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Volumn 7, Issue 4, 2018, Pages

Land use/land cover dynamics and modeling of urban land expansion by the integration of cellular automata and markov chain

Author keywords

CA Markov; Land use cover; Time series; Urbanization

Indexed keywords


EID: 85046100790     PISSN: None     EISSN: 22209964     Source Type: Journal    
DOI: 10.3390/ijgi7040154     Document Type: Article
Times cited : (188)

References (94)
  • 1
    • 80054098225 scopus 로고    scopus 로고
    • Modeling urban land use change by the integration of cellular automaton and markov model
    • Guan, D.; Li, H.; Inohae, T.; Su, W.; Nagaie, T.; Hokao, K. Modeling urban land use change by the integration of cellular automaton and markov model. Ecol. Model. 2011, 222, 3761–3772. [CrossRef]
    • (2011) Ecol. Model. , vol.222 , pp. 3761-3772
    • Guan, D.1    Li, H.2    Inohae, T.3    Su, W.4    Nagaie, T.5    Hokao, K.6
  • 4
    • 85040707635 scopus 로고    scopus 로고
    • A synthesis of studies on land use and land cover dynamics during 1930–2015 in Bangladesh
    • Rai, R.; Zhang, Y.; Paudel, B.; Li, S.; Khanal, N. A synthesis of studies on land use and land cover dynamics during 1930–2015 in bangladesh. Sustainability 2017, 9, 1866. [CrossRef]
    • (2017) Sustainability , vol.9 , pp. 1866
    • Rai, R.1    Zhang, Y.2    Paudel, B.3    Li, S.4    Khanal, N.5
  • 7
    • 84865296592 scopus 로고    scopus 로고
    • A meta-analysis of global urban land expansion
    • Seto, K.C.; Fragkias, M.G.B.; Reilly, M.K. A meta-analysis of global urban land expansion. PLoS ONE 2011, 6. [CrossRef] [PubMed]
    • (2011) PLoS ONE , vol.6
    • Seto, K.C.1    Fragkias, M.G.B.2    Reilly, M.K.3
  • 8
    • 25844497537 scopus 로고    scopus 로고
    • Land cover classification and change analysis of the twin cities (Minnesota) metropolitan area by multitemporal landsat remote sensing
    • Yuan, F.; Sawaya, K.E.; Loeffelholz, B.C.; Bauer, M.E. Land cover classification and change analysis of the twin cities (minnesota) metropolitan area by multitemporal landsat remote sensing. Remote Sens. Environ. 2005, 98, 317–328. [CrossRef]
    • (2005) Remote Sens. Environ. , vol.98 , pp. 317-328
    • Yuan, F.1    Sawaya, K.E.2    Loeffelholz, B.C.3    Bauer, M.E.4
  • 9
    • 84870393165 scopus 로고    scopus 로고
    • Quantifying different types of urban growth and the change dynamic in guangzhou using multi-temporal remote sensing data
    • Sun, C.; Wu, Z.-F.; Lv, Z.-Q.; Yao, N.; Wei, J.-B. Quantifying different types of urban growth and the change dynamic in guangzhou using multi-temporal remote sensing data. Int. J. Appl. Earth Obs. Geoinform. 2013, 21, 409–417. [CrossRef]
    • (2013) Int. J. Appl. Earth Obs. Geoinform. , vol.21 , pp. 409-417
    • Sun, C.1    Wu, Z.-F.2    Lv, Z.-Q.3    Yao, N.4    Wei, J.-B.5
  • 10
    • 85040674049 scopus 로고    scopus 로고
    • Assessing spatiotemporal characteristics of urbanization dynamics in southeast Asia using time series of dmsp/ols nighttime light data
    • Zhao, M.; Cheng, W.; Zhou, C.; Li, M.; Huang, K.; Wang, N. Assessing spatiotemporal characteristics of urbanization dynamics in southeast asia using time series of dmsp/ols nighttime light data. Remote Sens. 2018, 10, 47. [CrossRef]
    • (2018) Remote Sens , vol.10 , pp. 47
    • Zhao, M.1    Cheng, W.2    Zhou, C.3    Li, M.4    Huang, K.5    Wang, N.6
  • 11
    • 85036533595 scopus 로고    scopus 로고
    • Exploring the potential climate change impact on urban growth in london by a cellular automata-based markov chain model
    • Lu, Q.; Chang, N.-B.; Joyce, J.; Chen, A.S.; Savic, D.A.; Djordjevic, S.; Fu, G. Exploring the potential climate change impact on urban growth in london by a cellular automata-based markov chain model. Comput. Environ. Urban Syst. 2017, 68, 121–132. [CrossRef]
    • (2017) Comput. Environ. Urban Syst. , vol.68 , pp. 121-132
    • Lu, Q.1    Chang, N.-B.2    Joyce, J.3    Chen, A.S.4    Savic, D.A.5    Djordjevic, S.6    Fu, G.7
  • 12
    • 0034117315 scopus 로고    scopus 로고
    • Modelling sustainable urban development by the integration of constrained cellular automata and GIS
    • Li, X.; Yeh, A.G.-O. Modelling sustainable urban development by the integration of constrained cellular automata and GIS. Int. J. Geogr. Inform. Tion Sci. 2000, 14, 131–152. [CrossRef]
