Big Data for Remote Sensing: Visualization, Analysis and Interpretation: Digital Earth and Smart Earth
暫譯: 遙感大數據:視覺化、分析與詮釋:數位地球與智慧地球

  • 出版商: Springer
  • 出版日期: 2018-06-01
  • 售價: $6,780
  • 貴賓價: 9.5$6,441
  • 語言: 英文
  • 頁數: 154
  • 裝訂: Hardcover
  • ISBN: 3319899228
  • ISBN-13: 9783319899220
  • 相關分類: 大數據 Big-data
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book thoroughly covers the remote sensing visualization and analysis techniques based on computational imaging and vision in Earth science. 

Remote sensing is considered a significant information source for monitoring and mapping natural and man-made land through the development of sensor resolutions that committed different Earth observation platforms. The book includes related topics for the different systems, models, and approaches used in the visualization of remote sensing images. It offers flexible and sophisticated solutions for removing uncertainty from the satellite data. It introduces real time big data analytics to derive intelligence systems in enterprise earth science applications. Furthermore, the book integrates statistical concepts with computer-based geographic information systems (GIS). It focuses on image processing techniques for observing data together with uncertainty information raised by spectral, spatial, and positional accuracy of GPS data. The book addresses several advanced improvement models to guide the engineers in developing different remote sensing visualization and analysis schemes. Highlights on the advanced improvement models of the supervised/unsupervised classification algorithms, support vector machines, artificial neural networks, fuzzy logic, decision-making algorithms, and Time Series Model and Forecasting are addressed. 

This book guides engineers, designers, and researchers to exploit the intrinsic design remote sensing systems. The book gathers remarkable material from an international experts' panel to guide the readers during the development of earth big data analytics and their challenges.

商品描述(中文翻譯)

本書全面涵蓋基於計算成像和視覺的地球科學遙感可視化和分析技術。

遙感被視為監測和繪製自然及人造土地的重要信息來源,這得益於不同地球觀測平台的傳感器解析度的發展。本書包括與不同系統、模型和方法相關的主題,這些主題用於遙感影像的可視化。它提供靈活且精密的解決方案,以消除衛星數據中的不確定性。本書介紹了實時大數據分析,以推導企業地球科學應用中的智能系統。此外,本書將統計概念與基於計算機的地理信息系統(GIS)相結合。它專注於圖像處理技術,以觀察數據以及由光譜、空間和GPS數據的定位精度引起的不確定性信息。本書針對幾個先進的改進模型,指導工程師開發不同的遙感可視化和分析方案。重點介紹了監督式/非監督式分類算法、支持向量機、人工神經網絡、模糊邏輯、決策算法以及時間序列模型和預測的先進改進模型。

本書指導工程師、設計師和研究人員利用內在設計的遙感系統。本書匯集了來自國際專家小組的卓越材料,以指導讀者在開發地球大數據分析及其挑戰過程中的工作。