週次 |
日期 |
單元主題 |
第1週 |
9/17 |
1. Introduction
(1) Characterizing natural phenomena
(2) Random variables, random processes and random fields
(3) Stochastic simulation |
第2週 |
9/24 |
No class (a supplementary class will be scheduled.) |
第3週 |
10/01 |
2. Variogram modeling (I)
(1) Isotropic variogram modeling
(2) Scale effect – change of support
(3) Anisotropic variogram modeling
|
第4週 |
10/08 |
3. Variogram modeling (II)
(4) Proportional effect
(5) Dimensionless (climatological) variogram |
第5週 |
10/15 |
4. Spatial estimation (I)
(1) Simple kriging
(2) Ordinary kriging
(3) Application 1 - Remote Sensing Image Rectification
Application 2 - Raingauge Network Evaluation and Augmentation
|
第6週 |
10/22 |
5. Spatial estimation (II)
(4) Block kriging
(5) Indicator kriging
(6) Application 3 - Remote Sensing Image Classification using indicator kriging |
第7週 |
10/29 |
6. Spatial estimation (III)
(7) Universal kriging
(8) Co-kriging
|
第8週 |
11/05 |
7. Assessment of spatial uncertainty (I)
(1) Sequential Gaussian simulation (SGS)
(2) Gamma random field simulation |
第9週 |
11/12 |
8. Assessment of spatial uncertainty (II)
(3) Conditional random field simulation
(4) Application 4 - Delineation of heavy metal contamination zones |
第10週 |
11/19 |
Midterm exam |
第11週 |
11/26 |
9. More advanced discussions (I)
(1) Variogram estimation |
第12週 |
12/03 |
10. More advanced discussions (II)
(1) Variogram estimation (continued) |
第13週 |
12/10 |
11. More advanced discussions (III)
(2) Spatial interpolation |
第14週 |
12/17 |
12. More advanced discussions (IV)
(2) Spatial interpolation (continued) |
第15週 |
12/24 |
13. Softwares for geostatistical analysis
GS+
S-plus
R for geostatistics |
第16週 |
12/31 |
Students presentation (I) |
第17週 |
1/07 |
Students presentation (II) |