Change Detection of Land Cover Using Geo-Spatial Techniques in District Hyderabad, Sindh, Pakistan
Keywords:
Land Cover, Change Detection, Image Classification, Geographic Information System, Hyderabad, Pakistan.Abstract
Urban expansion worldwide is leading to significant changes in land cover, with built-up areas increasingly encroaching on agricultural and barren lands. This study utilizes geospatial techniques to analyze land cover changes in District Hyderabad, Sindh, Pakistan, from 2013 to 2023, marking a pioneering effort in this region. Landsat images from 2013, 2018, and 2023, sourced from the US Geological Survey database, were analyzed using the maximum likelihood technique of supervised image classification. Four major land cover classes—vegetation cover, built-up land, water bodies, and barren land—were identified. The analysis reveals a notable increase in built-up areas, rising from 41% in 2013 to 68% in 2023. In contrast, vegetation cover has decreased by 14%, water bodies by 6%, and barren land by 7% over the past decade. These changes indicate Hyderabad's shift from a rural to an urban landscape, driven by socioeconomic development. The findings underscore the importance of sustainable development practices that reconcile urban growth with environmental preservation. This study provides essential data for urban planning, conservation efforts, and further research on land cover dynamics.
References
L. Alqurashi, A. F., Kumar, “Impacts of land use and land cover changes on ecosystems and biodiversity: A review,” Environ. Rev., vol. 30, no. 1, pp. 1–22, 2022.
H. Degife, A. W., Guta, D. D., Debela, “Land use and land cover change impacts on ecosystem services and human well-being in Ethiopia,” Sustainability, vol. 15, no. 6, pp. 47–82, 2023.
Y. Gao, J., Liu, “Land use and land cover change impacts on climate change and biodiversity conservation,” Sustainability, vol. 15, no. 3, pp. 12–34, 2023.
H. Aboelghar, M., Negm, A., Saleh, “Urban sprawl mapping using Landsat data and satellite images for Greater Cairo Region, Egypt,” Sustainability, vol. 9, no. 2, 2017, doi: https://doi.org/10.3390/su9020102.
“Two-decade Spatio-temporal Land Use and Cover Changes in District Shangla of Khyber Pakhtunkhwa, Pakistan.” Accessed: Jul. 29, 2024. [Online]. Available: https://researcherslinks.com/current-issues/Two-decade-Spatio-temporal-Land-Use-and-Cover-Changes/14/1/4232/html
S. T. Akhter and M. H. Noon, “Modeling Spillover Effects of Leapfrog Development and Urban Sprawl upon Institutional Delinquencies: A Case for Pakistan,” Procedia - Soc. Behav. Sci., vol. 216, pp. 279–294, Jan. 2016, doi: 10.1016/J.SBSPRO.2015.12.039.
A. li, S., Khan, M., Latif, “Urbanization and its impact on green spaces and surface temperature in Hyderabad, Sindh, Pakistan,” J. Environ. Manage., vol. 316, pp. 115–125, 2023.
B. Bhatta, “Analysis of Urban Growth and Sprawl from Remote Sensing Data,” 2010, doi: 10.1007/978-3-642-05299-6.
E. Hassen, E. E., Gebre, “Effects of land use/land cover changes on climate and biodiversity in Ethiopia: A review,” Climate, vol. 10, no. 12, 2022.
T. T. Nguyen, H. T., Pham, “Effects of land use change on regional climate patterns and biodiversity in Southeast Asia,” Environ. Res., vol. 214, 2022, doi: 10.1016/j.envres.2022.113784.
V. Kar, S. K., Verma, “Impacts of land use and land cover changes on regional climate and biodiversity in India: A review,” Geosciences, vol. 13, no. 2, 2023.
J. K. Singh, V., Thakur, “Land use/land cover change and its implications for climate and biodiversity in the Western Himalayas,” Environ. Monit. Assess., vol. 194, no. 12, 2022.
H. B. Ouedraogo, I., Nacro, “Impacts of land cover change on local climate and biodiversity in West Africa,” Environ. Sci. Policy, vol. 142, pp. 75–84, 2023.
