001442443 000__ 04506cam\a2200613\i\4500 001442443 001__ 1442443 001442443 003__ OCoLC 001442443 005__ 20230310003419.0 001442443 006__ m\\\\\o\\d\\\\\\\\ 001442443 007__ cr\un\nnnunnun 001442443 008__ 211016s2022\\\\si\\\\\\ob\\\\001\0\eng\d 001442443 019__ $$a1275426548$$a1276775266$$a1287768529 001442443 020__ $$a9789811658471$$q(electronic bk.) 001442443 020__ $$a9811658471$$q(electronic bk.) 001442443 020__ $$z9811658463 001442443 020__ $$z9789811658464 001442443 0247_ $$a10.1007/978-981-16-5847-1$$2doi 001442443 035__ $$aSP(OCoLC)1276854639 001442443 040__ $$aEBLCP$$beng$$erda$$epn$$cEBLCP$$dYDX$$dGW5XE$$dOCLCF$$dDCT$$dN$T$$dOCLCO$$dOCLCQ$$dOCLCO$$dTXM$$dOCLCQ 001442443 049__ $$aISEA 001442443 050_4 $$aS494.5.D3 001442443 08204 $$a630.2085$$223 001442443 24500 $$aData science in agriculture and natural resource management /$$cG.P. Obi Reddy, Mehul S. Raval, J. Adinarayana, Sanjay Chaudhary, editors. 001442443 260__ $$aSingapore :$$bSpringer,$$c[2022] 001442443 300__ $$a1 online resource (326 pages) 001442443 336__ $$atext$$btxt$$2rdacontent 001442443 337__ $$acomputer$$bc$$2rdamedia 001442443 338__ $$aonline resource$$bcr$$2rdacarrier 001442443 347__ $$atext file 001442443 347__ $$bPDF 001442443 4901_ $$aStudies in big data ;$$vv. 96 001442443 500__ $$aIncludes author index. 001442443 504__ $$aIncludes bibliographical references. 001442443 5050_ $$aData Science: Principles and Concepts in Data Analysis and Modelling -- Data Science: Tools, Techniques and Potential Applications in Earth Observation Studies -- Data Science in Agriculture and Natural Resource Management: An Overview -- Applications of Reinforcement Learning and Recurrent Neural Network Based Deep Learning Frameworks in Agriculture -- Precision Farming Using Emerging Technologies -- An Architecture for Quality Centric Crop Production -- Integrating UAV and Field Sensor Data for Better Decision Making in Broadacre Cropping Systems -- Object Based Crop Classification for Precision Farming -- Disruptive Innovations in Precision Agriculture -- Towards BD Analytics for Better GeoFarmatics -- A Paradigm-shift in Global Cropland Maps and Products for Food and Water Security in the Twenty-first Century: Petabyte Scale Satellite Big-data Analytics, Machine Learning, and Cloud Computing -- Big Data Analytics for Climate Resilient Supply Chains: Opportunities and Way Forward -- Mapping Croplands Using Machine Learning Algorithms and Spectral Matching Techniques -- Applications of Computer Vision in Precision Agriculture -- Innovative Geoportal Platforms for Sustainable Management of Natural Resources. 001442443 506__ $$aAccess limited to authorized users. 001442443 520__ $$aThis book aims to address emerging challenges in the field of agriculture and natural resource management using the principles and applications of data science (DS). The book is organized in three sections, and it has fourteen chapters dealing with specialized areas. The chapters are written by experts sharing their experiences very lucidly through case studies, suitable illustrations and tables. The contents have been designed to fulfil the needs of geospatial, data science, agricultural, natural resources and environmental sciences of traditional universities, agricultural universities, technological universities, research institutes and academic colleges worldwide. It will help the planners, policymakers and extension scientists in planning and sustainable management of agriculture and natural resources. The authors believe that with its uniqueness the book is one of the important efforts in the contemporary cyber-physical systems. 001442443 588__ $$aOnline resource; title from PDF title page (SpringerLink, viewed October 25, 2021). 001442443 650_0 $$aAgriculture$$xData processing. 001442443 650_0 $$aNatural resources$$xManagement$$xData processing. 001442443 650_6 $$aAgriculture$$xInformatique. 001442443 650_6 $$aRessources naturelles$$xGestion$$xInformatique. 001442443 655_0 $$aElectronic books. 001442443 7001_ $$aObi Reddy, G. P.,$$eeditor. 001442443 7001_ $$aRaval, Mehul S.,$$eeditor. 001442443 7001_ $$aAdinarayana, J.,$$eeditor. 001442443 7001_ $$aCaudharī, Sañjaya,$$d1963-$$eeditor. 001442443 77608 $$iPrint version:$$aReddy, G.P. Obi.$$tData Science in Agriculture and Natural Resource Management.$$dSingapore : Springer Singapore Pte. Limited, ©2021$$z9789811658464 001442443 830_0 $$aStudies in big data ;$$vv. 96. 001442443 852__ $$bebk 001442443 85640 $$3Springer Nature$$uhttps://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-981-16-5847-1$$zOnline Access$$91397441.1 001442443 909CO $$ooai:library.usi.edu:1442443$$pGLOBAL_SET 001442443 980__ $$aBIB 001442443 980__ $$aEBOOK 001442443 982__ $$aEbook 001442443 983__ $$aOnline 001442443 994__ $$a92$$bISE