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Urban Growth Modeling Using Cellular Automata with Multi-Temporal Remote Sensing Images Calibrated by the Artificial Bee Colony Optimization Algorithm

Fereydoun Naghibi, Mahmoud Delavar, Bryan Pijanowski
2016 Sensors  
Cellular Automata (CA) is one of the most common techniques used to simulate the urbanization process.  ...  Thus, to model this process several urban growth models have been presented such as Markov chain models [19] , spatial logistic regression [20], multi-criteria evaluation [19] , cellular automata (CA)  ...  CA Model for Urban Growth Urban growth models attempt to anticipate future urban expansion with increasing benefits and reducing environmental impacts.  ... 
doi:10.3390/s16122122 pmid:27983633 pmcid:PMC5191102 fatcat:62phlnamtndphm36oda7qrxm7m

Modeling of urban growth using cellular automata (CA) optimized by Particle Swarm Optimization (PSO)

M. H. Khalilnia, T. Ghaemirad, R. A. Abbaspour
2013 The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences  
According to the results, by combining optimization techniques with cellular automata model, the urban growth patterns can be predicted with accuracy up to 75%.  ...  The patterns of urban growth for the city of Tehran are extracted in a period of twelve years using cellular automata setting the logistic regression functions as transition functions.  ...  According to the results, by combining optimization techniques with cellular automata model, the urban growth patterns can be predicted with accuracy up to 75%.  ... 
doi:10.5194/isprsarchives-xl-1-w3-231-2013 fatcat:xlecq46m6bhxne5pl7og7qxymu

Exploring the potential climate change impact on urban growth in London by a cellular automata-based Markov chain model

Qi Lu, Ni-Bin Chang, Justin Joyce, Albert S. Chen, Dragan A. Savic, Slobodan Djordjevic, Guangtao Fu
2018 Computers, Environment and Urban Systems  
These SDSM findings, along with current land use policies, were included as other factors or constraints in a cellular automata-based Markov Chain model to simulate and predict land use changes in London  ...  Urbanization has become a global trend under the combined influence of population growth, socioeconomic development, and globalization.  ...  Acknowledgement The research is supported by the Global Innovation Initiative (British Council Gll206), funded by the British Council and the Department for Business, Innovation and Skills.  ... 
doi:10.1016/j.compenvurbsys.2017.11.006 fatcat:qxpocyzkazcrdmyaheh5dklfwq

Modeling and Prediction of Horizontal Urban Growth of Mashhad study region by Aggregating Cellular Automata, Fuzzy Theory, Neural Network and Logistic Regression

Farshad Rostami Galeh, Marjan Ghaemi, Rozbeh Shad, Yasaman Lohrabi
2018 Journal of Geospatial Information Technology  
بىٌ‬ ‫ُثبن‬ ‫ثٍ‬ ‫سَ،‬ ‫ٕـچًڃ‬ ‫َـَ‬ ‫ي١ـٮیز‬ 1 Fuzzy Cellular Automata ‫ٹًاویه‬ ‫ثب‬ ‫ډ٦بثٸ‬ ‫څل٪ٍ‬ ‫ىٍ‬ ‫اوشٺبڃ‬ t+1 t ‫سٮَیٴ‬ ‫ډی‬ ‫ٍاث٦ـٍ‬ ‫ًٙى.  ... 
doi:10.29252/jgit.5.4.93 fatcat:32djqk2qkrb3pbig4djrysrdm4

Calibration and Assessment of Multitemporal Image-based Cellular Automata for Urban Growth Modeling

Sharaf Alkheder, Jie Shan
2008 Photogrammetric Engineering and Remote Sensing  
This paper discusses the calibration and assessment of a cellular automata model for urban growth modeling.  ...  A number of transition rules are introduced in the cellular automata model to consider the most influential urbanization factors, such as land-cover maps obtained from satellite images and population density  ...  Cellular automata has been used by Batty and Xie (1994a) to model the urban growth of Cardiff of Wales, and Savannah of Georgia.  ... 
doi:10.14358/pers.74.12.1539 fatcat:y6ecmnirhneyvlnq2pplx3xtga

Fuzzy inference guided cellular automata urban‐growth modelling using multi‐temporal satellite images

S. Al‐kheder, J. Wang, J. Shan
2008 International Journal of Geographical Information Science  
Type I and II errors Fuzzy inference guided cellular automata urban-growth modelling 1287 meet this need by measuring how the modelling results match the real data on a pixel-by-pixel basis.  ...  For the prediction years ( figure 9(c) ), most townships Fuzzy inference guided cellular automata urban-growth modelling 1283 Fuzzy inference guided cellular automata urban-growth modelling 1285 achieve  ... 
doi:10.1080/13658810701617292 fatcat:ex7coapmcvak7dahtyubbgaiu4

Urban Growth Simulation by using Atmospheric Pollution Gas Absorption by Vegetation Area

First, Cellular Automata urban growth model was developed to estimate future urbanized area. Miyake's model (1990) was used to estimate atmospheric pollution gas absorption.  ...  M.: Geosimulation Automata- based modeling of urban phenomena, Wiley, 2004 Urban Growth Simulation by using Atmospheric Pollution Gas Absorption by Vegetation Area* By Kojiro WATANABE**•  ... 
doi:10.2208/journalip.23.133 fatcat:pf5icczsvfd33n3gefljr3rbpi

