Partial validation of cellular automata based model simulations of urban growth: An approach to assessing factor influence using spatial methods. (July 2015)
- Record Type:
- Journal Article
- Title:
- Partial validation of cellular automata based model simulations of urban growth: An approach to assessing factor influence using spatial methods. (July 2015)
- Main Title:
- Partial validation of cellular automata based model simulations of urban growth: An approach to assessing factor influence using spatial methods
- Authors:
- Barreira González, Pablo
Aguilera-Benavente, Francisco
Gómez-Delgado, Montserrat - Abstract:
- Abstract: Cellular Automata (CA) based models have a high aptitude to reproduce the characteristics of urban processes and are useful to explore future scenarios. However, validation of their results poses a major challenge due to the absence of real future data with which to compare them. A partial validation applied to a CA-based model for the Madrid Region (Spain) is presented as a proposal for determining the influence of given factors on the results and testing their spatial variability. Several simulations of the model were computed by different combinations of factors, and results were compared using flexible map comparison methods in order to study spatial pattern matches and similarities between them. Main and total effects of these factors were calculated for each method, by applying a simplified Global Sensitivity Analysis approach. Frequency maps showing the most frequent cells with changed land use in the results were generated. Highlights: A set of runs were computed for all possible combinations of main input factors. Generated simulations were compared using spatial metrics and buffer zones. The main and total effects of each parameter were computed for each method employed, applying a simplified GSA. A stability (frequency) map was made for the different simulations generated to detect the more robust areas. This simple methodology is an attempt to improve modeller-planner communication and understanding.
- Is Part Of:
- Environmental modelling & software. Volume 69(2015:Jul.)
- Journal:
- Environmental modelling & software
- Issue:
- Volume 69(2015:Jul.)
- Issue Display:
- Volume 69 (2015)
- Year:
- 2015
- Volume:
- 69
- Issue Sort Value:
- 2015-0069-0000-0000
- Page Start:
- 77
- Page End:
- 89
- Publication Date:
- 2015-07
- Subjects:
- Cellular automata models -- Urban growth -- Partial validation -- Map comparison -- Frequency maps
Environmental monitoring -- Computer programs -- Periodicals
Ecology -- Computer simulation -- Periodicals
Digital computer simulation -- Periodicals
Computer software -- Periodicals
Environmental Monitoring -- Periodicals
Computer Simulation -- Periodicals
Environnement -- Surveillance -- Logiciels -- Périodiques
Écologie -- Simulation, Méthodes de -- Périodiques
Simulation par ordinateur -- Périodiques
Logiciels -- Périodiques
Computer software
Digital computer simulation
Ecology -- Computer simulation
Environmental monitoring -- Computer programs
Periodicals
Electronic journals
363.70015118 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13648152 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.envsoft.2015.03.008 ↗
- Languages:
- English
- ISSNs:
- 1364-8152
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - 3791.522800
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