    • (2000) Int. J. Geogr. Inform. Tion Sci. , vol.14 , pp. 131-152
    • Li, X.1    Yeh, A.G.-O.2
  • 13
    • 84155179102 scopus 로고    scopus 로고
    • Land use dynamics, built-up land expansion patterns, and driving forces analysis of the fast-growing hangzhou metropolitan area, eastern China (1978–2008)
    • Wu, K.-Y.; Zhang, H. Land use dynamics, built-up land expansion patterns, and driving forces analysis of the fast-growing hangzhou metropolitan area, eastern China (1978–2008). Appl. Geogr. 2012, 34, 137–145. [CrossRef]
    • (2012) Appl. Geogr. , vol.34 , pp. 137-145
    • Wu, K.-Y.1    Zhang, H.2
  • 14
    • 79951674220 scopus 로고    scopus 로고
    • Spatio-temporal modelling of informal settlement development in sancaktepe district, istanbul, Turkey
    • Dubovyk, O.; Sliuzas, R.; Flacke, J. Spatio-temporal modelling of informal settlement development in sancaktepe district, istanbul, turkey. ISPRS J. Photogramm. Remote Sens. 2011, 66, 235–246. [CrossRef]
    • (2011) ISPRS J. Photogramm. Remote Sens. , vol.66 , pp. 235-246
    • Dubovyk, O.1    Sliuzas, R.2    Flacke, J.3
  • 15
    • 69849107558 scopus 로고    scopus 로고
    • Detecting and modelling spatial patterns of urban sprawl in highly fragmented areas: A case study in the flanders–brussels region
    • Poelmans, L.; Van Rompaey, A. Detecting and modelling spatial patterns of urban sprawl in highly fragmented areas: A case study in the flanders–brussels region. Landsc. Urban Plan. 2009, 93, 10–19. [CrossRef]
    • (2009) Landsc. Urban Plan. , vol.93 , pp. 10-19
    • Poelmans, L.1    Van Rompaey, A.2
  • 16
    • 33644745140 scopus 로고    scopus 로고
    • Urbanization in developing countries: Current trends, future projections, and key challenges for sustainability
    • Cohen, B. Urbanization in developing countries: Current trends, future projections, and key challenges for sustainability. Technol. Soc. 2006, 28, 63–80. [CrossRef]
    • (2006) Technol. Soc. , vol.28 , pp. 63-80
    • Cohen, B.1
  • 17
    • 84875577395 scopus 로고    scopus 로고
    • Spatiotemporal urbanization processes in the megacity of Mumbai, India: A markov chains-cellular automata urban growth model
    • Shafizadeh Moghadam, H.; Helbich, M. Spatiotemporal urbanization processes in the megacity of Mumbai, India: A markov chains-cellular automata urban growth model. Appl. Geogr. 2013, 40, 140–149. [CrossRef]
    • (2013) Appl. Geogr. , vol.40 , pp. 140-149
    • Shafizadeh Moghadam, H.1    Helbich, M.2
  • 18
    • 85046100981 scopus 로고    scopus 로고
    • Quantifying the spatiotemporal pattern of urban expansion and hazard and risk area identification in the kaski district of Nepal
    • Rimal, B.; Zhang, L.; Keshtkar, H.; Sun, X.; Rijal, S. Quantifying the spatiotemporal pattern of urban expansion and hazard and risk area identification in the kaski district of nepal. Land 2018, 7, 37. [CrossRef]
    • (2018) Land , vol.7 , pp. 37
    • Rimal, B.1    Zhang, L.2    Keshtkar, H.3    Sun, X.4    Rijal, S.5
  • 19
    • 60349129100 scopus 로고    scopus 로고
    • Using remote sensing and GIS to detect and monitor land use and land cover change in Dhaka metropolitan of Bangladesh during 1960–2005
    • Dewan, A.M.; Yamaguchi, Y. Using remote sensing and GIS to detect and monitor land use and land cover change in dhaka metropolitan of bangladesh during 1960–2005. Environ. Monit. Assess. 2009, 150, 237–249. [CrossRef] [PubMed]
    • (2009) Environ. Monit. Assess. , vol.150 , pp. 237-249
    • Dewan, A.M.1    Yamaguchi, Y.2
  • 20
    • 84857444312 scopus 로고    scopus 로고
    • Scenario based urban growth allocation in Kathmandu valley, Nepal
    • Thapa, R.B.; Murayama, Y. Scenario based urban growth allocation in Kathmandu valley, nepal. Landsc. Urban Plan. 2012, 105, 140–148. [CrossRef]
    • (2012) Landsc. Urban Plan. , vol.105 , pp. 140-148
    • Thapa, R.B.1    Murayama, Y.2
  • 21
    • 85103887169 scopus 로고    scopus 로고
    • Geospatial analysis and modeling of urban structure and dynamics: An overview
    • Jiang, B., Yao, X., Eds.; Springer: Dordrecht, The Netherlands
    • Jiang, B.; Yao, X. Geospatial analysis and modeling of urban structure and dynamics: An overview. In Geospatial Analysis and Modelling of Urban Structure and Dynamics; Jiang, B., Yao, X., Eds.; Springer: Dordrecht, The Netherlands, 2010; pp. 3–11.
