臺大課程網

地理統計

111-2 開課
  • 流水號

    34244

  • 課號

    BSE5060

  • 課程識別碼

    622 U2580

  • 無分班

  • 3 學分
  • 授課對象

    生物環境系統工程學系

  • 選修
  • 林裕彬 教授

    • 搜尋教師開設的課程
    • 生物資源暨農學院 生物環境系統工程學系

    • yplin@ntu.edu.tw

    • 生物環境系統工程學系204
    • 3366-3467

  • 三 7, 8, 9
  • 農工繪圖室

  • 2 類加選

  • 修課總人數 20 人

    本校 20 人

  • 無領域專長

  • 英文授課
  • 核心能力與課程規劃關聯圖
  • 備註
    本課程以英語授課。
  • 本校選課狀況

    載入中...
  • 課程概述
    Geostatistics provides quantitative descriptions of variables in space and time. It deals with spatiotemporal data based on regionalization variable theory, and contributes to the linear estimation of spatial random variables. Spatial structure of the spatial variables can be done by using semi-variogram (variogram). The best linear unbiased estimation (BLUE) and geostatistical simulations can be utilized to deal with spatial estimations and simulations of the random variables. This course will introduce the basic geostatistics and the above approaches. The relevant software of geostatistics will be introduced in this course.
  • 課程目標
    The aims of the course are to introduce the theories of the random processes, spatial covariances and the semi-variogram. Students will learn how to do linear spatial estimations using kriging and co-kriging as well as non-linear estimation such as indicator kriging. Students will learn how to utilize geostatistical simulation approaches in dealing the random variable. Finally, the students will learn how to use software in geostatistical analysis.
  • 課程要求
    Students should have basic statistical background
  • 預期每週課後學習時數
  • Office Hour
    星期三10:00 - 12:00
    *此 Office Hour 需要提前預約
  • 指定閱讀
    Mining Geostatistics, A.G. Journel and C.J. Huijbregts, Academic press, 1978. Geostatistics for environmental sceinces, R. Wbster and M. A. Oliver, Wiley, 2001. Geostatistics-modeling spatial uncertainty, J-P. Chiles and P. Delfiner, Wiley, 1999. Introduction to Geostatistics, Kitanidis, Cambridge, 1997. Geostatistical Software Library and User's Guide, C. V. Deutsch and A. G. Journel, OXFORD,1992. Random Field Models in Earth Sciences, George Christakos,Academic Press, 1992.
  • 參考書目
    Introduction to Geostatistics
  • 評量方式
    40%
    final report
    30%
    Mid-term report
    30%
    homework
  • 針對學生困難提供學生調整方式
    調整方式說明
  • 課程進度
    第 1 週Introduction and statistics
    第 2 週Statistics and Geostatistics
    第 3 週Prediction and interpolation Characterizing spatial processes
    第 4 週Covariances and sem-variogram (Variogram)
    第 5 週Estimating and modeling variogram
    第 6 週Estimating and modeling variogram
    第 7 週Linear estimation and prediction, kriging
    第 8 週cross-correlation, coregionalization and cokriging
    第 9 週Uinversal kriging
    第 10 週Mid-term report and 10-minute presentation
    第 11 週Nonlinear methods and indicator kriging
    第 12 週Geostatistical simulation of random variable
    第 13 週Principle of stochastic simulation
    第 14 週Sequential simulation approach and conditional simulations
    第 15 週conditional simulation and Sequential Gaussian Simulation (sGs)
    第 16 週Sampling Design/ Final report and 20-minute presentation