PhD Lecture, IGSNRR, Room 2209; 8:30-11:30, 23 November, 2011
空间空间分析
王劲峰王劲峰
Jin-Feng Wang
Jin Feng Wang
wangjf@Lreis.ac.cn
State Key Laboratory of Resources & Environmental Information System
State Key Laboratory of Resources & Environmental Information System
Institute of Geographic Sciences and Natural Resources Research
Chinese Academy of Sciences
A11 D t R d B iji
A11, Datun Road, Beijing 100101, China
100101 Chi
Introduction
Motivation
Motivation
Spatial Dimension
Spatial Dimension
Nw = 32
NB = 32
5.0y
2
2
25.0
I = -1.000
NBW = 112
NBB = 0
NBB = 0
NWW = 0
I = -0.393
NBW = 78
NBB = 16
NBB = 16
NWW = 18
I = 0.000
NBW = 56
N = 30
NBB = 30
NWW = 26
I = +0.393
NBW = 34
42
NBB = 42
N
NWW = 36
I = +0.857
NBW = 8
N = 52
NBB = 52
NWW = 52
R d
V i bl
Random Variable
Motivation
• Classic Data Classic Statistics
Classic Data Classic Statistics
– iid: independent identically distributed rv.
• Spatial Data Spatial Statistics
– spatially correlated data
spatially correlated data
– spatial heterogeneity
– one realization
王劲峰 等. 2006. 空间分析. 北京: 科学出版社
Motivation
Objects & Spatial Tools
Objects & Spatial Tools
• Spatial objects: human economy land water climate
• Spatial objects: human, economy, land, water, climate
• Spatial Phenomena: distribution & movement
Objective Tools Map GIS
Display
Display
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Enquiry
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P ttPatterns
**
Determinants
Simulation & Prediction
Impact & Control
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***
*
*
*** excellent; ** good; * fine
Spatial Analysis
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Motivation
Spatial Analysis by Examples
Spatial Analysis by Examples
(
;
;
,
;
g p
Spatial Regression
Spatial Sampling
• Mean for Stratified Non-homogeneity surfaces: MSN (IEEE TGRS 2009)
• Biased Sample Remedy: B-shade (PLoS ONE 2011)
• Multi-unit Reporting: Sandwich Statistic (IJRS 2002; IJGIS 2010; EPA 2012)
Population Health Risk
• Birth defects Geographic Detector (IJGIS 2010; IJGIS2009; BMC2004,2010;IJEH2008)
)
• HFMD & Climate: Spatiotemporal Type (IJHG 2011)
Resources Management: Water Optimized Reallocation Model (WORM) (WRM 2008)
•
•
Disaster Scenarios Simulation
•
•
•
Spatiotemporal Modeling
• Urbanization: Cities Evolution Tree (P&E 2011)
•
Urban Traffic Signal Optimization (patent)
Loss: Indian ocean tsunami on Dec 26 2004 (RA 2008)
Loss: Indian ocean tsunami on Dec 26, 2004 (RA 2008)
Population reallocation: Sichuan earthquake on May 12, 2008 (P&E 2010)
Efficient Principle: The South to North Water Transfer in China (Science in China2002)
Efficient Principle: The South to North Water Transfer in China (Science in China2002)
Efficient + Fair Principles: Heihe River (Water Resource Management 2008)
SARS & Flu Meta Modeling (JPH 2008; WHO Bulletin 2006; Public Health 2005)