    • (2010) Geospatial Analysis and Modelling of Urban Structure and Dynamics , pp. 3-11
    • Jiang, B.1    Yao, X.2
  • 22
    • 84872761298 scopus 로고    scopus 로고
    • Integration of logistic regression, markov chain and cellular automata models to simulate urban expansion
    • Jokar Arsanjani, J.; Helbich, M.; Kainz, W.; Darvishi Boloorani, A. Integration of logistic regression, markov chain and cellular automata models to simulate urban expansion. Int. J. Appl. Earth Obs. Geoinform. 2013, 21, 265–275. [CrossRef]
    • (2013) Int. J. Appl. Earth Obs. Geoinform. , vol.21 , pp. 265-275
    • Jokar Arsanjani, J.1    Helbich, M.2    Kainz, W.3    Darvishi Boloorani, A.4
  • 25
    • 70749104642 scopus 로고    scopus 로고
    • Examining spatiotemporal urbanization patterns in Kathmandu valley, Nepal: Remote sensing and spatial metrics approaches
    • Thapa, R.B.; Murayama, Y. Examining spatiotemporal urbanization patterns in Kathmandu valley, nepal: Remote sensing and spatial metrics approaches. Remote Sens. 2009, 1, 534–556. [CrossRef]
    • (2009) Remote Sens , vol.1 , pp. 534-556
    • Thapa, R.B.1    Murayama, Y.2
  • 26
    • 0037465573 scopus 로고    scopus 로고
    • Urban growth pattern modeling: A case study of Wuhan city, pr China
    • Cheng, J.; Masser, I. Urban growth pattern modeling: A case study of wuhan city, pr China. Landsc. Urban Plan. 2003, 62, 199–217. [CrossRef]
    • (2003) Landsc. Urban Plan. , vol.62 , pp. 199-217
    • Cheng, J.1    Masser, I.2
  • 27
    • 84886045945 scopus 로고    scopus 로고
    • Inductive pattern-based land use/cover change models: A comparison of four software packages
    • Mas, J.-F.; Kolb, M.; Paegelow, M.; Camacho Olmedo, M.T.; Houet, T. Inductive pattern-based land use/cover change models: A comparison of four software packages. Environ. Model. Softw. 2014, 51, 94–111. [CrossRef]
    • (2014) Environ. Model. Softw. , vol.51 , pp. 94-111
    • Mas, J.-F.1    Kolb, M.2    Paegelow, M.3    Camacho Olmedo, M.T.4    Houet, T.5
  • 28
    • 77955049408 scopus 로고    scopus 로고
    • Simulating urban expansion by coupling a stochastic cellular automata model and socioeconomic indicators
    • Wu, D.; Liu, J.; Wang, S.; Wang, R. Simulating urban expansion by coupling a stochastic cellular automata model and socioeconomic indicators. Stoch. Environ. Res. Risk Assess. 2010, 24, 235–245. [CrossRef]
    • (2010) Stoch. Environ. Res. Risk Assess. , vol.24 , pp. 235-245
    • Wu, D.1    Liu, J.2    Wang, S.3    Wang, R.4
  • 29
    • 4243102999 scopus 로고    scopus 로고
    • Modeling and prediction of future urban growth in the charleston region of South Carolina: A gis-based integrated approach
    • Allen, J.; Lu, K. Modeling and prediction of future urban growth in the charleston region of south carolina: A gis-based integrated approach. Ecol. Soc. 2003, 8. [CrossRef]
    • (2003) Ecol. Soc. , vol.8
    • Allen, J.1    Lu, K.2
  • 32
    • 85086784268 scopus 로고    scopus 로고
    • A spatiotemporal analysis of landscape change using an integrated markov chain and cellular automata models
    • Keshtkar, H.; Voigt, W. A spatiotemporal analysis of landscape change using an integrated markov chain and cellular automata models. Model. Earth Syst. Environ. 2015, 2. [CrossRef]
    • (2015) Model. Earth Syst. Environ. , vol.2
    • Keshtkar, H.1    Voigt, W.2
  • 33
    • 85029307346 scopus 로고    scopus 로고
    • Monitoring and modeling of spatiotemporal urban expansion and land-use/land-cover change using integrated markov chain cellular automata model
    • Rimal, B.; Zhang, L.; Keshtkar, H.; Wang, N.; Lin, Y. Monitoring and modeling of spatiotemporal urban expansion and land-use/land-cover change using integrated markov chain cellular automata model. ISPRS Int. J. Geo-Inf. 2017, 6, 1–21. [CrossRef]
    • (2017) ISPRS Int. J. Geo-Inf. , vol.6 , pp. 1-21
    • Rimal, B.1    Zhang, L.2    Keshtkar, H.3    Wang, N.4    Lin, Y.5
  • 34
    • 84882575865 scopus 로고    scopus 로고
    • Ca-markov analysis of constrained coastal urban growth modeling: Hua hin seaside city, Thailand
    • Kityuttachai, K.; Tripathi, N.; Tipdecho, T.; Shrestha, R. Ca-markov analysis of constrained coastal urban growth modeling: Hua hin seaside city, thailand. Sustainability 2013, 5, 1480. [CrossRef]
    • (2013) Sustainability , vol.5 , pp. 1480
    • Kityuttachai, K.1    Tripathi, N.2    Tipdecho, T.3    Shrestha, R.4
  • 35
    • 84884280338 scopus 로고    scopus 로고
    • Calibration of an urban cellular automaton model by using statistical techniques and a genetic algorithm. Application to a small urban settlement of nw Spain
    • García, A.M.; Santé, I.; Boullón, M.; Crecente, R. Calibration of an urban cellular automaton model by using statistical techniques and a genetic algorithm. Application to a small urban settlement of nw spain. Int. J. Geogr. Inf. Sci. 2013, 27, 1593–1611. [CrossRef]
    • (2013) Int. J. Geogr. Inf. Sci. , vol.27 , pp. 1593-1611
    • García, A.M.1    Santé, I.2    Boullón, M.3    Crecente, R.4
  • 36
    • 84955718497 scopus 로고    scopus 로고
