Simulating Land Cover Changes and Their Impacts on Land Surface Temperature in Dhaka, Bangladesh

被引:210
作者
Ahmed, Bayes [1 ]
Kamruzzaman, Md [2 ]
Zhu, Xuan [3 ]
Rahman, Md Shahinoor [4 ]
Choi, Keechoo [5 ]
机构
[1] UCL, Dept Earth Sci, IRDR, London WC1E 6BT, England
[2] Queensland Univ Technol, Sch Civil Engn & Built Environm, Brisbane, Qld 4000, Australia
[3] Monash Univ, Sch Geog & Environm Sci, Melbourne, Vic 3800, Australia
[4] BUET, BUET Japan Inst Disaster Prevent & Urban Safety B, Dhaka 1000, Bangladesh
[5] Ajou Univ, Dept Transportat Engn, Coll Engn, Yeongtong Ku, Suwon 443749, South Korea
来源
REMOTE SENSING | 2013年 / 5卷 / 11期
关键词
land cover change; land surface temperature; urban heat island effect; NDVI; artificial neural network; Markov chain; Dhaka; URBAN HEAT-ISLAND; UNITED-STATES; NEURAL-NETWORKS; CLIMATE-CHANGE; AREAS; URBANIZATION; CHINA; MODEL; INDEX; GROWTH;
D O I
10.3390/rs5115969
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Despite research that has been conducted elsewhere, little is known, to-date, about land cover dynamics and their impacts on land surface temperature (LST) in fast growing mega cities of developing countries. Landsat satellite images of 1989, 1999, and 2009 of Dhaka Metropolitan (DMP) area were used for analysis. This study first identified patterns of land cover changes between the periods and investigated their impacts on LST; second, applied artificial neural network to simulate land cover changes for 2019 and 2029; and finally, estimated their impacts on LST in respective periods. Simulation results show that if the current trend continues, 56% and 87% of the DMP area will likely to experience temperatures in the range of greater than or equal to 30 degrees C in 2019 and 2029, respectively. The findings possess a major challenge for urban planners working in similar contexts. However, the technique presented in this paper would help them to quantify the impacts of different scenarios (e.g., vegetation loss to accommodate urban growth) on LST and consequently to devise appropriate policy measures.
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收藏
页码:5969 / 5998
页数:30
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