Intelligent Data Mining and Fusion Systems in Agriculture
暫譯: 農業中的智能數據挖掘與融合系統

Pantazi, Xanthoula Eirini, Moshou, Dimitrios, Bochtis, Dionysis

  • 出版商: Academic Press
  • 出版日期: 2019-10-09
  • 售價: $4,610
  • 貴賓價: 9.5$4,380
  • 語言: 英文
  • 頁數: 360
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0128143916
  • ISBN-13: 9780128143919
  • 相關分類: Data-mining
  • 海外代購書籍(需單獨結帳)

商品描述

Intelligent Data Mining and Fusion Systems in Agriculture presents methods of computational intelligence and data fusion that have applications in agriculture for the non-destructive testing of agricultural products and crop condition monitoring. Sections cover the combination of sensors with artificial intelligence architectures in precision agriculture, including algorithms, bio-inspired hierarchical neural maps, and novelty detection algorithms capable of detecting sudden changes in different conditions. This book offers advanced students and entry-level professionals in agricultural science and engineering, geography and geoinformation science an in-depth overview of the connection between decision-making in agricultural operations and the decision support features offered by advanced computational intelligence algorithms.

  • Covers crop protection, automation in agriculture, artificial intelligence in agriculture, sensing and Internet of Things (IoTs) in agriculture
  • Addresses AI use in weed management, disease detection, yield prediction and crop production
  • Utilizes case studies to provide real-world insights and direction

商品描述(中文翻譯)

《智慧數據挖掘與融合系統在農業中的應用》介紹了計算智能和數據融合的方法,這些方法可用於農產品的非破壞性檢測和作物狀況監測。書中各章節涵蓋了在精準農業中將感測器與人工智能架構結合的內容,包括算法、生物啟發的分層神經網絡以及能夠檢測不同條件下突變的創新檢測算法。本書為農業科學與工程、地理學及地理資訊科學的高級學生和入門專業人士提供了有關農業運營決策與先進計算智能算法所提供的決策支持功能之間聯繫的深入概述。

- 涵蓋作物保護、農業自動化、農業中的人工智能、農業中的感測技術及物聯網(IoT)
- 討論人工智能在雜草管理、疾病檢測、產量預測和作物生產中的應用
- 利用案例研究提供現實世界的見解和指導