    • A partitioned and asynchronous cellular automata model for urban growth simulation
    • Ke, X.; Qi, L.; Zeng, C. A partitioned and asynchronous cellular automata model for urban growth simulation. Int. J. Geogr. Inf. Sci. 2016, 30, 637–659. [CrossRef]
    • (2016) Int. J. Geogr. Inf. Sci. , vol.30 , pp. 637-659
    • Ke, X.1    Qi, L.2    Zeng, C.3
  • 37
    • 84860390333 scopus 로고    scopus 로고
    • Analysis and modeling of urban land cover change in setúbal and sesimbra, Portugal
    • Araya, Y.H.; Cabral, P. Analysis and modeling of urban land cover change in setúbal and sesimbra, portugal. Remote Sens. 2010, 2, 1549–1563. [CrossRef]
    • (2010) Remote Sens , vol.2 , pp. 1549-1563
    • Araya, Y.H.1    Cabral, P.2
  • 38
    • 84896288530 scopus 로고    scopus 로고
    • Logistic regression and cellular automata-based modelling of retail, commercial and residential development in the city of Ahmedabad, India
    • Munshi, T.; Zuidgeest, M.; Brussel, M.; van Maarseveen, M. Logistic regression and cellular automata-based modelling of retail, commercial and residential development in the city of ahmedabad, India. Cities 2014, 39, 68–86. [CrossRef]
    • (2014) Cities , vol.39 , pp. 68-86
    • Munshi, T.1    Zuidgeest, M.2    Brussel, M.3    Van Maarseveen, M.4
  • 39
    • 84891068105 scopus 로고    scopus 로고
    • Assessing spatial dynamics of urban growth using an integrated land use model. Application in santiago metropolitan area, 2010–2045
    • Puertas, O.L.; Henríquez, C.; Meza, F.J. Assessing spatial dynamics of urban growth using an integrated land use model. Application in santiago metropolitan area, 2010–2045. Land Use Policy 2014, 38, 415–425. [CrossRef]
    • (2014) Land Use Policy , vol.38 , pp. 415-425
    • Puertas, O.L.1    Henríquez, C.2    Meza, F.J.3
  • 40
    • 84964227441 scopus 로고    scopus 로고
    • Simulating the spatial dynamics of urban growth with an integrated modeling approach: A case study of foshan, China
    • Han, Y.; Jia, H. Simulating the spatial dynamics of urban growth with an integrated modeling approach: A case study of foshan, China. Ecol. Model. 2017, 353, 107–116. [CrossRef]
    • (2017) Ecol. Model. , vol.353 , pp. 107-116
    • Han, Y.1    Jia, H.2
  • 41
    • 85046461151 scopus 로고    scopus 로고
    • Land use change modeling with sleuth: Improving calibration with a genetic algorithm
    • Camacho Olmedo, M.T., Paegelow, M., Mas, J.-F., Escobar, F., Eds.; Springer International Publishing: Cham, Switzerland
    • Clarke, K.C. Land use change modeling with sleuth: Improving calibration with a genetic algorithm. In Geomatic Approaches for Modeling Land Change Scenarios; Camacho Olmedo, M.T., Paegelow, M., Mas, J.-F., Escobar, F., Eds.; Springer International Publishing: Cham, Switzerland, 2018; pp. 139–161.
    • (2018) Geomatic Approaches for Modeling Land Change Scenarios , pp. 139-161
    • Clarke, K.C.1
  • 42
    • 85146991600 scopus 로고    scopus 로고
    • A short presentation of dinamica ego
    • Camacho Olmedo, M.T., Paegelow, M., Mas, J.-F., Escobar, F., Eds.; Springer International Publishing: Cham, Switzerland
    • Rodrigues, H.; Soares-Filho, B. A short presentation of dinamica ego. In Geomatic Approaches for Modeling Land Change Scenarios; Camacho Olmedo, M.T., Paegelow, M., Mas, J.-F., Escobar, F., Eds.; Springer International Publishing: Cham, Switzerland, 2018; pp. 493–498.
    • (2018) Geomatic Approaches for Modeling Land Change Scenarios , pp. 493-498
    • Rodrigues, H.1    Soares-Filho, B.2
  • 43
    • 2142678074 scopus 로고    scopus 로고
    • Projecting land use transitions at forest fringes in the philippines at two spatial scales
    • Verburg, P.H.; Veldkamp, A. Projecting land use transitions at forest fringes in the philippines at two spatial scales. Landsc. Ecol. 2004, 19, 77–98. [CrossRef]
    • (2004) Landsc. Ecol. , vol.19 , pp. 77-98
    • Verburg, P.H.1    Veldkamp, A.2
  • 45
    • 27444446443 scopus 로고    scopus 로고
    • Landscape patterns of exurban growth in the USA from 1980 to 2020
    • Theobald, D. Landscape patterns of exurban growth in the USA from 1980 to 2020. Ecol. Soc. 2005, 10. [CrossRef]
    • (2005) Ecol. Soc. , vol.10
    • Theobald, D.1
  • 46
    • 85014065801 scopus 로고    scopus 로고
    • Projecting community changes in hazard exposure to support long-term risk reduction: A case study of tsunami hazards in the U.S. Pacific northwest
    • Sleeter, B.M.; Wood, N.J.; Soulard, C.E.; Wilson, T.S. Projecting community changes in hazard exposure to support long-term risk reduction: A case study of tsunami hazards in the U.S. Pacific northwest. Int. J. Disaster Risk Reduct. 2017, 22, 10–22. [CrossRef]
    • (2017) Int. J. Disaster Risk Reduct. , vol.22 , pp. 10-22
    • Sleeter, B.M.1    Wood, N.J.2    Soulard, C.E.3    Wilson, T.S.4
  • 48
    • 0003395661 scopus 로고    scopus 로고
    • UNDESA. United Nations, Department of Economic and Social Affairs, Population Division: New York, NY, USA
    • UNDESA. World Urbanization Prospects, the 2014 Revision; United Nations, Department of Economic and Social Affairs, Population Division: New York, NY, USA, 2014.
