07685nam 2202365z- 450 9910619464803321202210253-0365-5336-3(CKB)5670000000391626(oapen)https://directory.doabooks.org/handle/20.500.12854/93234(oapen)doab93234(EXLCZ)99567000000039162620202210d2022 |y 0engurmn|---annantxtrdacontentcrdamediacrrdacarrierSustainable Agriculture and Advances of Remote Sensing (Volume 2)MDPI - Multidisciplinary Digital Publishing Institute20221 online resource (322 p.)3-0365-5335-5 Agriculture, as the main source of alimentation and the most important economic activity globally, is being affected by the impacts of climate change. To maintain and increase our global food system production, to reduce biodiversity loss and preserve our natural ecosystem, new practices and technologies are required. This book focuses on the latest advances in remote sensing technology and agricultural engineering leading to the sustainable agriculture practices. Earth observation data, in situ and proxy-remote sensing data are the main source of information for monitoring and analyzing agriculture activities. Particular attention is given to earth observation satellites and the Internet of Things for data collection, to multispectral and hyperspectral data analysis using machine learning and deep learning, to WebGIS and the Internet of Things for sharing and publication of the results, among others.Sustainable Agriculture and Advances of Remote Sensing GeographybicsscResearch & information: generalbicssc1D convolution neural networks3D bale wrapping method3D Convolutional Neural Networkagricultural monitoringagriculturealgorithmsanomaly intrusion detectionartificial neural networkautonomous robotsband selectionBidirectional long-short term memoryBoufakrane River watershedcanopy conductanceCCAchlorophyll achlorophyll-a concentrationclimate changeclusteringCNNcoastal managementCoatzacoalcosCominocomputer visionconvolutional neural networksCopernicus Sentinelscrop classificationcrop fieldscrop mappingcrop yield improvementcropscrops diseasescubic SVMcucumberdata analysisdata augmentationdata fusiondeep learningdeep transfer learningdensity estimationdissolved oxygendroneentropyenvironmental monitoringenvironmental protectionequal bale dimensionsevapotranspirationExplainable Artificial IntelligenceFaster R-CNNfeatures fusionfood securityforest roadsgeographic information system (GIS)GISGoogle Earth EngineGozogreen ringgreen technologiesguava diseasehistogramhyperparameter optimizationhyperspectralhyperspectral imageryhyperspectral imaginghyperspectral remoting sensingIDSimage classificationinternet of thingsInternet of Thingsinternode-elongationInterreginvasive plantsIoTIoT ecosystemirrigation requirementsland useland use classificationLand Use/Land CoverLandsatleaf diseaseLISS-IIImachine learningmachine learning algorithmmachine visionMaltamango leafmathematical modelmetaheuristicminimal film consumptionmodelingmodeling approachmodified normalized difference water index (MNDWI)modular robotmulti-temporal datamultispectralnatural resourcesNDVInitratenitrogen predictionnormalized difference vegetation index (NDVI)object-based classificationoptimal bale dimensionsordinary krigingordinary Krigingoverfittingpanicle initiationpath planningpenman-monteith equationpest controlphotogrammetryplant disease detectionpocket beachesprecision agricultureprobeproximal sensingrandom forestrational sampling numbersremote sensingresource constraintRFrice farmingrice plantround balessamplingSARsatellite image analysisselective sprayingsensorSentinel 1 and 2Sentinel-1aSentinel-2Sicilysimulationsite-specificsite-specific weed managementsmart agriculturesoil attributesoil pHsoil tillagespatial heterogeneityspatial variationsustainable agriculturesustainable environmentsustainable land useSVMSynthetic Aperture Radar (SAR)systematic literature reviewtemperature profiletime series analysistransfer learningurban floodvein patternvirtual pestsVision Transformervision-based crop and weed detectionwater extractionwater qualitywater resourcesweedYOLOv5Ziz basinGeographyResearch & information: generalParaforos Dimitriosedt1315238Muzirafuti AnselmeedtRandazzo GiovanniedtLanza StefaniaedtParaforos DimitriosothMuzirafuti AnselmeothRandazzo GiovanniothLanza StefaniaothBOOK9910619464803321Sustainable Agriculture and Advances of Remote Sensing (Volume 2)3035370UNINA