Professor Ke-Sheng Cheng
Dept of Bioenvironmental Systems Engineering &
Master Program in Statistics
Email: rslab@ntu.edu.tw
RSLAB_BSE_NTU
No. 1, Section 4, Roosevelt Road
Bioenvironmental Syst. Eng., National Taiwan University
Geostatistics (地理統計)
Dept. of Bioenvironmental Systems Engineering/Master Program in Statistics
National Taiwan University
Professor Ke-Sheng Cheng 鄭克聲 教授
課程公告
從本週開始,臺大已經可以在教室實體上課。所以我們會在生工系館(五號館)二樓九號教室上課。
Course description
Geostatistics is a branch of statistics which focuses on characterization, estimation, prediction, and simulation of spatially varying phenomena, using data obtained at a limited number of spatial locations. Geostatistical methods have been applied to many areas such as hydrology, soil science, epidemiology, meteorology, corps science, environmental sciences, and in general where data are collected at spatial (geographical or hypothetical) locations.
This course aims to introduce fundamentals of random field modeling and simulation. In addition to in-class theoretical derivations and explanations, practices of geostatistical modeling, prediction, and simulation will be conducted using the R package gstat. Several examples of geostatistical application will also be demonstrated in class.
Data set to be used in class: Typhoon.csv (Hourly rainfalls of 24-hr event maximum rainfalls recorded at 30 rainfall stations in nothern Taiwan)
08-18-2020
08-18-2020
08-18-2020
08-18-2020
08-18-2020
Journel, A.G. and Huijbregts, C.J., 1978. Mining Geostatistics, Academics Press, London.
Isobel Clark, Practical Geostatistics, 1979. (http://www.kriging.com/PG1979/PG1979.pdf)
Goovaerts, P., 1997. Geostatistics for Natural Resources Evaluation. Oxford University Press, New York.
Chilès, J.P. and Delfiner, P., 1999. Geostatistics – Modeling Spatial Uncertainty, John Wiley & Sons, Inc., New York.
Diggle, P.J., Ribeiro, P.J., 2007. Model-based Geostatistics, Spronger.
Oliver, M.A. and Webster, R., 2015. Basic Steps in Geostatistics: The Variogram and Kriging, Springer.
(Subject to the class situation)
RSLAB - NTU
Prof. Ke-Sheng Cheng
RSLAB_BSE_NTU
No. 1, Section 4, Roosevelt Road
Bioenvironmental Syst. Eng., National Taiwan University