    • (2014) World Urbanization Prospects, The 2014 Revision
  • 49
    • 84954365398 scopus 로고    scopus 로고
    • Central Bureau of Statistics. National Planning Commission Secretariat, CBS: Kathmandu, Nepal
    • Central Bureau of Statistics. Population Monograph of Nepal; National Planning Commission Secretariat, CBS: Kathmandu, Nepal, 2014.
    • (2014) Population Monograph of Nepal
  • 50
    • 85040767090 scopus 로고    scopus 로고
    • Monitoring urban growth and the Nepal earthquake 2015 for sustainability of Kathmandu valley, Nepal
    • Rimal, B.; Zhang, L.; Fu, D.; Kunwar, R.; Zhai, Y. Monitoring urban growth and the nepal earthquake 2015 for sustainability of Kathmandu valley, Nepal. Land 2017, 6, 1–23. [CrossRef]
    • (2017) Land , vol.6 , pp. 1-23
    • Rimal, B.1    Zhang, L.2    Fu, D.3    Kunwar, R.4    Zhai, Y.5
  • 51
    • 85046099245 scopus 로고    scopus 로고
    • MoFALD. Ministry of Federal Affairs and Local Development (MoFALD), Nepal Government: Kathmandu, Nepal
    • MoFALD. Local Level Reconstruction Report; Ministry of Federal Affairs and Local Development (MoFALD), Nepal Government: Kathmandu, Nepal, 2017.
    • (2017) Local Level Reconstruction Report
  • 53
    • 33750041637 scopus 로고    scopus 로고
    • Urban growth analysis and modeling in the Kathmandu valley, Nepal
    • Haack, B.N.; Rafter, A. Urban growth analysis and modeling in the Kathmandu valley, Nepal. Habitat Int. 2006, 30, 1056–1065. [CrossRef]
    • (2006) Habitat Int , vol.30 , pp. 1056-1065
    • Haack, B.N.1    Rafter, A.2
  • 54
    • 85009296130 scopus 로고    scopus 로고
    • Urban fringes: Squatter and slum settlement in the Kathmandu valley, Nepal
    • Toffin, G. Urban fringes: Squatter and slum settlement in the Kathmandu valley, Nepal. CNAS J. 2010, 37, 151–168.
    • (2010) CNAS J , vol.37 , pp. 151-168
    • Toffin, G.1
  • 55
    • 85044594014 scopus 로고    scopus 로고
    • Rapid urban growth in the Kathmandu valley, Nepal: Monitoring land use land cover dynamics of a himalayan city with landsat imageries
    • Ishtiaque, A.; Shrestha, M.; Chhetri, N. Rapid urban growth in the Kathmandu valley, Nepal: Monitoring land use land cover dynamics of a himalayan city with landsat imageries. Environments 2017, 4, 72. [CrossRef]
    • (2017) Environments , vol.4 , pp. 72
    • Ishtiaque, A.1    Shrestha, M.2    Chhetri, N.3
  • 56
    • 84947713573 scopus 로고    scopus 로고
    • Urban growth and development of contemporary neighbourhood public space in Kathmandu valley, Nepal
    • Chitrakar, R.M.; Baker, D.C.; Guaralda, M. Urban growth and development of contemporary neighbourhood public space in kathmandu valley, Nepal. Habitat Int. 2016, 53, 30–38. [CrossRef]
    • (2016) Habitat Int , vol.53 , pp. 30-38
    • Chitrakar, R.M.1    Baker, D.C.2    Guaralda, M.3
  • 57
    • 77949437660 scopus 로고    scopus 로고
    • A history and analysis of mapping urban expansion in theKathmandu valley, Nepal
    • Haack, B. A history and analysis of mapping urban expansion in theKathmandu valley, Nepal. Cartogr. J. 2009, 46, 233–241. [CrossRef]
    • (2009) Cartogr. J. , vol.46 , pp. 233-241
    • Haack, B.1
  • 58
    • 85046433692 scopus 로고    scopus 로고
    • Urban Growth and Its Impact on the Livelihoods of Kathmandu Valley Nepal. Urban Management Programme, for Asia and the Pacific
    • Available online: accessed on 18 April 2018
    • Pradhan, P.; Perera, R. Urban Growth and Its Impact on the Livelihoods of Kathmandu Valley Nepal. Urban Management Programme, for Asia and the Pacific. Urban Resource Network for Asia and Pacific (URNAP), 2005. Available online: https://pravakar34.files.wordpress.com/2014/04/op63_ump.pdf (accessed on 18 April 2018).
