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A novel algorithm for calculating transition potential in cellular automata models of land-use/cover change

Majid Shadman Roodposhti, Jagannath Aryal, Brett A. Bryan
2019 Environmental Modelling & Software  
Here, we introduce DoTRules-a dictionary of trusted rules-as a transparent alternative to calculate transition potential in cellular automata models.  ...  Despite recent advances in quantifying land-use/cover change (LUCC) transition potential, transition rules are often not transparent and uncertainty is rarely made explicit.  ...  Acknowledgements This research was supported by CSIRO Australian Sustainable Agriculture Scholarship (ASAS) as a top-up scholarship to Majid Shadman, a PhD scholar in the Discipline of Geography and Spatial  ... 
doi:10.1016/j.envsoft.2018.10.006 fatcat:g2fxzimtebaflk3ze7u4r74aky

A Novel Model Integrating Deep Learning for Land Use/Cover Change Reconstruction: A Case Study of Zhenlai County, Northeast China

Zhang Yubo, Yan Zhuoran, Yang Jiuchun, Yang Yuanyuan, Wang Dongyan, Zhang Yucong, Yan Fengqin, Yu Lingxue, Chang Liping, Zhang Shuwen
2020 Remote Sensing  
In recent decades, land use/cover change (LUCC) due to urbanization, deforestation, and desertification has dramatically increased, which changes the global landscape and increases the pressure on the  ...  In view of this circumstance, a deep learning-integrated LUCC reconstruction model (DLURM) was developed in this study.  ...  the simulation numbers are as follows Figure 10 . 10 Land use/cover change (LUCC) historical reconstructions through DLURM, historical land use reconstruction model (HLURM), and cellular automata (CA  ... 
doi:10.3390/rs12203314 fatcat:biqhggnjujglno66gtilqtmsue

Correlation Analysis between Land-Use/Cover Change and Coastal Subsidence in the Yellow River Delta, China: Reviewing the Past and Prospecting the Future

Yi Zhang, Yilin Liu, Xinyuan Zhang, Haijun Huang, Keyu Qin, Zechao Bai, Xinghua Zhou
2021 Remote Sensing  
Moreover, through the land-use prediction of Land Change Modeler (LCM), it is found that the salt field area will be further expanded in the future.  ...  Here, the subsidence characteristics of the different land-use types in the Yellow River Delta are examined, and their spatiotemporal trends are quantified using a long-term satellite-observed time series  ...  In this study, the Landsat 5, 7, and 8 images were downloaded from the United States Geological Survey (USGS) Global Visualization Viewer (Accessed date: 10 February 2019 http://glovis.usgs.gov/), and  ... 
doi:10.3390/rs13224563 fatcat:yaxsf6tjvbanvnxpp5zkipjwu4

Spatial Simulation Modelling of Future Forest Cover Change Scenarios in Luangprabang Province, Lao PDR

Courage Kamusoko, Katsumata Oono, Akihiro Nakazawa, Yukio Wada, Ryuji Nakada, Takahiro Hosokawa, Shunsuke Tomimura, Toru Furuya, Akitaka Iwata, Hiromichi Moriike, Takashi Someya, Takashi Yamase (+5 others)
2011 Forests  
on the Markov-cellular automata (MCA) model.  ...  The simulated forest cover map for 2007 was compared to the observed (actual) forest cover map for 2007 in order to test the accuracy of the model.  ...  We are grateful for the useful comments and suggestions from Rajesh Bahadur Thapa from the University of Tsukuba in Japan.  ... 
doi:10.3390/f2030707 fatcat:f3tuvkq25bhpnelddng2cvexni

A Cellular Automata Model for Urban Land-Use Simulation

Kwok Hung Lau, Booi Hon Kam
2005 Environment and Planning, B: Planning and Design  
To address the spatial uncertainty and temporal randomness in land use change, we propose a model for simulating land use change based on Markov chain and cellular automata (CA), and describes its application  ...  A spatial-temporal transition matrix was constructed from the classified images and was applied to the proposed model for simulating land use changes in the city of Wuhan.  ...  The work presented in this paper was supported by the National Natural Science Foundation of China  ... 
doi:10.1068/b31110 fatcat:fjidci2qtnhw7gbal3k2zndvza

MODELING OF FUTURE LAND COVER LAND USE CHANGE IN NORTH CAROLINA USING MARKOV CHAIN AND CELLULAR AUTOMATA MODEL

Mohammad Sayemuzzaman, Manoj K. Jha
2014 American Journal of Engineering and Applied Sciences  
In this study, satellite-derived land cover maps of year 1992, 2001 and 2006 of North Carolina were integrated within the framework of the Markov-Cellular Automata (Markov-CA) model which combines the  ...  There is none modeling study found that predict future Land Cover Land Use (LCLU) change for whole North Carolina.  ...  With each CA pass, each LCLU transition suitable map is re-weighted as a result of the 5×5 contiguity filter, which determines the location of the simulated land use/cover class (Pontius and Malanson,  ... 
doi:10.3844/ajeassp.2014.295.306 fatcat:piymm53bxncupog7khqjtuhnia

Predicting Urban Growth of the Greater Toronto Area - Coupling a Markov Cellular Automata with Document Meta-Analysis

E. Vaz
2015 Journal of Environmental Informatics  
A Markov Cellular Automata approach is used deriving the CMA urban future based on the existing and planned strategies for Ontario.  ...  For this research we examine past urban land use transitions in Toronto's CMA based on collected remote sensing data between 1973 and 2010.  ...  Eric Vaz would like to acknowledge the support of Ryerson University's, Faculty of Arts, through his received New Initiative Award.  ... 
doi:10.3808/jei.201500299 fatcat:3ubowkgz6jct7pzg7ypybvfjli

