Matches in SemOpenAlex for { <https://semopenalex.org/work/W4214837105> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W4214837105 endingPage "11" @default.
- W4214837105 startingPage "1" @default.
- W4214837105 abstract "This work proposes a single probe imitation of multidepth capacitive soil moisture sensor for low-cost and energy-efficient implementation of IoT-assisted wireless sensor network (IoWSN) farm monitoring infrastructure. A conditioning circuit (CC) is devised to capture the behavior of soil water movement and its impact on soil moisture around the probe at different depths. The captured correlation is used to train the proposed neural network (NN) models to estimate the soil water content (SWC) at different soil depths based on a single measurement taken at the reference depth. To adjust the weight of the neurons, training and test dataset are collected through a measurement campaign. The data are collected during the cropping period of paddy vegetation by deploying 150 sensor nodes at different depths in bare land before sowing. Two NN models—artificial neural network (ANN) and bidirectional long short term memory network (BLSTM)—are proposed and compared based on the accuracy of SWC estimation. To demonstrate the efficacy of the concept, the proposed sensor design is compared with relevant soil moisture sensors reported over the past five years. The root mean square error (RMSE), <inline-formula xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink> <tex-math notation=LaTeX>${R^{2}}$ </tex-math></inline-formula> and mean absolute percentage error (MAPE)-based analysis validate the significance of the proposed NN models." @default.
- W4214837105 created "2022-03-05" @default.
- W4214837105 creator A5010143059 @default.
- W4214837105 creator A5010444638 @default.
- W4214837105 creator A5089777702 @default.
- W4214837105 date "2022-01-01" @default.
- W4214837105 modified "2023-10-16" @default.
- W4214837105 title "Single Probe Imitation of Multi-Depth Capacitive Soil Moisture Sensor Using Bidirectional Recurrent Neural Network" @default.
- W4214837105 cites W2025067656 @default.
- W4214837105 cites W2047126661 @default.
- W4214837105 cites W2734864601 @default.
- W4214837105 cites W2763902367 @default.
- W4214837105 cites W2800224332 @default.
- W4214837105 cites W2805376676 @default.
- W4214837105 cites W2809117758 @default.
- W4214837105 cites W2911796414 @default.
- W4214837105 cites W2912051188 @default.
- W4214837105 cites W2914384716 @default.
- W4214837105 cites W2921827501 @default.
- W4214837105 cites W2946783360 @default.
- W4214837105 cites W2956141415 @default.
- W4214837105 cites W2980650520 @default.
- W4214837105 cites W3002271316 @default.
- W4214837105 cites W3007153523 @default.
- W4214837105 cites W3048038363 @default.
- W4214837105 cites W3094144210 @default.
- W4214837105 cites W3094851252 @default.
- W4214837105 cites W3096975938 @default.
- W4214837105 cites W3130762749 @default.
- W4214837105 cites W3140045377 @default.
- W4214837105 cites W3140333586 @default.
- W4214837105 cites W3169199195 @default.
- W4214837105 doi "https://doi.org/10.1109/tim.2022.3156179" @default.
- W4214837105 hasPublicationYear "2022" @default.
- W4214837105 type Work @default.
- W4214837105 citedByCount "5" @default.
- W4214837105 countsByYear W42148371052022 @default.
- W4214837105 countsByYear W42148371052023 @default.
- W4214837105 crossrefType "journal-article" @default.
- W4214837105 hasAuthorship W4214837105A5010143059 @default.
- W4214837105 hasAuthorship W4214837105A5010444638 @default.
- W4214837105 hasAuthorship W4214837105A5089777702 @default.
- W4214837105 hasConcept C105795698 @default.
- W4214837105 hasConcept C111919701 @default.
- W4214837105 hasConcept C127313418 @default.
- W4214837105 hasConcept C127413603 @default.
- W4214837105 hasConcept C139945424 @default.
- W4214837105 hasConcept C150217764 @default.
- W4214837105 hasConcept C154945302 @default.
- W4214837105 hasConcept C159390177 @default.
- W4214837105 hasConcept C187320778 @default.
- W4214837105 hasConcept C206755178 @default.
- W4214837105 hasConcept C24590314 @default.
- W4214837105 hasConcept C24939127 @default.
- W4214837105 hasConcept C31258907 @default.
- W4214837105 hasConcept C33923547 @default.
- W4214837105 hasConcept C39432304 @default.
- W4214837105 hasConcept C41008148 @default.
- W4214837105 hasConcept C50644808 @default.
- W4214837105 hasConcept C62649853 @default.
- W4214837105 hasConceptScore W4214837105C105795698 @default.
- W4214837105 hasConceptScore W4214837105C111919701 @default.
- W4214837105 hasConceptScore W4214837105C127313418 @default.
- W4214837105 hasConceptScore W4214837105C127413603 @default.
- W4214837105 hasConceptScore W4214837105C139945424 @default.
- W4214837105 hasConceptScore W4214837105C150217764 @default.
- W4214837105 hasConceptScore W4214837105C154945302 @default.
- W4214837105 hasConceptScore W4214837105C159390177 @default.
- W4214837105 hasConceptScore W4214837105C187320778 @default.
- W4214837105 hasConceptScore W4214837105C206755178 @default.
- W4214837105 hasConceptScore W4214837105C24590314 @default.
- W4214837105 hasConceptScore W4214837105C24939127 @default.
- W4214837105 hasConceptScore W4214837105C31258907 @default.
- W4214837105 hasConceptScore W4214837105C33923547 @default.
- W4214837105 hasConceptScore W4214837105C39432304 @default.
- W4214837105 hasConceptScore W4214837105C41008148 @default.
- W4214837105 hasConceptScore W4214837105C50644808 @default.
- W4214837105 hasConceptScore W4214837105C62649853 @default.
- W4214837105 hasFunder F4320337402 @default.
- W4214837105 hasLocation W42148371051 @default.
- W4214837105 hasOpenAccess W4214837105 @default.
- W4214837105 hasPrimaryLocation W42148371051 @default.
- W4214837105 hasRelatedWork W2126095845 @default.
- W4214837105 hasRelatedWork W2245549564 @default.
- W4214837105 hasRelatedWork W2594589062 @default.
- W4214837105 hasRelatedWork W2778123278 @default.
- W4214837105 hasRelatedWork W2807954395 @default.
- W4214837105 hasRelatedWork W2942773263 @default.
- W4214837105 hasRelatedWork W3216603269 @default.
- W4214837105 hasRelatedWork W4200265123 @default.
- W4214837105 hasRelatedWork W4213016846 @default.
- W4214837105 hasRelatedWork W4281693556 @default.
- W4214837105 hasVolume "71" @default.
- W4214837105 isParatext "false" @default.
- W4214837105 isRetracted "false" @default.
- W4214837105 workType "article" @default.