    • (2005) Urban Resource Network for Asia and Pacific (URNAP)
    • Pradhan, P.1    Perera, R.2
  • 59
    • 84876187737 scopus 로고    scopus 로고
    • Futures of global urban expansion: Uncertainties and implications for biodiversity conservation
    • G neralp, B.; Seto, K.C. Futures of global urban expansion: Uncertainties and implications for biodiversity conservation. Environ. Res. Lett. 2013, 8. [CrossRef]
    • (2013) Environ. Res. Lett. , vol.8
    • G neralp, B.1    Seto, K.C.2
  • 60
    • 20044389902 scopus 로고    scopus 로고
    • Urban land expansion and arable land loss in China—A case study of Beijing–Tianjin–Hebei region
    • Tan, M.; Li, X.; Xie, H.; Lu, C. Urban land expansion and arable land loss in China—A case study of Beijing–Tianjin–Hebei region. Land Use Policy 2005, 22, 187–196. [CrossRef]
    • (2005) Land Use Policy , vol.22 , pp. 187-196
    • Tan, M.1    Li, X.2    Xie, H.3    Lu, C.4
  • 61
    • 84870865353 scopus 로고    scopus 로고
    • Forty years of urban expansion in Beijing: What is the relative importance of physical, socioeconomic, and neighborhood factors?
    • Li, X.; Zhou, W.; Ouyang, Z. Forty years of urban expansion in beijing: What is the relative importance of physical, socioeconomic, and neighborhood factors? Appl. Geogr. 2013, 38, 1–10. [CrossRef]
    • (2013) Appl. Geogr. , vol.38 , pp. 1-10
    • Li, X.1    Zhou, W.2    Ouyang, Z.3
  • 62
    • 36549056617 scopus 로고    scopus 로고
    • Monitoring urban growth and detecting land-cover changes on the istanbul metropolitan area
    • Geymen, A.; Baz, I. Monitoring urban growth and detecting land-cover changes on the istanbul metropolitan area. Environ. Monit. Assess. 2008, 136, 449–459. [CrossRef] [PubMed]
    • (2008) Environ. Monit. Assess. , vol.136 , pp. 449-459
    • Geymen, A.1    Baz, I.2
  • 63
    • 84903612662 scopus 로고    scopus 로고
    • Mapping urbanization dynamics in major cities of Colombia, Ecuador, per, and Bolivia using night-time satellite imagery
    • Parés-Ramos, I.; Álvarez-Berríos, N.; Aide, T. Mapping urbanization dynamics in major cities of colombia, ecuador, per, and bolivia using night-time satellite imagery. Land 2013, 2, 37–59. [CrossRef]
    • (2013) Land , vol.2 , pp. 37-59
    • Parés-Ramos, I.1    Álvarez-Berríos, N.2    Aide, T.3
  • 64
    • 84956700611 scopus 로고    scopus 로고
    • General spatiotemporal patterns of urbanization: An examination of 16 world cities
    • Liu, Z.; He, C.; Wu, J. General spatiotemporal patterns of urbanization: An examination of 16 world cities. Sustainability 2016, 8, 41. [CrossRef]
    • (2016) Sustainability , vol.8 , pp. 41
    • Liu, Z.1    He, C.2    Wu, J.3
  • 65
    • 70749108816 scopus 로고    scopus 로고
    • Drivers of urban growth in the Kathmandu valley, Nepal: Examining the efficacy of the analytic hierarchy process
    • Thapa, R.B.; Murayama, Y. Drivers of urban growth in the Kathmandu valley, Nepal: Examining the efficacy of the analytic hierarchy process. Appl. Geogr. 2010, 30, 70–83. [CrossRef]
    • (2010) Appl. Geogr. , vol.30 , pp. 70-83
    • Thapa, R.B.1    Murayama, Y.2
  • 66
    • 85046442246 scopus 로고    scopus 로고
    • USGS. Archive; USGS: Reston, VA, USA
    • USGS. Earth Explorer, Landsat Data Archive; USGS: Reston, VA, USA, 2016.
    • (2016) Earth Explorer, Landsat Data
  • 67
    • 33750316926 scopus 로고
    • MoLRM. Ministry of Land Ressources and Management Survey Department, Topographic Survey Branch, Ed.; Min Bhawan: Kathmandu, Nepal
    • MoLRM. Topographical Map; Ministry of Land Ressources and Management Survey Department, Topographic Survey Branch, Ed.; Min Bhawan: Kathmandu, Nepal, 1995.
    • (1995) Topographical Map
  • 68
    • 85027469296 scopus 로고    scopus 로고
    • Evaluating sentinel-2 and landsat-8 data to map sucessional forest stages in a subtropical forest in southern Brazil
    • Sothe, C.; Almeida, C.; Liesenberg, V.; Schimalski, M. Evaluating sentinel-2 and landsat-8 data to map sucessional forest stages in a subtropical forest in southern brazil. Remote Sens. 2017, 9, 838. [CrossRef]
    • (2017) Remote Sens , vol.9 , pp. 838
    • Sothe, C.1    Almeida, C.2    Liesenberg, V.3    Schimalski, M.4
  • 69
    • 85006333230 scopus 로고    scopus 로고
    • Using landsat 8 imagery in detecting cork oak (quercus suberl.) woodlands: A case study in calabria (Italy)
    • Modica, G.S.F.; Merlino, A.; Fazio, S.D.; Barreca, F.; Laudari, L.; Fichera, C.R. Using landsat 8 imagery in detecting cork oak (quercus suberl.) woodlands: A case study in calabria (italy). J. Agric. Eng. 2016, XLVII, 205–215.
