001482489 000__ 04153cam\\22005897i\4500 001482489 001__ 1482489 001482489 003__ OCoLC 001482489 005__ 20231128003338.0 001482489 006__ m\\\\\o\\d\\\\\\\\ 001482489 007__ cr\un\nnnunnun 001482489 008__ 231019s2023\\\\sz\a\\\\ob\\\\001\0\eng\d 001482489 019__ $$a1404433624$$a1404445876 001482489 020__ $$a9783031383991$$q(electronic bk.) 001482489 020__ $$a3031383990$$q(electronic bk.) 001482489 020__ $$z9783031383984 001482489 020__ $$z3031383982 001482489 0247_ $$a10.1007/978-3-031-38399-1$$2doi 001482489 035__ $$aSP(OCoLC)1404835774 001482489 040__ $$aGW5XE$$beng$$erda$$epn$$cGW5XE$$dYDX$$dOCLKB$$dEBLCP$$dYDX$$dOCLCO$$dOCLCF 001482489 049__ $$aISEA 001482489 050_4 $$aS494.5.D3$$bV87 2023 001482489 08204 $$a338.10285$$223/eng/20231019 001482489 1001_ $$aVuppalapati, Chandrasekar,$$eauthor. 001482489 24510 $$aSpecialty crops for climate change adaptation :$$bstrategies for enhanced food security by using machine learning and artificial intelligence /$$cChandrasekar Vuppalapati. 001482489 264_1 $$aCham :$$bSpringer,$$c2023. 001482489 300__ $$a1 online resource (xxxi, 813 pages) :$$billustrations (some color). 001482489 336__ $$atext$$btxt$$2rdacontent 001482489 337__ $$acomputer$$bc$$2rdamedia 001482489 338__ $$aonline resource$$bcr$$2rdacarrier 001482489 4901_ $$aSTEAM-H,$$x2520-1948 001482489 504__ $$aIncludes bibliographical references and index. 001482489 5050_ $$aChapter 1. Introduction -- Chapter 2. Specialty Crops -- Chapter 3. Time Series Data -- Chapter 4. Climate Models -- Chapter 5. Supervised Models -- Chapter 6. Unsupervised Models -- Chapter 7. Heuristic & Constraint Optimization -- Chapter 8. Deep Learning -- Chapter 9. Dimensionality Reduction -- Chapter 10. Ethical AI -- Chapter 11. Final Thought. 001482489 506__ $$aAccess limited to authorized users. 001482489 520__ $$aSpecialty crops are defined as fruits and vegetables, tree nuts, dried fruits, horticulture, and nursery crops including floriculture. The value of specialty crop production in the United States accounted for 18.44% of the $433.569 billion in agriculture cash receipts collected in 2021. In 2020, that ratio was 21.47% of the $363.464 billion. Specialty crops are gaining increasing attention across nation as demonstrated in the 2018 farm bill (Agricultural Act of the 2018 Farm Bill (P.L. 115-334)) with the increased number of provisions addressing specialty crop issues, reflecting their growing role in the global economy. The cultivation of Specialty crops, nevertheless, has its own challenges. Specialty crops are generally more sensitive to climatic stressors and require more comprehensive management compared to traditional row crops. Specialty crops face significant financial risks threatening US$1.6 Trillion global market due to their higher water demand. The mission of the book is to prepare current and future software engineering teams, agriculture students, economists, macroeconomists with the skills and tools to fully utilize advanced data science, artificial intelligence, climate patterns, and economic models to develop software capabilities that help to achieve Specialty crops and economic sustainability, through improved productivity for years to come and ensure enough food for the future of the planet and generations to come! 001482489 588__ $$aOnline resource; title from PDF title page (SpringerLink, viewed October 19, 2023). 001482489 650_6 $$aIntelligence artificielle$$xApplications agricoles. 001482489 650_6 $$aCultures spéciales$$xFacteurs climatiques. 001482489 650_6 $$aSécurité alimentaire. 001482489 650_0 $$aArtificial intelligence$$xAgricultural applications.$$xMedical applications$$0(DLC)sh 88003000 001482489 650_0 $$aSpecialty crops$$xClimatic factors.$$0(DLC)sh2003005852 001482489 650_0 $$aFood security.$$0(DLC)sh2009007706 001482489 655_0 $$aElectronic books. 001482489 77608 $$iPrint version: $$z3031383982$$z9783031383984$$w(OCoLC)1389878570 001482489 830_0 $$aSTEAM-H (Series),$$x2520-1948 001482489 852__ $$bebk 001482489 85640 $$3Springer Nature$$uhttps://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-031-38399-1$$zOnline Access$$91397441.1 001482489 909CO $$ooai:library.usi.edu:1482489$$pGLOBAL_SET 001482489 980__ $$aBIB 001482489 980__ $$aEBOOK 001482489 982__ $$aEbook 001482489 983__ $$aOnline 001482489 994__ $$a92$$bISE