Land change modeler and CA-Markov chain analysis for land use land cover change using satellite data of Peshawar, Pakistan
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作者:
Tariq, Aqil
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Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430072, Hubei, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430072, Hubei, Peoples R China
Tariq, Aqil
[1
]
Yan, Jianguo
论文数: 0引用数: 0
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机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430072, Hubei, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430072, Hubei, Peoples R China
Yan, Jianguo
[1
]
Mumtaz, Faisal
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
Univ Chinese Acad Sci UCAS, Beijing 101408, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430072, Hubei, Peoples R China
Mumtaz, Faisal
[2
,3
]
机构:
[1] Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430072, Hubei, Peoples R China
[2] Chinese Acad Sci, Aerosp Informat Res Inst, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
[3] Univ Chinese Acad Sci UCAS, Beijing 101408, Peoples R China
Urbanization is a global phenomenon that caused many regions worldwide to face dramatic Land Use Land Cover (LULC) changes associated with urban sprawl and significant consequences. This research aims to assess and predict the urban growth of Peshawar city as well as LULC with a Cellular-Automata-Markov-Chain (CA-MarkovChain). LULC distributions were mapped using Landsat (5, 7, and 8) data from 1998, 2003, 2008, 2013 and 2018. Long-term changes to the landscape were simulated using a CA-Markov model at 10-year intervals from 2018, 2028 and 2038. Finally, the overall accuracy and kappa coefficient were used to validate the models and LULC maps accuracies. Results indicate a substantial expansion in built-up area and vegetation class for Peshawar city replacing bare land. As a result of our research, the total built-up area was increased in 2018 was 272 km2. Peshawar's vegetation cover has increased by 25.6% throughout the study period, especially 12.7% under the billion-tree project (from 2013 to 2018). According to CA-Markov Chain analysis, we can predict the growth of built-up area and vegetation area from 299.75 km2 (23.71%) to 318.92 km2 (25.23%) and 701.38 km2 (55.48%) to 748.69 km2 (59.23%) between 2028 and 2038, based on the development from 1998 to 2018. This study is very significant for the urban designing, urban development, policy makers and law enforcement departments.
机构:
Univ Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, AustraliaUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Al-Najjar, Husam A. H.
;
Kalantar, Bahareh
论文数: 0引用数: 0
h-index: 0
机构:
RIKEN, Ctr Adv Intelligence Project, Goal Oriented Technol Res Grp, Disaster Resilience Sci Team, Tokyo 1030027, JapanUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Kalantar, Bahareh
;
Pradhan, Biswajeet
论文数: 0引用数: 0
h-index: 0
机构:
Univ Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Sejong Univ, Dept Energy & Mineral Resources Engn, 209 Neungdong Ro, Seoul 05006, South KoreaUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Pradhan, Biswajeet
;
Saeidi, Vahideh
论文数: 0引用数: 0
h-index: 0
机构:
Darya Tarsim Consulting Engn Co Ltd, Dept Mapping & Surveying, Tehran 1457843993, IranUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Saeidi, Vahideh
;
Halin, Alfian Abdul
论文数: 0引用数: 0
h-index: 0
机构:
Univ Putra Malaysia, Dept Multimedia, Fac Comp Sci & Informat Technol, Serdang 43400, Selangor, MalaysiaUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Halin, Alfian Abdul
;
Ueda, Naonori
论文数: 0引用数: 0
h-index: 0
机构:
RIKEN, Ctr Adv Intelligence Project, Goal Oriented Technol Res Grp, Disaster Resilience Sci Team, Tokyo 1030027, JapanUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Ueda, Naonori