Cellular automata urban growth model calibration with genetic algorithms

Sharaf Al-Kheder, Jun Wang, Jie Shan
2007 2007 Urban Remote Sensing Joint Event  
Cellular automata, an artificial intelligence technique composed of pixels, states, neighborhood and transition rules, is being widely implemented to model the urban growth process due to its ability to  ...  The main objective of our work is to use genetic algorithms to effectively calibrate, i.e., identify transition rule values, a cellular automata urban growth model that is designed as a function of multitemporal  ...  CELLULAR AUTOMATA URBAN GROWTH MODEL A. Study Area and Input Data In a previous research work, we developed a cellular automata based urban growth model [8] .  ... 
doi:10.1109/urs.2007.371826 fatcat:prnwefc33baejn5gtlkc3sbn54

Developing a web-based cellular automata model for urban growth simulation

Yan Liu, Jin He, Yaolin Liu, Xinming Tang
2009 International Symposium on Spatial Analysis, Spatial-Temporal Data Modeling, and Data Mining  
Cellular automata as an emerging technology have been adapted increasingly by geographers and planners to simulate the spatial and temporal processes of urban growth.  ...  This paper presents a methodology to implement a fuzzy constrained cellular automata model of urban growth within a web-based GIS environment, using the actual urban growth of Metropolitan Sydney, Australia  ...  ACKNOWLEDGEMENT The research reported in this paper is partly supported by the Scientific Research Grant for Outstanding Young and Middle-Aged Personnel, Department of Education, Hubei Province, P.  ... 
doi:10.1117/12.838657 fatcat:fffyrwinxnasbhrwbzmmr5mz2u

Using cellular automata to simulate tourism growth. Case study: Iaşi city

Cristina Lupu, Peng Xie, Ionel Muntele
2018 Human Geographies: Journal of Studies and Research in Human Geography  
by cellular automata (CA) method.  ...  In order to obtain the model of urban growth which sustains the hypothesis that the urban increase leads to tourism development, an urban growth simulation was made through Pyhton language programming  ...  The model of cellular automata has gained popularity as a modelling tool for urban process simulation.  ... 
doi:10.5719/hgeo.2018.121.7 fatcat:s3rb7vcatjh6tmfg4glk7pv2pa

Cellular automata -dynamic model for urban growth Baqubah City

Zainab Ahmed Al-kaissi, Department of Roads & Transportation Engineering-Engineering College- Al-mustansiryah University, Ali Hussein Hameed, Department of Civil-Engineering college –Diyala University
2016 Diyala Journal of Engineering Sciences  
This paper analyzes land use change in Baqubah city the capital of Iraq's Diyala Governorate, in the period from 2004 to 2010, using a cellular automata model.  ...  The simulation experiment was carried out in the Dinamica EGO platform to 2030 year and the results revealed a constrained urban sprawl.  ...  INTRODUCTION Cellular automata (CA) were introduced by Ulan and Neumann in 1940 and since 1980 numerous models have been developed for simulating urban growth [1] .  ... 
doi:10.24237/djes.2016.09302 fatcat:rnla32bsxbgkjllg7smtrcj4ga

A Generalized Model for Cellular Urban Dynamics

Yichun Xie
2010 Geographical Analysis  
The paradigm of cellular automata (CA) is acquiring momentum in urban modeling for these reasons (Xie 1994).  ...  Theory and Applications of Cellular Automata. Singapore: World Scientific. Xie, Y. (1994). Analytical Models and Algorithms for Cellular Urban Dynamics.  ... 
doi:10.1111/j.1538-4632.1996.tb00940.x fatcat:57njigumubb2lawrapzgoeaz3q

Modelling Urban Development with Geographical Information Systems and Cellular Automata

Michael Batty
2010 Photogrammetric Record  
Constrained Cellular automata The contemporary cellular automata model of urban growth started with research by White and Engelen, who first developed and applied a constrained cellular automata model  ...  Another cellular automata model developed by Clarke and colleagues used a basic grid of 300-m cells to simulate the urban growth in the San Francisco Bay area.  ...  Subsequently, non-urban areas will decrease by the same percentage.  ... 
doi:10.1111/j.1477-9730.2010.00593.x fatcat:qtafjg5qq5cr7n4hbq7pktwqfy

Modelling sustainable urban development by the integration of constrained cellular automata and GIS

Xia Li, Anthony Gar-On Yeh
2000 International Journal of Geographical Information Science  
Cellular Automata (CA) have attracted growing attention in urban simulation because their capability in spatial modelling is not fully developed in GIS.  ...  The cellular automata model is built within a grid-GIS system to facilitate easy access to GIS databases for constructing the constraints.  ...  More constraints can be incorporated in cellular automata to ensure that urban growth will satisfy sustainable urban forms or at least ® nd better urban forms.  ... 
doi:10.1080/136588100240886 fatcat:27lvcjkehngu5prhhjcdxj6wme

Comparative Review of Methods Supporting Decision-Making in Urban Development and Land Management

Magdalena Wagner, Walter Timo de Vries
2019 Land  
CA is one of the most useful models for simulating urban growth, AI displays great potential as a solution to capture the dynamics of land change, and OR is useful in decision-making, for example to conduct  ...  The review analyzes and compares three types of technologies: cellular automata (CA), artificial intelligence (AI), and operational research (OR), and evaluates to which extent they can be useful when  ...  use/cover change (LUCC) [34] or modeling urban landscape evolution [35] by integrating cellular automata and Markov chains; • simulating tourism growth; the authors used cellular automata to analyze  ... 
doi:10.3390/land8080123 fatcat:vuthjadb2bfwdpoowfeb6m4gtu
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