    • (2016) J. Agric. Eng. , vol.47 , pp. 205-215
    • Modica, G.S.F.1    Merlino, A.2    Fazio, S.D.3    Barreca, F.4    Laudari, L.5    Fichera, C.R.6
  • 70
    • 84864044765 scopus 로고    scopus 로고
    • Monitoring land cover change in urban and peri-urban areas using dense time stacks of landsat satellite data and a data mining approach
    • Schneider, A. Monitoring land cover change in urban and peri-urban areas using dense time stacks of landsat satellite data and a data mining approach. Remote Sens. Environ. 2012, 124, 689–704. [CrossRef]
    • (2012) Remote Sens. Environ. , vol.124 , pp. 689-704
    • Schneider, A.1
  • 71
    • 84962513156 scopus 로고    scopus 로고
    • Analysis of settlement expansion and urban growth modelling using geoinformation for assessing potential impacts of urbanization on climate in Abuja city, Nigeria
    • Ibrahim Mahmoud, M.; Duker, A.; Conrad, C.; Thiel, M.; Shaba Ahmad, H. Analysis of settlement expansion and urban growth modelling using geoinformation for assessing potential impacts of urbanization on climate in Abuja city, Nigeria. Remote Sens. 2016, 8, 220. [CrossRef]
    • (2016) Remote Sens , vol.8 , pp. 220
    • Ibrahim Mahmoud, M.1    Duker, A.2    Conrad, C.3    Thiel, M.4    Shaba Ahmad, H.5
  • 72
    • 0037138473 scopus 로고    scopus 로고
    • An assessment of support vector machines for land cover classification
    • Huang, C.; Davis, L.S.; Townshend, J.R.G. An assessment of support vector machines for land cover classification. Int. J. Remote Sens. 2002, 23, 725–749. [CrossRef]
    • (2002) Int. J. Remote Sens. , vol.23 , pp. 725-749
    • Huang, C.1    Davis, L.S.2    Townshend, J.R.G.3
  • 73
    • 84890563572 scopus 로고    scopus 로고
    • Monitoring land-use change in nakuru (Kenya) using multi-sensor satellite data
    • Mubea, K.; Menz, G. Monitoring land-use change in nakuru (kenya) using multi-sensor satellite data. Adv. Remote Sens. 2012, 1, 74–84. [CrossRef]
    • (2012) Adv. Remote Sens. , vol.1 , pp. 74-84
    • Mubea, K.1    Menz, G.2
  • 74
    • 13644256120 scopus 로고    scopus 로고
    • Support vector machines for classification in remote sensing
    • Pal, M.; Mather, P.M. Support vector machines for classification in remote sensing. Int. J. Remote Sens. 2005, 26, 1007–1011. [CrossRef]
    • (2005) Int. J. Remote Sens. , vol.26 , pp. 1007-1011
    • Pal, M.1    Mather, P.M.2
  • 75
  • 76
    • 85011031974 scopus 로고    scopus 로고
    • A support vector machine for landslide susceptibility mapping in Gangwon Province, Korea
    • Lee, S.; Hong, S.-M.; Jung, H.-S. A support vector machine for landslide susceptibility mapping in Gangwon Province, Korea. Sustainability 2017, 9, 48. [CrossRef]
    • (2017) Sustainability , vol.9 , pp. 48
    • Lee, S.1    Hong, S.-M.2    Jung, H.-S.3
  • 77
    • 36349007145 scopus 로고    scopus 로고
    • Fusion of support vector machines for classification of multisensor data
    • Waske, B.; Benediktsson, J.A. Fusion of support vector machines for classification of multisensor data. IEEE Trans. Geosci. Remote Sens. 2007, 45, 3858–3866. [CrossRef]
    • (2007) IEEE Trans. Geosci. Remote Sens. , vol.45 , pp. 3858-3866
    • Waske, B.1    Benediktsson, J.A.2
  • 78
    • 67650759361 scopus 로고    scopus 로고
    • A kernel functions analysis for support vector machines for land cover classification
    • Kavzoglu, T.; Colkesen, I. A kernel functions analysis for support vector machines for land cover classification. Int. J. Appl. Earth Obs. Geoinform. 2009, 11, 352–359. [CrossRef]
    • (2009) Int. J. Appl. Earth Obs. Geoinform. , vol.11 , pp. 352-359
    • Kavzoglu, T.1    Colkesen, I.2
  • 79
    • 84920812571 scopus 로고    scopus 로고
    • Comparing machine learning classifiers for object-based land cover classification using very high resolution imagery
    • Qian, Y.; Zhou, W.; Yan, J.; Li, W.; Han, L. Comparing machine learning classifiers for object-based land cover classification using very high resolution imagery. Remote Sens. 2014, 7, 153–168. [CrossRef]
    • (2014) Remote Sens , vol.7 , pp. 153-168
    • Qian, Y.1    Zhou, W.2    Yan, J.3    Li, W.4    Han, L.5
  • 80
    • 84964570434 scopus 로고    scopus 로고
    • Satellite-based land use mapping: Comparative analysis of landsat-8, advanced land imager, and big data hyperion imagery
    • Pervez, W.; Uddin, V.; Khan, S.A.; Khan, J.A. Satellite-based land use mapping: Comparative analysis of landsat-8, advanced land imager, and big data hyperion imagery. J. Appl. Remote Sens. 2016, 10. [CrossRef]
    • (2016) J. Appl. Remote Sens. , vol.10
    • Pervez, W.1    Uddin, V.2    Khan, S.A.3    Khan, J.A.4
