From remote sensing to agent-based models
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From remote sensing to agent-based models
- 1. Land-Change Modelling: From Remote Sensing to Agent Based Models. Sérgio Souza Costa Macro Pattern
- 2. 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
- 3. Timeline of land change analysis Remote sensing Changes measure
- 5. Timeline of land change analysis Remote sensing Changes measure
- 6. Timeline of land change analysis Remote sensing Changes measure Landscape Ecology Pattern analysis
- 7. Landscape ecology Silva et al. (2008) Mota et al. (2009) 4,82 km São Felix do Xingu. (Google)
- 8. Timeline of land change analysis Remote sensing Changes measure Landscape Ecology Pattern analysis
- 9. Timeline of land change analysis Remote sensing Changes measure Landscape Ecology Pattern analysis Regression methods Statistic Computer Science Celular automata
- 10. 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
- 11. Pattern-oriented models decision = f (biophysical + socio-economic) Aguiar et al. (2007)
- 12. 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)
- 13. 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
- 14. 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
- 15. 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)
- 16. 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
- 17. 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-income Middle-income High-income
- 18. 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
- 19. 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
- 20. Agent-based models – Previous work
- 21. Agent-based models for Land Change Designed Environment (Social laboratory) Small extension (sample survey) Eg. LUCITA, MAMELUKE ..Eg. SLUDGE, SOME, FEARLUS .. Sludge Model Parker (2004) Agricultura Urban