from remote sensing to agent-based models
TRANSCRIPT
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Land-Change Modelling: From Remote Sensing to Agent Based Models.
Sérgio Souza Costa Macro Pattern
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Timeline of land change analysis
Remote sensing
Changes measure
Landscape Ecology
Pattern analysis
Regression methods
Statistic
Pattern-oriented models (LUCC)
CLUE, DINAMICA ...
Social simulation
Computer Science
Celular automata ABM and Network theory
ABM/LUCC
Eg. LUCITA, SYPRIA
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Timeline of land change analysis
Remote sensing
Changes measure
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Remote sensing
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Timeline of land change analysis
Remote sensing
Changes measure
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Timeline of land change analysis
Remote sensing
Changes measure
Landscape Ecology
Pattern analysis
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Landscape ecology
Silva et al. (2008) Mota et al. (2009)
4,82 km
São Felix do Xingu. (Google)
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Timeline of land change analysis
Remote sensing
Changes measure
Landscape Ecology
Pattern analysis
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Timeline of land change analysis
Remote sensing
Changes measure
Landscape Ecology
Pattern analysis
Regression methods
Statistic
Computer Science
Celular automata
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Timeline of land change analysis
Remote sensing
Changes measure
Landscape Ecology
Pattern analysis
Regression methods
Statistic
Pattern-oriented models (LUCC)
CLUE, DINAMICA ...
Computer Science
Celular automata ABM – bird flocking
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Pattern-oriented models
decision = f (biophysical + socio-economic)
Aguiar et al. (2007)
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Pattern-oriented models
●We cannot represent the diversity of the actors in the same region.
●The causal relations cannot be extracted from regression analyses
Aguiar et al. (2007)
decision = f (biophysical + socio-economic)
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Timeline of land change analysis
Remote sensing
Changes measure
Landscape Ecology
Pattern analysis
Regression methods
Statistic
Pattern-oriented models (LUCC)
CLUE, DINAMICA ...
Computer Science
Celular automata ABM and Network theory
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Timeline of land change analysis
Remote sensing
Changes measure
Landscape Ecology
Pattern analysis
Regression methods
Statistic
Pattern-oriented models (LUCC)
CLUE, DINAMICA ...
Computer Science
Celular automata ABM and Network theory
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Agent-based models and network theories
Macro Pattern
Interactions between agents and the environment.
Complexity and Emergence.
Network theories
The network of collaborations between scientists (Newman, 2003)
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Timeline of land change analysis
Remote sensing
Changes measure
Landscape Ecology
Pattern analysis
Regression methods
Statistic
Pattern-oriented models (LUCC)
CLUE, DINAMICA ...
Social simulation
Computer Science
Celular automata
ABM/LUCC
Eg. LUCITA, SYPRIA
ABM and Network theory
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Social Simulation
http://www.casa.ucl.ac.uk/abm/secondlife/ped_introduction.asp
Second Life: Pedestrian Evacuation Model
Schelling’s Model of Segregation N-Person Prisoner's Dilemma
Low-incomeMiddle-incomeHigh-income
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Timeline of land change analysis
Remote sensing
Changes measure
Landscape Ecology
Pattern analysis
Regression methods
Statistic
Pattern-oriented models (LUCC)
CLUE, DINAMICA ...
Social simulation
Computer Science
Celular automata
ABM/LUCC
Eg. LUCITA, SYPRIA
ABM and Network theory
![Page 19: From remote sensing to agent-based models](https://reader030.vdocument.in/reader030/viewer/2022032616/55a409fb1a28abdd5e8b473f/html5/thumbnails/19.jpg)
Timeline of land change analysis
Remote sensing
Changes measure
Landscape Ecology
Pattern analysis
Regression methods
Statistic
Pattern-oriented models (LUCC)
CLUE, DINAMICA ...
Social simulation
Computer Science
Celular automata
ABM/LUCC
Eg. LUCITA, SYPRIA
ABM and Network theory
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Agent-based models – Previous work
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Agent-based models for Land Change
Designed Environment (Social laboratory)
Small extension (sample survey)
Eg. LUCITA, MAMELUKE ..Eg. SLUDGE, SOME, FEARLUS ..
Sludge ModelParker (2004)
Agricultura
Urban