Semantic Kriging for Spatio-Temporal Prediction
暫譯: 語義克里金法於時空預測的應用

Bhattacharjee, Shrutilipi, Ghosh, Soumya Kanti, Chen, Ing Jia

Semantic Kriging for Spatio-Temporal Prediction
  • 出版商: Springer
  • 出版日期: 2019-07-10
  • 售價: $4,510
  • 貴賓價: 9.5 折 $4,285
  • 語言: 英文
  • 頁數: 147
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 9811386633
  • ISBN-13: 9789811386633

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

 

This book identifies the need for modeling auxiliary knowledge of the terrain to enhance the prediction accuracy of meteorological parameters. The spatial and spatio-temporal prediction of these parameters are important for the scientific community, and the semantic kriging (SemK) and its variants facilitate different types of prediction and forecasting, such as spatial and spatio-temporal, a-priori and a-posterior, univariate and multivariate. As such, the book also covers the process of deriving the meteorological parameters from raw satellite remote sensing imagery, and helps understanding different prediction method categories and the relation between spatial interpolation methods and other prediction methods.

 

The book is a valuable resource for researchers working in the area of prediction of meteorological parameters, semantic analysis (ontology-based reasoning) of the terrain, and improving predictions using auxiliary knowledge of the terrain.

 

商品描述(中文翻譯)

本書指出了建模地形輔助知識的必要性，以提高氣象參數的預測準確性。這些參數的空間和時空預測對科學界來說非常重要，而語義克里金法（Semantic kriging, SemK）及其變體則促進了不同類型的預測和預報，例如空間和時空預測、先驗和後驗預測、單變量和多變量預測。因此，本書還涵蓋了從原始衛星遙感影像中推導氣象參數的過程，並幫助理解不同預測方法類別以及空間插值方法與其他預測方法之間的關係。

本書是研究氣象參數預測、地形的語義分析（基於本體的推理）以及利用地形輔助知識改善預測的研究人員的重要資源。

作者簡介

 

 

Dr. Shrutilipi Bhattacharjee is a Postdoctoral Fellow (PDF) in the Department of Electrical and Computer Engineering, Technical University of Munich, Germany. She completed her B.Tech. from West Bengal University of Technology, India; M.Tech. from National Institute of Technology, Durgapur, India, and Ph.D. from Indian Institute of Technology, Kharagpur, India. Her research interests include geoscience, remote sensing, environmental modelling, semantic analysis, spatial data mining, and spatial statistics. She has published numerous papers in international journals and at conferences. She is also a reviewer for a number of journals and conferences. She is a young professional member of IEEE (including GRSS and WIE) and ACM.

Prof. Soumya K. Ghosh is a Professor in the Department of Computer Science and Engineering, Indian Institute of Technology (IIT) Kharagpur, India. He has been awarded the National Geospatial Chair Professorship by the Department of Science and Technology, Government of India in 2017. He completed his M.Tech. and Ph.D. in Computer Science and Engineering at IIT Kharagpur. Prior to IIT Kharagpur, he worked for Indian Space Research Organization, Government of India, as Scientist in the area of Satellite Remote Sensing and GIS. He has more than 15 years of teaching experience and supervised more than 10 Ph.D. theses. His research interests include spatial informatics, spatial data science, geographic information systems, and cloud computing. He has published numerous papers in international journals and conference proceedings. He is a member of IEEE and ACM.

 

Dr. Jia Chen is a Professor at the Technical University of Munich and an Associate in the Department of Earth and Planetary Sciences at Harvard University. She completed her Master's degree in Engineering at University Karlsruhe and Ph.D. at the Technical University of Munich, after which she also worked as Postdoctoral Fellow in Environmental Science & Engineering at Harvard University. She has published over 100 papers in international journals and conferences and has also filed 12 patents. She is also an active reviewer for several international journals and a member of IEEE Photonics Society, EGU, VDE and VDI.

 

 

作者簡介(中文翻譯)

Dr. Shrutilipi Bhattacharjee 是德國慕尼黑工業大學電機與計算機工程系的博士後研究員 (PDF)。她在印度西孟加拉技術大學獲得了工學學士學位 (B.Tech.)，在印度杜爾卡普爾國立技術學院獲得了工學碩士學位 (M.Tech.)，並在印度卡哈爾古爾印度理工學院獲得了博士學位 (Ph.D.)。她的研究興趣包括地球科學、遙感、環境建模、語義分析、空間數據挖掘和空間統計。她在國際期刊和會議上發表了多篇論文，並擔任多個期刊和會議的審稿人。她是IEEE（包括GRSS和WIE）和ACM的年輕專業會員。

Prof. Soumya K. Ghosh 是印度卡哈爾古爾印度理工學院計算機科學與工程系的教授。他於2017年獲得印度政府科學與技術部頒發的國家地理空間講座教授職位。他在卡哈爾古爾印度理工學院獲得了計算機科學與工程的碩士 (M.Tech.) 和博士 (Ph.D.) 學位。在加入卡哈爾古爾印度理工學院之前，他曾在印度政府的印度空間研究組織擔任衛星遙感和地理資訊系統 (GIS) 領域的科學家。他擁有超過15年的教學經驗，並指導了超過10篇博士論文。他的研究興趣包括空間資訊學、空間數據科學、地理資訊系統和雲計算。他在國際期刊和會議論文集中發表了多篇論文，是IEEE和ACM的會員。

Dr. Jia Chen 是慕尼黑工業大學的教授，並在哈佛大學地球與行星科學系擔任副研究員。她在卡爾斯魯厄大學獲得了工程碩士學位，並在慕尼黑工業大學獲得了博士學位 (Ph.D.)，之後她還在哈佛大學的環境科學與工程領域擔任博士後研究員。她在國際期刊和會議上發表了超過100篇論文，並申請了12項專利。她還是多個國際期刊的活躍審稿人，並且是IEEE光子學會、歐洲地球科學聯合會 (EGU)、德國電氣工程師協會 (VDE) 和德國工程師協會 (VDI) 的會員。

類似商品