154945302 @default.
- W4285408980 hasConcept C165801399 @default.
- W4285408980 hasConcept C177264268 @default.
- W4285408980 hasConcept C199360897 @default.
- W4285408980 hasConcept C2780092901 @default.
- W4285408980 hasConcept C2987658370 @default.
- W4285408980 hasConcept C33923547 @default.
- W4285408980 hasConcept C41008148 @default.
- W4285408980 hasConcept C42360764 @default.
- W4285408980 hasConcept C50644808 @default.
- W4285408980 hasConcept C55078378 @default.
- W4285408980 hasConcept C9395851 @default.
- W4285408980 hasConceptScore W4285408980C105795698 @default.
- W4285408980 hasConceptScore W4285408980C108583219 @default.
- W4285408980 hasConceptScore W4285408980C112972136 @default.
- W4285408980 hasConceptScore W4285408980C11413529 @default.
- W4285408980 hasConceptScore W4285408980C119599485 @default.
- W4285408980 hasConceptScore W4285408980C119857082 @default.
- W4285408980 hasConceptScore W4285408980C127413603 @default.
- W4285408980 hasConceptScore W4285408980C132319479 @default.
- W4285408980 hasConceptScore W4285408980C139945424 @default.
- W4285408980 hasConceptScore W4285408980C147168706 @default.
- W4285408980 hasConceptScore W4285408980C154945302 @default.
- W4285408980 hasConceptScore W4285408980C165801399 @default.
- W4285408980 hasConceptScore W4285408980C177264268 @default.
- W4285408980 hasConceptScore W4285408980C199360897 @default.
- W4285408980 hasConceptScore W4285408980C2780092901 @default.
- W4285408980 hasConceptScore W4285408980C2987658370 @default.
- W4285408980 hasConceptScore W4285408980C33923547 @default.
- W4285408980 hasConceptScore W4285408980C41008148 @default.
- W4285408980 hasConceptScore W4285408980C42360764 @default.
- W4285408980 hasConceptScore W4285408980C50644808 @default.
- W4285408980 hasConceptScore W4285408980C55078378 @default.
- W4285408980 hasConceptScore W4285408980C9395851 @default.
- W4285408980 hasFunder F4320321514 @default.
- W4285408980 hasLocation W42854089801 @default.
- W4285408980 hasOpenAccess W4285408980 @default.
- W4285408980 hasPrimaryLocation W42854089801 @default.
- W4285408980 hasRelatedWork W2793022090 @default.
- W4285408980 hasRelatedWork W2919358988 @default.
- W4285408980 hasRelatedWork W2942773263 @default.
- W4285408980 hasRelatedWork W2995227436 @default.
- W4285408980 hasRelatedWork W3135485313 @default.
- W4285408980 hasRelatedWork W3192794374 @default.
- W4285408980 hasRelatedWork W4281386417 @default.
- W4285408980 hasRelatedWork W4285408980 @default.
- W4285408980 hasRelatedWork W4298168912 @default.
- W4285408980 hasRelatedWork W4317242789 @default.
- W4285408980 isParatext "false" @default.
- W4285408980 isRetracted "false" @default.
- W4285408980 workType "article" @default.