07664nam 2202353z- 450 991061946470332120231214133659.03-0365-5338-X(CKB)5670000000391627(oapen)https://directory.doabooks.org/handle/20.500.12854/93233(EXLCZ)99567000000039162720202210d2022 |y 0engurmn|---annantxtrdacontentcrdamediacrrdacarrierSustainable Agriculture and Advances of Remote Sensing (Volume 1)MDPI - Multidisciplinary Digital Publishing Institute20221 electronic resource (324 p.)3-0365-5337-1 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 publishing the results, among others.Sustainable Agriculture and Advances of Remote Sensing Research & information: generalbicsscGeographybicsscgeographic information system (GIS)pocket beachescoastal managementInterregclimate changeremote sensingdroneSicilyMaltaGozoCominosystematic literature reviewanomaly intrusion detectiondeep learningIoTresource constraintIDSevapotranspirationpenman-monteith equationartificial neural networkcanopy conductanceZiz basinwater qualitysatellite image analysismodeling approachnitratedissolved oxygenchlorophyll atime series analysisenvironmental monitoringwater extractionmodified normalized difference water index (MNDWI)machine learning algorithmhyperspectralproximal sensingpanicle initiationnormalized difference vegetation index (NDVI)green ringinternode-elongationSentinel 1 and 2Copernicus Sentinelscrop classificationfood securityagricultural monitoringdata analysisSARrandom forest3D bale wrapping methodequal bale dimensionsmathematical modelminimal film consumptionoptimal bale dimensionsround balesSentinel-2SVMRFBoufakrane River watershedirrigation requirementswater resourcessustainable land useagricultureinvasive plantsprecision agriculturerice farmingsite-specific weed managementnitrogen prediction1D convolution neural networkscucumbercrop yield improvementmango leafCCAvein patternleaf diseasecubic SVMchlorophyll-a concentrationtransfer learningoverfittingdata augmentationguava diseaseplant disease detectioncrops diseasesentropyfeatures fusionmachine learningobject-based classificationdensity estimationhistogramland usecrop fieldssoil tillagedata fusionmultispectralsensorprobetemperature profileforest roadssimulationautonomous robotssmart agricultureenvironmental protectionphotogrammetrypath planninginternet of thingsmodelingconvolutional neural networksmachine visioncomputer visionmodular robotselective sprayingvision-based crop and weed detectionFaster R-CNNYOLOv5band selectionCNNNDVIhyperspectral imagingcropsurban floodSentinel-1aSynthetic Aperture Radar (SAR)3D Convolutional Neural Networkmulti-temporal dataland use classificationGISCoatzacoalcosalgorithmsclusteringpest controlsite-specificvirtual pestsrice plantweedhyperspectral imagerysustainable agriculturegreen technologiesInternet of Thingsnatural resourcessustainable environmentIoT ecosystemhyperspectral remoting sensingcrop mappingimage classificationdeep transfer learninghyperparameter optimizationmetaheuristicsoil attributeordinary Krigingrational sampling numbersspatial heterogeneitysamplingsoil pHspatial variationordinary krigingLand Use/Land CoverLISS-IIILandsatVision TransformerBidirectional long-short term memoryGoogle Earth EngineExplainable Artificial IntelligenceResearch & information: generalGeographyParaforos Dimitriosedt1315238Muzirafuti AnselmeedtRandazzo GiovanniedtLanza StefaniaedtParaforos DimitriosothMuzirafuti AnselmeothRandazzo GiovanniothLanza StefaniaothBOOK9910619464703321Sustainable Agriculture and Advances of Remote Sensing (Volume 1)3032285UNINA