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A Modelling Framework to Support  Planning for Low-Carbon Urban Growth
Main objective ,[object Object],[object Object],[object Object],[object Object],[object Object]
Overview ,[object Object],[object Object],[object Object],[object Object],[object Object]
Coupled land-use change – transportation model ,[object Object],[object Object],[object Object],Spatial dynamic model for  simulating future urban development + Transportation model for  estimating the traffic load related to the future land uses scenarios Spatialized emission inventory
The WRF-ACASA Coupled Model  ,[object Object],[object Object]
The WRF-ACASA Coupled Model  ,[object Object],[object Object],[object Object],[object Object]
Constrained CA simulation of land use change neighbourhood effect (interactions between urban functions) Transition potentials Land use at time  t Land use at time  t+1 Land use requests in the area Planning regulation, Accessibility, suitability, etc.
The Transportation Model   ,[object Object],[object Object],[object Object]
The OD Matrix   ,[object Object],[object Object],[object Object],Z 1 Z 2 Z 3 Z 4 Z 5 Z 6 source destination
Dynamic assignment of vehicular trips ,[object Object],for   k  = 1  to   m for  each couple of zone (Z i , Z j ) ,[object Object],[object Object],[object Object],for  each link  l i  ,[object Object]
Dynamic assignment of vehicular trips ,[object Object],[object Object],[Dendrinos and Sonis, 1990] link lenght traffic load link capacity parameters
Dynamic traffic assignment:  moderate congestibility hypothetical land use which is source and destination of vehicular trips
Dynamic traffic assignment:  h igh congestibility
Dynamic traffic assignment:  land use change new development contraction
An in-Progress Application Example: Florence
Cellular Automata Input GIS layers Terrain slope Land cover Accessibility  Street network Zoning/regulations Accessibility of industrial/commercial areas accessibility of residential areas
Example of future land uses projections (Florence)
Example of WRF-ACASA output for Florence  (Baseline scenario)

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