;
Mansor, Shattri
论文数: 0引用数: 0
h-index: 0
机构:
Univ Putra Malaysia, Dept Civil Engn, Fac Engn, Serdang 43400, Selangor, MalaysiaUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Lu, Linlin
;
Chen, Fang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Chen, Fang
;
Nawaz-ul-Huda, Syed
论文数: 0引用数: 0
h-index: 0
机构:
Dawn GIS, Geospatial Stat Res & Anal Div, Karachi 75300, PakistanChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Nawaz-ul-Huda, Syed
;
Pan, Luyang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Pan, Luyang
;
Tariq, Aqil
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Tariq, Aqil
;
Qureshi, Salman
论文数: 0引用数: 0
h-index: 0
机构:
Humboldt Univ, Inst Geog, D-12489 Berlin, GermanyChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Qureshi, Salman
;
Li, Bin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Li, Bin
;
Li, Qingting
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Airborne Remote Sensing Ctr, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Chen, Fang
;
Lu, Linlin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Lu, Linlin
;
Qureshi, Salman
论文数: 0引用数: 0
h-index: 0
机构:
Humboldt Univ, Inst Geog, D-12489 Berlin, GermanyChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Qureshi, Salman
;
Tariq, Aqil
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Tariq, Aqil
;
Wang, Siyuan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Res Ctr Ecoenvironm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Wang, Siyuan
;
Jing, Linhai
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Jing, Linhai
;
Hamza, Salma
论文数: 0引用数: 0
h-index: 0
机构:
Bahria Univ, Dept Earth & Environm Sci, Karachi Campus, Karachi 75300, PakistanChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Hamza, Salma
;
Li, Qingting
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Airborne Remote Sensing Ctr, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
机构:
Indian Inst Technol, Ctr Oceans Rivers Atmosphere & Land Sci CORAL, Kharagpur 721302, W Bengal, IndiaIndian Inst Technol, Ctr Oceans Rivers Atmosphere & Land Sci CORAL, Kharagpur 721302, W Bengal, India
Behera, Mukunda D.
;
Borate, Santosh N.
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Technol, Sch Water Resources, Kharagpur 721302, W Bengal, IndiaIndian Inst Technol, Ctr Oceans Rivers Atmosphere & Land Sci CORAL, Kharagpur 721302, W Bengal, India
Borate, Santosh N.
;
Panda, Sudhindra N.
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Technol, Sch Water Resources, Kharagpur 721302, W Bengal, IndiaIndian Inst Technol, Ctr Oceans Rivers Atmosphere & Land Sci CORAL, Kharagpur 721302, W Bengal, India
Panda, Sudhindra N.
;
Behera, Priti R.
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Technol, Sch Water Resources, Kharagpur 721302, W Bengal, IndiaIndian Inst Technol, Ctr Oceans Rivers Atmosphere & Land Sci CORAL, Kharagpur 721302, W Bengal, India
Behera, Priti R.
;
Roy, Partha S.
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Remote Sensing ISRO, Dehra Dun 248001, Uttar Pradesh, IndiaIndian Inst Technol, Ctr Oceans Rivers Atmosphere & Land Sci CORAL, Kharagpur 721302, W Bengal, India
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R ChinaVidyasagar Univ, Dept Geog, Midnapore 721102, India
Mumtaz, Faisal
;
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机构:
Dinda, Santanu
;
论文数: 引用数:
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机构:
Ghosh, Subrata
;
Zhao, Na
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R ChinaVidyasagar Univ, Dept Geog, Midnapore 721102, India
机构:
Univ Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, AustraliaUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Al-Najjar, Husam A. H.
