Matches in SemOpenAlex for { <https://semopenalex.org/work/W4285328131> ?p ?o ?g. }
Showing items 1 to 66 of
66
with 100 items per page.
- W4285328131 abstract "This paper explores machine learning on an embedded device to detect anomalies with sophisticated low-power neural networks. We leverage this deep learning approach to detect mechanical anomalies as they occur on a top-load washing machine. We collect normal data from balanced laundry loads and abnormal data from unbalanced laundry loads, as they are being washed by the machine. The normal data is then used to train two different neural network models: autoencoder and variational autoencoder. This model is ported to an Arduino Nano microcontroller mounted to the washing machine. Using the autoencoder model, the microcontroller detects unbalanced washing machine loads with 92% accuracy, 90% precision and 99% recall. The battery life for this autoencoder model is 20 hours on 5 V lithium batteries, which is only 14.9% less than the life of a basic LED-blink application on the same platform." @default.
- W4285328131 created "2022-07-14" @default.
- W4285328131 creator A5024139101 @default.
- W4285328131 creator A5046271477 @default.
- W4285328131 date "2021-12-01" @default.
- W4285328131 modified "2023-10-18" @default.
- W4285328131 title "Mechanical Anomaly Detection on an Embedded Microcontroller" @default.
- W4285328131 cites W2913085327 @default.
- W4285328131 cites W3007729836 @default.
- W4285328131 cites W3012225454 @default.
- W4285328131 cites W3031281630 @default.
- W4285328131 cites W3067862503 @default.
- W4285328131 cites W3083255361 @default.
- W4285328131 cites W3088004124 @default.
- W4285328131 cites W3089237701 @default.
- W4285328131 cites W3091319359 @default.
- W4285328131 cites W3124465223 @default.
- W4285328131 cites W3130254936 @default.
- W4285328131 cites W3130517342 @default.
- W4285328131 cites W4231207572 @default.
- W4285328131 cites W3097109126 @default.
- W4285328131 doi "https://doi.org/10.1109/csci54926.2021.00159" @default.
- W4285328131 hasPublicationYear "2021" @default.
- W4285328131 type Work @default.
- W4285328131 citedByCount "2" @default.
- W4285328131 countsByYear W42853281312022 @default.
- W4285328131 countsByYear W42853281312023 @default.
- W4285328131 crossrefType "proceedings-article" @default.
- W4285328131 hasAuthorship W4285328131A5024139101 @default.
- W4285328131 hasAuthorship W4285328131A5046271477 @default.
- W4285328131 hasConcept C101738243 @default.
- W4285328131 hasConcept C106251023 @default.
- W4285328131 hasConcept C149635348 @default.
- W4285328131 hasConcept C154945302 @default.
- W4285328131 hasConcept C173018170 @default.
- W4285328131 hasConcept C199360897 @default.
- W4285328131 hasConcept C2777904410 @default.
- W4285328131 hasConcept C41008148 @default.
- W4285328131 hasConcept C50644808 @default.
- W4285328131 hasConcept C739882 @default.
- W4285328131 hasConceptScore W4285328131C101738243 @default.
- W4285328131 hasConceptScore W4285328131C106251023 @default.
- W4285328131 hasConceptScore W4285328131C149635348 @default.
- W4285328131 hasConceptScore W4285328131C154945302 @default.
- W4285328131 hasConceptScore W4285328131C173018170 @default.
- W4285328131 hasConceptScore W4285328131C199360897 @default.
- W4285328131 hasConceptScore W4285328131C2777904410 @default.
- W4285328131 hasConceptScore W4285328131C41008148 @default.
- W4285328131 hasConceptScore W4285328131C50644808 @default.
- W4285328131 hasConceptScore W4285328131C739882 @default.
- W4285328131 hasLocation W42853281311 @default.
- W4285328131 hasOpenAccess W4285328131 @default.
- W4285328131 hasPrimaryLocation W42853281311 @default.
- W4285328131 hasRelatedWork W1540355802 @default.
- W4285328131 hasRelatedWork W2186086042 @default.
- W4285328131 hasRelatedWork W2352866890 @default.
- W4285328131 hasRelatedWork W2357977992 @default.
- W4285328131 hasRelatedWork W2368567036 @default.
- W4285328131 hasRelatedWork W2372667957 @default.
- W4285328131 hasRelatedWork W2389081198 @default.
- W4285328131 hasRelatedWork W2785688755 @default.
- W4285328131 hasRelatedWork W3044458868 @default.
- W4285328131 hasRelatedWork W3160735754 @default.
- W4285328131 isParatext "false" @default.
- W4285328131 isRetracted "false" @default.
- W4285328131 workType "article" @default.