Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313490495> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W4313490495 abstract "One of the key points in the development of fuel cell technologies is to increase their lifetime. For this, it is necessary to be able to detect a degraded state in order to correct it, but also to be able to estimate the future state, which can facilitate predictive tasks such as control and maintenance. Echo State Networks are good candidates to estimate the future performance of proton exchange membrane fuel cells. They are part of the reservoir computing family and process time series using a neural reservoir. This paper proposes a method to predict the future voltage of a low-temperature proton exchange membrane operating in a steady state. For this purpose, several bidirectional reservoirs are used in parallel which improves the captured dynamics but also reduces the reservoir optimization effort which is currently one of the limitations in the development of Echo State Networks. The forecasting performance is quantified in three different ways: First, to simulate the temporal evolution of a system, the network is trained by varying the size of the training base. This allowed observing that the network can correctly capture the degradation dynamics while having an adaptation capacity when new data are added. Secondly, a comparison with a unidirectional ESN shows that bidirectional reservoirs will more easily capture non-periodic recovery and noise phenomena. Lastly, a comparison with 3 stacked bidirectional long-term memories shows that the proposed approach provided similar results while facilitating the optimization due to its low number of parameters to be set." @default.
- W4313490495 created "2023-01-06" @default.
- W4313490495 creator A5015412323 @default.
- W4313490495 creator A5037684852 @default.
- W4313490495 creator A5044558356 @default.
- W4313490495 creator A5090301146 @default.
- W4313490495 date "2022-11-23" @default.
- W4313490495 modified "2023-10-18" @default.
- W4313490495 title "Voltage prognosis of PEMFC estimated using Multi-Reservoir Bidirectional Echo State Network" @default.
- W4313490495 cites W2064675550 @default.
- W4313490495 cites W2103179919 @default.
- W4313490495 cites W2177933918 @default.
- W4313490495 cites W2907877223 @default.
- W4313490495 cites W2913984695 @default.
- W4313490495 cites W2964199361 @default.
- W4313490495 cites W2997028845 @default.
- W4313490495 cites W3010579646 @default.
- W4313490495 cites W3092477410 @default.
- W4313490495 cites W3134090700 @default.
- W4313490495 doi "https://doi.org/10.1109/icsc57768.2022.9993961" @default.
- W4313490495 hasPublicationYear "2022" @default.
- W4313490495 type Work @default.
- W4313490495 citedByCount "0" @default.
- W4313490495 crossrefType "proceedings-article" @default.
- W4313490495 hasAuthorship W4313490495A5015412323 @default.
- W4313490495 hasAuthorship W4313490495A5037684852 @default.
- W4313490495 hasAuthorship W4313490495A5044558356 @default.
- W4313490495 hasAuthorship W4313490495A5090301146 @default.
- W4313490495 hasConcept C111919701 @default.
- W4313490495 hasConcept C11413529 @default.
- W4313490495 hasConcept C115961682 @default.
- W4313490495 hasConcept C119599485 @default.
- W4313490495 hasConcept C127413603 @default.
- W4313490495 hasConcept C132319479 @default.
- W4313490495 hasConcept C135796866 @default.
- W4313490495 hasConcept C147168706 @default.
- W4313490495 hasConcept C154945302 @default.
- W4313490495 hasConcept C165801399 @default.
- W4313490495 hasConcept C172025690 @default.
- W4313490495 hasConcept C177264268 @default.
- W4313490495 hasConcept C199360897 @default.
- W4313490495 hasConcept C2779679103 @default.
- W4313490495 hasConcept C2987658370 @default.
- W4313490495 hasConcept C41008148 @default.
- W4313490495 hasConcept C42360764 @default.
- W4313490495 hasConcept C48103436 @default.
- W4313490495 hasConcept C50644808 @default.
- W4313490495 hasConcept C76155785 @default.
- W4313490495 hasConcept C79403827 @default.
- W4313490495 hasConcept C98045186 @default.
- W4313490495 hasConcept C99498987 @default.
- W4313490495 hasConceptScore W4313490495C111919701 @default.
- W4313490495 hasConceptScore W4313490495C11413529 @default.
- W4313490495 hasConceptScore W4313490495C115961682 @default.
- W4313490495 hasConceptScore W4313490495C119599485 @default.
- W4313490495 hasConceptScore W4313490495C127413603 @default.
- W4313490495 hasConceptScore W4313490495C132319479 @default.
- W4313490495 hasConceptScore W4313490495C135796866 @default.
- W4313490495 hasConceptScore W4313490495C147168706 @default.
- W4313490495 hasConceptScore W4313490495C154945302 @default.
- W4313490495 hasConceptScore W4313490495C165801399 @default.
- W4313490495 hasConceptScore W4313490495C172025690 @default.
- W4313490495 hasConceptScore W4313490495C177264268 @default.
- W4313490495 hasConceptScore W4313490495C199360897 @default.
- W4313490495 hasConceptScore W4313490495C2779679103 @default.
- W4313490495 hasConceptScore W4313490495C2987658370 @default.
- W4313490495 hasConceptScore W4313490495C41008148 @default.
- W4313490495 hasConceptScore W4313490495C42360764 @default.
- W4313490495 hasConceptScore W4313490495C48103436 @default.
- W4313490495 hasConceptScore W4313490495C50644808 @default.
- W4313490495 hasConceptScore W4313490495C76155785 @default.
- W4313490495 hasConceptScore W4313490495C79403827 @default.
- W4313490495 hasConceptScore W4313490495C98045186 @default.
- W4313490495 hasConceptScore W4313490495C99498987 @default.
- W4313490495 hasFunder F4320327248 @default.
- W4313490495 hasLocation W43134904951 @default.
- W4313490495 hasOpenAccess W4313490495 @default.
- W4313490495 hasPrimaryLocation W43134904951 @default.
- W4313490495 hasRelatedWork W1514460679 @default.
- W4313490495 hasRelatedWork W2010974764 @default.
- W4313490495 hasRelatedWork W2051014035 @default.
- W4313490495 hasRelatedWork W2137783571 @default.
- W4313490495 hasRelatedWork W2338887204 @default.
- W4313490495 hasRelatedWork W2903992663 @default.
- W4313490495 hasRelatedWork W4286520505 @default.
- W4313490495 hasRelatedWork W4312255941 @default.
- W4313490495 hasRelatedWork W57315087 @default.
- W4313490495 hasRelatedWork W2182679503 @default.
- W4313490495 isParatext "false" @default.
- W4313490495 isRetracted "false" @default.
- W4313490495 workType "article" @default.