;
Kalantar, Bahareh
论文数: 0引用数: 0
h-index: 0
机构:
RIKEN, Ctr Adv Intelligence Project, Goal Oriented Technol Res Grp, Disaster Resilience Sci Team, Tokyo 1030027, JapanUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Kalantar, Bahareh
;
Pradhan, Biswajeet
论文数: 0引用数: 0
h-index: 0
机构:
Univ Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Sejong Univ, Dept Energy & Mineral Resources Engn, 209 Neungdong Ro, Seoul 05006, South KoreaUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Pradhan, Biswajeet
;
Saeidi, Vahideh
论文数: 0引用数: 0
h-index: 0
机构:
Darya Tarsim Consulting Engn Co Ltd, Dept Mapping & Surveying, Tehran 1457843993, IranUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Saeidi, Vahideh
;
Halin, Alfian Abdul
论文数: 0引用数: 0
h-index: 0
机构:
Univ Putra Malaysia, Dept Multimedia, Fac Comp Sci & Informat Technol, Serdang 43400, Selangor, MalaysiaUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Halin, Alfian Abdul
;
Ueda, Naonori
论文数: 0引用数: 0
h-index: 0
机构:
RIKEN, Ctr Adv Intelligence Project, Goal Oriented Technol Res Grp, Disaster Resilience Sci Team, Tokyo 1030027, JapanUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
Ueda, Naonori
;
Mansor, Shattri
论文数: 0引用数: 0
h-index: 0
机构:
Univ Putra Malaysia, Dept Civil Engn, Fac Engn, Serdang 43400, Selangor, MalaysiaUniv Technol Sydney, CAMGIS, Fac Engn & IT, Sydney, NSW 2007, Australia
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Lu, Linlin
;
Chen, Fang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Chen, Fang
;
Nawaz-ul-Huda, Syed
论文数: 0引用数: 0
h-index: 0
机构:
Dawn GIS, Geospatial Stat Res & Anal Div, Karachi 75300, PakistanChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Nawaz-ul-Huda, Syed
;
Pan, Luyang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Pan, Luyang
;
Tariq, Aqil
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Tariq, Aqil
;
Qureshi, Salman
论文数: 0引用数: 0
h-index: 0
机构:
Humboldt Univ, Inst Geog, D-12489 Berlin, GermanyChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Qureshi, Salman
;
Li, Bin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Li, Bin
;
Li, Qingting
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Airborne Remote Sensing Ctr, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Chen, Fang
;
Lu, Linlin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Lu, Linlin
;
Qureshi, Salman
论文数: 0引用数: 0
h-index: 0
机构:
Humboldt Univ, Inst Geog, D-12489 Berlin, GermanyChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Qureshi, Salman
;
Tariq, Aqil
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Tariq, Aqil
;
Wang, Siyuan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Res Ctr Ecoenvironm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Wang, Siyuan
;
Jing, Linhai
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Jing, Linhai
;
Hamza, Salma
论文数: 0引用数: 0
h-index: 0
机构:
Bahria Univ, Dept Earth & Environm Sci, Karachi Campus, Karachi 75300, PakistanChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Hamza, Salma
;
Li, Qingting
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Airborne Remote Sensing Ctr, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
机构:
Indian Inst Technol, Ctr Oceans Rivers Atmosphere & Land Sci CORAL, Kharagpur 721302, W Bengal, IndiaIndian Inst Technol, Ctr Oceans Rivers Atmosphere & Land Sci CORAL, Kharagpur 721302, W Bengal, India
Behera, Mukunda D.
;
Borate, Santosh N.
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Technol, Sch Water Resources, Kharagpur 721302, W Bengal, IndiaIndian Inst Technol, Ctr Oceans Rivers Atmosphere & Land Sci CORAL, Kharagpur 721302, W Bengal, India
Borate, Santosh N.
;
Panda, Sudhindra N.
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Technol, Sch Water Resources, Kharagpur 721302, W Bengal, IndiaIndian Inst Technol, Ctr Oceans Rivers Atmosphere & Land Sci CORAL, Kharagpur 721302, W Bengal, India
Panda, Sudhindra N.
;
Behera, Priti R.
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Technol, Sch Water Resources, Kharagpur 721302, W Bengal, IndiaIndian Inst Technol, Ctr Oceans Rivers Atmosphere & Land Sci CORAL, Kharagpur 721302, W Bengal, India
Behera, Priti R.
;
Roy, Partha S.
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Remote Sensing ISRO, Dehra Dun 248001, Uttar Pradesh, IndiaIndian Inst Technol, Ctr Oceans Rivers Atmosphere & Land Sci CORAL, Kharagpur 721302, W Bengal, India
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R ChinaVidyasagar Univ, Dept Geog, Midnapore 721102, India
Mumtaz, Faisal
;
论文数: 引用数:
h-index:
机构:
Dinda, Santanu
;
论文数: 引用数:
h-index:
机构:
Ghosh, Subrata
;
Zhao, Na
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R ChinaVidyasagar Univ, Dept Geog, Midnapore 721102, India