Matches in SemOpenAlex for { <https://semopenalex.org/work/W2056418479> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W2056418479 endingPage "67" @default.
- W2056418479 startingPage "67" @default.
- W2056418479 abstract "In the present study, feasibility of laboratory detection of damaged seeds in precision planters caused by malfunction of seed metering device was investigated. An acoustic-based intelligent system was developed for detection of damaged pelleted tomato seeds. To improve the Artificial Neural Network (ANN) models a total of 2000 seeds sound signals, 1000 samples for damaged seeds and 1000 for undamaged ones were recorded. When seed metering device drove out seeds, the ejected seeds were impacted to steel plate, and their acoustic signals were recorded from the impact. The bounced seeds lied on the running grease belt. In each stage of experiments, damaged seeds were determined manually in grease belt and related damaged seed sound signals were designated. Achieved acoustic signals, were processed and potential features were extracted from the analysis of sound signals in time and frequency domains. The method is based on feature generation by Fast Fourier Transform (FFT), feature selection by statistical methods and classification by Multilayer Feed forward Neural Network. Features such as amplitude, phase and power spectrum of sound signals were computed through a 1024-point FFT. By using statistical factors (maximum, minimum, median, mean and variance) for each vector of data, feature vector was reduced to 15 factors. In developing the ANN models, several ANN architectures, each having different numbers of neurons in hidden layer, were evaluated. The best model was chosen after a number of evaluations based on minimizing the mean square error (MSE), correct detection rate (CDR) and correlation coefficient (r). Selected ANN, 15-17-2 was configured for classification. CDR of the proposed ANN model for undamaged and damaged seeds was 99.49 and 100 respectively. MSE of the system was found to be 0.0109." @default.
- W2056418479 created "2016-06-24" @default.
- W2056418479 creator A5007921123 @default.
- W2056418479 creator A5076416652 @default.
- W2056418479 creator A5071970283 @default.
- W2056418479 date "2012-09-12" @default.
- W2056418479 modified "2023-09-26" @default.
- W2056418479 title "Detection of damaged seeds in laboratory evaluation of precision planter using impact acoustics and artificial neural networks" @default.
- W2056418479 cites W1670861311 @default.
- W2056418479 cites W1980106799 @default.
- W2056418479 cites W1988221971 @default.
- W2056418479 cites W1991590973 @default.
- W2056418479 cites W2018177826 @default.
- W2056418479 cites W2029646231 @default.
- W2056418479 cites W2068545100 @default.
- W2056418479 cites W2070930337 @default.
- W2056418479 cites W2113650320 @default.
- W2056418479 cites W2115041797 @default.
- W2056418479 cites W2129011432 @default.
- W2056418479 doi "https://doi.org/10.5430/air.v1n2p67" @default.
- W2056418479 hasPublicationYear "2012" @default.
- W2056418479 type Work @default.
- W2056418479 sameAs 2056418479 @default.
- W2056418479 citedByCount "8" @default.
- W2056418479 countsByYear W20564184792013 @default.
- W2056418479 countsByYear W20564184792015 @default.
- W2056418479 countsByYear W20564184792017 @default.
- W2056418479 countsByYear W20564184792023 @default.
- W2056418479 crossrefType "journal-article" @default.
- W2056418479 hasAuthorship W2056418479A5007921123 @default.
- W2056418479 hasAuthorship W2056418479A5071970283 @default.
- W2056418479 hasAuthorship W2056418479A5076416652 @default.
- W2056418479 hasBestOaLocation W20564184791 @default.
- W2056418479 hasConcept C105795698 @default.
- W2056418479 hasConcept C11413529 @default.
- W2056418479 hasConcept C121332964 @default.
- W2056418479 hasConcept C127413603 @default.
- W2056418479 hasConcept C138885662 @default.
- W2056418479 hasConcept C139945424 @default.
- W2056418479 hasConcept C153180895 @default.
- W2056418479 hasConcept C154945302 @default.
- W2056418479 hasConcept C24890656 @default.
- W2056418479 hasConcept C2524010 @default.
- W2056418479 hasConcept C2776401178 @default.
- W2056418479 hasConcept C28719098 @default.
- W2056418479 hasConcept C30905978 @default.
- W2056418479 hasConcept C33923547 @default.
- W2056418479 hasConcept C41008148 @default.
- W2056418479 hasConcept C41895202 @default.
- W2056418479 hasConcept C50644808 @default.
- W2056418479 hasConcept C75172450 @default.
- W2056418479 hasConcept C78519656 @default.
- W2056418479 hasConceptScore W2056418479C105795698 @default.
- W2056418479 hasConceptScore W2056418479C11413529 @default.
- W2056418479 hasConceptScore W2056418479C121332964 @default.
- W2056418479 hasConceptScore W2056418479C127413603 @default.
- W2056418479 hasConceptScore W2056418479C138885662 @default.
- W2056418479 hasConceptScore W2056418479C139945424 @default.
- W2056418479 hasConceptScore W2056418479C153180895 @default.
- W2056418479 hasConceptScore W2056418479C154945302 @default.
- W2056418479 hasConceptScore W2056418479C24890656 @default.
- W2056418479 hasConceptScore W2056418479C2524010 @default.
- W2056418479 hasConceptScore W2056418479C2776401178 @default.
- W2056418479 hasConceptScore W2056418479C28719098 @default.
- W2056418479 hasConceptScore W2056418479C30905978 @default.
- W2056418479 hasConceptScore W2056418479C33923547 @default.
- W2056418479 hasConceptScore W2056418479C41008148 @default.
- W2056418479 hasConceptScore W2056418479C41895202 @default.
- W2056418479 hasConceptScore W2056418479C50644808 @default.
- W2056418479 hasConceptScore W2056418479C75172450 @default.
- W2056418479 hasConceptScore W2056418479C78519656 @default.
- W2056418479 hasIssue "2" @default.
- W2056418479 hasLocation W20564184791 @default.
- W2056418479 hasOpenAccess W2056418479 @default.
- W2056418479 hasPrimaryLocation W20564184791 @default.
- W2056418479 hasRelatedWork W2015538044 @default.
- W2056418479 hasRelatedWork W2016461833 @default.
- W2056418479 hasRelatedWork W2052253960 @default.
- W2056418479 hasRelatedWork W2147802381 @default.
- W2056418479 hasRelatedWork W2382607599 @default.
- W2056418479 hasRelatedWork W2489255581 @default.
- W2056418479 hasRelatedWork W2760085659 @default.
- W2056418479 hasRelatedWork W2787306535 @default.
- W2056418479 hasRelatedWork W3197541072 @default.
- W2056418479 hasRelatedWork W2480412556 @default.
- W2056418479 hasVolume "1" @default.
- W2056418479 isParatext "false" @default.
- W2056418479 isRetracted "false" @default.
- W2056418479 magId "2056418479" @default.
- W2056418479 workType "article" @default.