04667nam a22005055i 4500001001800000003000900018005001700027007001500044008004100059020001800100024003500118050001100153072001600164072002300180072001500203245016800218250001800386264007200404300006600476336002600542337002600568338003600594347002400630505146800654520122202122650001703344650003203361650002903393650004203422650002103464650001703485650003203502650002903534650006403563700008703627700007603714700008103790700007603871710003403947773002603981776003604007776003604043776003604079856004604115978-981-97-5878-4DE-He21320251030113236.0cr nn 008mamaa241019s2024    si |    s    |||| 0|eng d  a97898197587847 a10.1007/978-981-97-5878-42doi 4aS1-972 7aTVB2bicssc 7aTEC0030002bisacsh 7aTVB2thema10aArtificial Intelligence Techniques in Smart Agricultureh[electronic resource] /cedited by Siddharth Singh Chouhan, Akash Saxena, Uday Pratap Singh, Sanjeev Jain.  a1st ed. 2024. 1aSingapore :bSpringer Nature Singapore :bImprint: Springer,c2024.  aXXII, 287 p. 93 illus., 86 illus. in color.bonline resource.  atextbtxt2rdacontent  acomputerbc2rdamedia  aonline resourcebcr2rdacarrier  atext filebPDF2rda0 aChapter 1. Assessing the importance and need of Artificial Intelligence for Precision Agriculture -- Chapter 2. Challenges in Achieving Artificial Intelligence in Agriculture -- Chapter 3. Introduction to Artificial Intelligence techniques in Agricultural applications and their future aspects -- Chapter 4. Agricultural Artificial Intelligence: Obstacles and Opportunities -- Chapter 5. Smart Farming Management System: Pre and Post Production Interventions -- Chapter 6. Introduction to various intelligent devices and implementation platforms -- Chapter 7. Fruit Counting and Analysis Using Artificial Intelligence Approaches -- Chapter 8. Deep Learning-Based Plant Stress Diagnosis: An Optimized Generative Augmentation Model Approach -- Chapter 9. Transformative Impact of AI-Driven Computer Vision in Agriculture -- Chapter 10. An in-depth analysis of artificial intelligence-based crop pest management and water supply regulation -- Chapter 11. AI for Data-Driven Decision Making in Smart Agriculture: From Field to Farm Management -- Chapter 12. AI based Regulation of Water supply and Pest Management in Farming -- Chapter 13. Advancement and Challenges of Implementing Artificial Intelligence of Things in Precision Agriculture -- Chapter 14. Enabling Digital Platforms: Towards Smart Agriculture -- Chapter 15. IoT and Drone-Based Field Monitoring and Surveillance System -- Chapter 16. IoT based Real Time Farm Management System for Smart Agriculture.  aThis edited volume explores the integration of artificial intelligence to improve crop production. It addresses the critical need for intelligent crop management in light of the world's escalating population. Encompassing a spectrum of technologies, including computer vision, image processing, soft computing, machine learning, and deep learning, the book explores advancements in decision-making systems. It integrates data science methodologies, Internet of Things, wireless communications, and a range of sensors and actuators to provide precise, timely, and cost-effective solutions to agricultural challenges, ultimately enhancing both the quality and quantity of crop yields. The book empowers its audience to direct their efforts towards designing models and prototypes that benefit society and the environment, making it an indispensable resource for those eager to shape the future of intelligent agriculture. It serves as a comprehensive guide for students, scholars, and academicians keen on delving into the transformative field of artificial intelligence in agriculture. Researchers, scientists, and field experts will find invaluable insights to guide their exploration and contribution to this domain. 0aAgriculture. 0aAgricultural biotechnology. 0aArtificial intelligence. 0aImage processingxDigital techniques. 0aComputer vision.14aAgriculture.24aAgricultural Biotechnology.24aArtificial Intelligence.24aComputer Imaging, Vision, Pattern Recognition and Graphics.1 aChouhan, Siddharth Singh.eeditor.4edt4http://id.loc.gov/vocabulary/relators/edt1 aSaxena, Akash.eeditor.4edt4http://id.loc.gov/vocabulary/relators/edt1 aSingh, Uday Pratap.eeditor.4edt4http://id.loc.gov/vocabulary/relators/edt1 aJain, Sanjeev.eeditor.4edt4http://id.loc.gov/vocabulary/relators/edt2 aSpringerLink (Online service)0 tSpringer Nature eBook08iPrinted edition:z978981975877708iPrinted edition:z978981975879108iPrinted edition:z978981975880740uhttps://doi.org/10.1007/978-981-97-5878-4