rdf-syntax-grammar
mods:
  schema location: http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-2.xsd
  title info:
    title: AGRICULTURAL INSIGHTS FROM SPACE
    sub title: machine learning applications in
  name:
    name part: ScienceDirect (Online service)
  type of resource: text
  genre: Electronic books.
  origin info:
    place:
      place term: xx
    place:
      place term: S.l.]
    publisher: Academic Press
    date issued: 2025
    issuance: monographic
  language:
    language term: eng
  physical description:
    form: remote
    extent: 1 online resource
  abstract: Agricultural Insights from Space offers a comprehensive exploration of how geospatial technology and machine learning are transforming modern agriculture. From satellite data acquisition and soil mapping to crop classification, yield prediction, and irrigation optimization, this volume presents cutting-edge methods for advancing precision and sustainable farming. Key chapters highlight the integration of spatial data with AI to monitor crop health, track pest and disease outbreaks, manage livestock, and map agroforestry systems. The use of climate data and deep learning models illustrates how these innovations strengthen resilience and support informed decision-making in the face of environmental challenges. Through detailed methodologies and real-world case studies, including applications of Lagrange polynomials, deep learning ensembles, and synthetic data generation, the book showcases practical solutions that bridge research and implementation. Whether applied in academic research, fieldwork, or technology development, Agricultural Insights from Space offers a multidisciplinary foundation for tackling complex agricultural challenges. It empowers readers to harness emerging technologies not just to improve efficiency, but to reshape agricultural systems for long-term sustainability and impact.
  subject:
    topic: Agriculture
    topic: Geographic information systems
  subject:
    topic: Agriculture
    topic: Systèmes d'information géographique
  classification: S494.5.I47
  classification: 630.285
  related item:
    identifier: (OCoLC)1504234441
  identifier: 9780443341144
  identifier: 0443341141
  identifier: 9780443341137
  identifier: 0443341133
  identifier: http://proxy.library.tamu.edu/login
  record info:
    record content source: YDX
    record creation date: 251120
    record change date: 20260327191554.7
    record identifier: in00005776669
    language of cataloging:
      language term: eng