Land use scenarios and projections simulation using an integrated GIS cellular automata algorithms

Salem S. Gharbia, Sara Abd Alfatah, Laurence Gill, Paul Johnston, Francesco Pilla
2016 Modeling Earth Systems and Environment  
Therefore, this paper investigates the implementation of an urban growth Cellular automata (CA) model using a GIS platform as a support tool for city planners, economists, urban ecologists and resource  ...  This paper presented as a novel application to the integrated CA-GIS model using a complicated land use dynamic system for Shannon catchment.  ...  A vector of transition potential rules (one potential for each function) was calculated for each cell from transitional potential, dynamic constraints, elasticity of change and growth cells expectation  ... 
doi:10.1007/s40808-016-0210-y fatcat:4oqjo7brbfgbhaq3xq3dg3ojmi

Simulated Impacts of Soy and Infrastructure Expansion in the Brazilian Amazon: A Maximum Entropy Approach

Gabriel Frey, Thales West, Thomas Hickler, Lisa Rausch, Holly Gibbs, Jan Börner
2018 Forests  
Historically, the expansion of soy plantations has been a major driver of land-use/cover change (LUCC) in Brazil.  ...  We mapped the areas suitable for undergoing transition to soy plantations in the Legal Amazon with a machine-learning approach adopted from the ecological modeling literature.  ...  Conflicts of Interest: The authors declare no conflicts of interest. Forests 2018, 9, 600  ... 
doi:10.3390/f9100600 fatcat:mttwkephjjd6zf6rzkenzc4bwu

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  
Here, we propose a novel CA-based urban change model that uses the ABC algorithm to extract optimum transition rules.  ...  Cellular Automata (CA) is one of the most common techniques used to simulate the urbanization process.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/s16122122 pmid:27983633 pmcid:PMC5191102 fatcat:62phlnamtndphm36oda7qrxm7m

Change detection from remotely sensed images: From pixel-based to object-based approaches

Masroor Hussain, Dongmei Chen, Angela Cheng, Hui Wei, David Stanley
2013 ISPRS journal of photogrammetry and remote sensing (Print)  
With the wide use of very-high-resolution (VHR) remotely sensed images, object-based methods and data mining techniques may have more potential in change detection. Ó  ...  The appetite for up-to-date information about earth's surface is ever increasing, as such information provides a base for a large number of applications, including local, regional and global resources  ...  Acknowledgement This research is supported by a grant from the Natural Sciences and Engineering Research Council (NSERC) of Canada.  ... 
doi:10.1016/j.isprsjprs.2013.03.006 fatcat:dl2bpktsibbdxkdzw5dpbaop5i

Addressing Urban Sprawl from the Complexity Sciences

Martí Bosch, Jérôme Chenal, Stéphane Joost
2019 Urban Science  
Secondly, cellular automata and agent-based models suggest that the prevalence of urban sprawl and fragmentation at the urban fringe emerge from negative spatial interaction between residential agents,  ...  Firstly, spatial metrics from landscape ecology provide means of quantifying urban sprawl in terms of increasing fragmentation and diversity of land use patches.  ...  A popular CA framework is the Monitoring Land Use/Cover Dynamics (MOLAND) urban and regional model [67] , which integrates economic, demographic, land use and transportation models that operate not only  ... 
doi:10.3390/urbansci3020060 fatcat:m2z6hi47b5cbfh3cidapamql5m

Modelling Urban Development with Geographical Information Systems and Cellular Automata

Michael Batty
2010 Photogrammetric Record  
Since then, different cellular automata models have been developed to simulate urban growth and urban land-use/cover change.  ...  All cells are ranked by their highest transition potentials, and the state of each cell will be changed to the state for which it has the highest potential.  ...  The outward expansion of urban areas will largely be seen in three major directions.  ... 
doi:10.1111/j.1477-9730.2010.00593.x fatcat:qtafjg5qq5cr7n4hbq7pktwqfy

Integrating Spatial and Attribute Characteristics of Extended Voronoi Diagrams in Spatial Patterning Research: A Case Study of Wuhan City in China

Zuohua Miao, Yong Chen, Xiangyang Zeng, Jun Li
2016 ISPRS International Journal of Geo-Information  
The complex systems science modeling techniques offer a potentially appropriate toolbox, notably agent-based modeling and cellular automata, potentially linked to Geographic Information System (GIS) and  ...  Techniques, such as Cellular Automata (CA), as rule-based models construct a 'bottom-up' approach, where the structure evolves from a Moran neighborhood interacting between neighboring cells using different  ...  We also express our gratitude to the Wuhan municipal bureau of statistics for providing the statistical data and Qiaozhi Wang for proofreading part of the sections.  ... 
doi:10.3390/ijgi5070120 fatcat:43yexpinkvb6rh2zxkzn75ogme

Implications of land use change for the sustainability of urban areas: A case study of Stellenbosch, South Africa

Walter Musakwa, Adriaan Van Niekerk
2013 Cities  
Consequently, planners developed new approaches using disaggregated data in novel urban models such as choice models and cellular automata (Barredo & Demicheli 2003; Feng & Liu 2012) .  ...  Examples include measuring physical properties, population, quality-of-life studies, analysis of land use cover change, buildings analysis, transportation studies and monitoring growth and urban sprawl  ...  APPENDIX A CD containing data for evaluation the potential of earth observation for supporting sustainable urban land use planning  ... 
doi:10.1016/j.cities.2013.01.004 fatcat:glyekkpl3vgy3l23z7yu7xfxfi
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