  • 82
    • 84859027294 scopus 로고    scopus 로고
    • Land cover classification and change-detection analysis using multi-temporal remote sensed imagery and landscape metrics
    • Fichera, C.R.; Modica, G.; Pollino, M. Land cover classification and change-detection analysis using multi-temporal remote sensed imagery and landscape metrics. Eur. J. Remote Sens. 2012, 45, 1–18. [CrossRef]
    • (2012) Eur. J. Remote Sens. , vol.45 , pp. 1-18
    • Fichera, C.R.1    Modica, G.2    Pollino, M.3
  • 83
    • 40649092531 scopus 로고    scopus 로고
    • Parsimony in landscape metrics: Strength, universality, and consistency
    • Cushman, S.A.; McGarigal, K.; Neel, M.C. Parsimony in landscape metrics: Strength, universality, and consistency. Ecol. Indic. 2008, 8, 691–703. [CrossRef]
    • (2008) Ecol. Indic. , vol.8 , pp. 691-703
    • Cushman, S.A.1    McGarigal, K.2    Neel, M.C.3
  • 84
    • 84974808335 scopus 로고    scopus 로고
    • A comparative study of urban expansion in Beijing, Tianjin and Tangshan from the 1970s to 2013
    • Zhang, Z.; Li, N.; Wang, X.; Liu, F.; Yang, L. A comparative study of urban expansion in Beijing, Tianjin and Tangshan from the 1970s to 2013. Remote Sens. 2016, 8, 496. [CrossRef]
    • (2016) Remote Sens , vol.8 , pp. 496
    • Zhang, Z.1    Li, N.2    Wang, X.3    Liu, F.4    Yang, L.5
  • 85
    • 85046462639 scopus 로고    scopus 로고
    • Spatiotemporal analysis of urban growth, sprawl and structure
    • Springer: Dordrecht, The Netherlands; Heidelberg, Germany; New York, NY, USA; London, UK
    • Dewan, A.M.; Corner, R.J. Spatiotemporal analysis of urban growth, sprawl and structure. In Dhaka Megacity, Geospatial Perspectives on Urbanization, Environment and Health; Springer: Dordrecht, The Netherlands; Heidelberg, Germany; New York, NY, USA; London, UK, 2013.
    • (2013) Dhaka Megacity, Geospatial Perspectives on Urbanization, Environment and Health
    • Dewan, A.M.1    Corner, R.J.2
  • 86
    • 84958954040 scopus 로고    scopus 로고
    • Potential impacts of climate and landscape fragmentation changes on plant distributions: Coupling multi-temporal satellite imagery with gis-based cellular automata model
    • Keshtkar, H.; Voigt, W. Potential impacts of climate and landscape fragmentation changes on plant distributions: Coupling multi-temporal satellite imagery with gis-based cellular automata model. Ecol. Inform. 2016, 32, 145–155. [CrossRef]
    • (2016) Ecol. Inform. , vol.32 , pp. 145-155
    • Keshtkar, H.1    Voigt, W.2
  • 88
    • 84856050667 scopus 로고    scopus 로고
    • An innovative orders-of-magnitude approach to ahp-based mutli-criteria decision making: Prioritizing divergent intangible humane acts
    • Saaty, T.L.; Shang, J.S. An innovative orders-of-magnitude approach to ahp-based mutli-criteria decision making: Prioritizing divergent intangible humane acts. Eur. J. Oper. Res. 2011, 214, 703–715. [CrossRef]
    • (2011) Eur. J. Oper. Res. , vol.214 , pp. 703-715
    • Saaty, T.L.1    Shang, J.S.2
  • 89
    • 84885484531 scopus 로고    scopus 로고
    • Environmental effectiveness of swine sewage management: A multicriteria ahp-based model for a reliable quick assessment
    • Vizzari, M.; Modica, G. Environmental effectiveness of swine sewage management: A multicriteria ahp-based model for a reliable quick assessment. Environ. Manag. 2013, 52, 1023–1039. [CrossRef] [PubMed]
    • (2013) Environ. Manag. , vol.52 , pp. 1023-1039
    • Vizzari, M.1    Modica, G.2
  • 90
    • 85044183476 scopus 로고    scopus 로고
    • Community forest and forest management in Nepal
    • Bhattarai, B. Community forest and forest management in Nepal. Am. J. Environ. Protect. 2016, 4, 79–91.
    • (2016) Am. J. Environ. Protect. , vol.4 , pp. 79-91
    • Bhattarai, B.1
  • 93
    • 0343303373 scopus 로고    scopus 로고
    • Quantification error versus location error in comparison of categorical maps
    • Pontius, G. Quantification error versus location error in comparison of categorical maps. Photogram. Eng. Remote Sens. 2000, 66, 1011–1016.
    • (2000) Photogram. Eng. Remote Sens. , vol.66 , pp. 1011-1016
    • Pontius, G.1
  • 94
    • 84962376826 scopus 로고    scopus 로고
    • Detection of land use/land cover changes and urban sprawl in al-khobar, Saudi Arabia: An analysis of multi-temporal remote sensing data
    • Rahman, M. Detection of land use/land cover changes and urban sprawl in al-khobar, saudi arabia: An analysis of multi-temporal remote sensing data. ISPRS Int. J. Geo-Inf. 2016, 5, 15. [CrossRef]
    • (2016) ISPRS Int. J. Geo-Inf. , vol.5 , pp. 15
    • Rahman, M.1


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