Assessing Land Use/Land Cover Changes and Urban Heat Island Intensification: A Case Study of Kamrup Metropolitan District, Northeast India (2000-2032)

被引:32
作者
Choudhury, Upasana [1 ]
Singh, Suraj Kumar [2 ]
Kumar, Anand [1 ]
Meraj, Gowhar [3 ]
Kumar, Pankaj [4 ]
Kanga, Shruti [5 ]
机构
[1] Suresh Gyan Vihar Univ, Ctr Climate Change & Water Res, Jaipur 302017, India
[2] Suresh Gyan Vihar Univ, Ctr Sustainable Dev, Jaipur 302017, India
[3] Univ Tokyo, Grad Sch Agr & Life Sci, Tokyo 1138654, Japan
[4] Inst Global Environm Strategies, Hayama 2400115, Japan
[5] Cent Univ Punjab, Sch Environm & Earth Sci, Dept Geog, Bathinda 151401, Punjab, India
来源
EARTH | 2023年 / 4卷 / 03期
关键词
cellular automata-artificial neural network; LST; LULC; NDVI; NDBI; maximum likelihood algorithm; REMOTE-SENSING DATA; SURFACE TEMPERATURE; CITY; URBANIZATION; INTEGRATION; VEGETATION; IMPACTS; WATER;
D O I
10.3390/earth4030026
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Amid global concerns regarding climate change and urbanization, understanding the interplay between land use/land cover (LULC) changes, the urban heat island (UHI) effect, and land surface temperatures (LST) is paramount. This study provides an in-depth exploration of these relationships in the context of the Kamrup Metropolitan District, Northeast India, over a period of 22 years (2000-2022) and forecasts the potential implications up to 2032. Employing a high-accuracy supervised machine learning algorithm for LULC analysis, significant transformations are revealed, including the considerable growth in urban built-up areas and the corresponding decline in cultivated land. Concurrently, a progressive rise in LST is observed, underlining the escalating UHI effect. This association is further substantiated through correlation studies involving the normalized difference built-up index (NDBI) and the normalized difference vegetation index (NDVI). The study further leverages the cellular automata-artificial neural network (CA-ANN) model to project the potential scenario in 2032, indicating a predicted intensification in LST, especially in regions undergoing rapid urban expansion. The findings underscore the environmental implications of unchecked urban growth, such as rising temperatures and the intensification of UHI effects. Consequently, this research stresses the critical need for sustainable land management and urban planning strategies, as well as proactive measures to mitigate adverse environmental changes. The results serve as a vital resource for policymakers, urban planners, and environmental scientists working towards harmonizing urban growth with environmental sustainability in the face of escalating global climate change.
引用
收藏
页码:503 / 521
页数:19
相关论文
共 65 条
[1]   Assessing the Spatial Mapping of Heat Vulnerability under Urban Heat Island (UHI) Effect in the Dhaka Metropolitan Area [J].
Abrar, Rakin ;
Sarkar, Showmitra Kumar ;
Nishtha, Kashfia Tasnim ;
Talukdar, Swapan ;
Shahfahad ;
Rahman, Atiqur ;
Islam, Abu Reza Md Towfiqul ;
Mosavi, Amir .
SUSTAINABILITY, 2022, 14 (09)
[2]   Glacial Lake Outburst Flood Hazard and Risk Assessment of Gangabal Lake in the Upper Jhelum Basin of Kashmir Himalaya Using Geospatial Technology and Hydrodynamic Modeling [J].
Ahmed, Rayees ;
Rawat, Manish ;
Wani, Gowhar Farooq ;
Ahmad, Syed Towseef ;
Ahmed, Pervez ;
Jain, Sanjay Kumar ;
Meraj, Gowhar ;
Mir, Riyaz Ahmad ;
Rather, Abid Farooq ;
Farooq, Majid .
REMOTE SENSING, 2022, 14 (23)
[3]   Urban Sprawl Analysis of Tripoli Metropolitan City (Libya) Using Remote Sensing Data and Multivariate Logistic Regression Model [J].
Alsharif, Abubakr A. A. ;
Pradhan, Biswajeet .
JOURNAL OF THE INDIAN SOCIETY OF REMOTE SENSING, 2014, 42 (01) :149-163
[4]   Two decades of urban climate research: A review of turbulence, exchanges of energy and water, and the urban heat island [J].
Arnfield, AJ .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2003, 23 (01) :1-26
[5]   Quantifying the contribution of diminishing green spaces and urban sprawl to urban heat island effect in a rapidly urbanizing metropolitan city of Pakistan [J].
Arshad, Salman ;
Ahmad, Sajid Rashid ;
Abbas, Sawaid ;
Asharf, Ather ;
Siddiqui, Nadia Asad ;
ul Islam, Zia .
LAND USE POLICY, 2022, 113
[6]   Land Use/Land Cover Change (2000-2014) in the Rio de la Plata Grasslands: An Analysis Based on MODIS NDVI Time Series [J].
Baeza, Santiago ;
Paruelo, Jose M. .
REMOTE SENSING, 2020, 12 (03)
[7]   Simulating Spatiotemporal Changes in Land Use and Land Cover of the North-Western Himalayan Region Using Markov Chain Analysis [J].
Bashir, Owais ;
Bangroo, Shabir Ahmad ;
Guo, Wei ;
Meraj, Gowhar ;
T. Ayele, Gebiaw ;
Naikoo, Nasir Bashir ;
Shafai, Shahid ;
Singh, Perminder ;
Muslim, Mohammad ;
Taddese, Habitamu ;
Gani, Irfan ;
Ur Rahman, Shafeeq .
LAND, 2022, 11 (12)
[8]   Vulnerability and Risk Assessment to Climate Change in Sagar Island, India [J].
Bera, Aparna ;
Meraj, Gowhar ;
Kanga, Shruti ;
Farooq, Majid ;
Singh, Suraj Kumar ;
Sahu, Netrananda ;
Kumar, Pankaj .
WATER, 2022, 14 (05)
[9]   Urban sprawl measurement from remote sensing data [J].
Bhatta, B. ;
Saraswati, S. ;
Bandyopadhyay, D. .
APPLIED GEOGRAPHY, 2010, 30 (04) :731-740
[10]   Aerosol Characteristics and Their Impact on the Himalayan Energy Budget [J].
Chand, Kesar ;
Kuniyal, Jagdish Chandra ;
Kanga, Shruti ;
Guleria, Raj Paul ;
Meraj, Gowhar ;
Kumar, Pankaj ;
Farooq, Majid ;
Singh, Suraj Kumar ;
Nathawat, Mahendra Singh ;
Sahu, Netrananda ;
Kumar, Raj .
SUSTAINABILITY, 2022, 14 (01)