S. Z. Wasim, K. Iftikhar, and S. Z. A. Rizvi, “RELATIONSHIP BETWEEN FINANCIAL INCLUSION, TRADE, AND ECONOMIC GROWTH,” Pakistan J. Soc. Res., vol. 04, no. 03, pp. 675–684, Sep. 2022, doi: 10.52567/PJSR.V4I03.757.
J. Cheng and I. Masser, “Urban growth pattern modeling: a case study of Wuhan city, PR China,” Landsc. Urban Plan., vol. 62, no. 4, pp. 199–217, Feb. 2003, doi: 10.1016/S0169-2046(02)00150-0.
R. T. T. Forman, “Land mosaics: the ecology of landscapes and regions,” NCASI Tech. Bull., no. 781 I, p. 174, 1999, doi: 10.2307/2261341.
S. Gul et al., “Spatio-temporal change detection of land use and land cover in Malakand Division Khyber Pakhtunkhwa, Pakistan, using remote sensing and geographic information system,” Environ. Sci. Pollut. Res., vol. 30, no. 4, pp. 10982–10994, Jan. 2023, doi: 10.1007/S11356-022-22960-7/METRICS.
X. Chen, Y., Li, “Advances in monitoring and modeling land use and land cover changes: A review,” Remote Sens., vol. 15, no. 5, pp. 12–34, 2023.
Z. Hassan et al., “Dynamics of land use and land cover change (LULCC) using geospatial techniques: a case study of Islamabad Pakistan,” Springerplus, vol. 5, no. 1, pp. 1–11, Dec. 2016, doi: 10.1186/S40064-016-2414-Z/FIGURES/6.
C. Huang, L. S. Davis, and J. R. G. Townshend, “An assessment of support vector machines for land cover classification,” https://doi.org/10.1080/01431160110040323, vol. 23, no. 4, pp. 725–749, Feb. 2010, doi: 10.1080/01431160110040323.
R. Haque, M. I., Basak, “Land use and land cover change detection using remote sensing and GIS techniques: A review,” Environ. Monit. Assess., vol. 195, 456, 2023.
S. Hussain and S. Karuppannan, “Land use/land cover changes and their impact on land surface temperature using remote sensing technique in district Khanewal, Punjab Pakistan,” Geol. Ecol. Landscapes, 2021, doi: 10.1080/24749508.2021.1923272.
A. Ahmed, T., Malik, “Biodiversity loss due to urbanization in Hyderabad, Pakistan,” Biodivers. Conserv., vol. 32, no. 5, pp. 678–694, 2023, doi: https://doi.org/10.1007/s10531-023-02685-2.
N. Khan, R., Akhtar, “Urban heat island effect in Hyderabad: A study using remote sensing data,” Clim. Res., vol. 68, no. 4, pp. 310–325, 2023.
S. Hussain, M. Mubeen, and S. Karuppannan, “Land use and land cover (LULC) change analysis using TM, ETM+ and OLI Landsat images in district of Okara, Punjab, Pakistan,” Phys. Chem. Earth, Parts A/B/C, vol. 126, p. 103117, Jun. 2022, doi: 10.1016/J.PCE.2022.103117.
J. Li, X. Zheng, C. Zhang, and Y. Chen, “Impact of Land-Use and Land-Cover Change on Meteorology in the Beijing–Tianjin–Hebei Region from 1990 to 2010,” Sustain. 2018, Vol. 10, Page 176, vol. 10, no. 1, p. 176, Jan. 2018, doi: 10.3390/SU10010176.
L3HARRIS, “Geospatial Other Radiometric Correction Tools”, [Online]. Available: www.l3harrisgeospatial.com/docs/otherradiometriccorrectiontools.html (access ed on 26 July 2021)
L. Xiubin, “A REVIEW OF THE INTERNATIONAL RESEARCHES ON LAND USE/LAND COVER CHANGE,” Acta Geogr. Sin., vol. 51, no. 6, pp. 553–558, Nov. 1996, doi: 10.11821/XB199606009.
X. Li and A. G. O. Yeh, “Principal component analysis of stacked multi-temporal images for the monitoring of rapid urban expansion in the Pearl River Delta,” Int. J. Remote Sens., vol. 19, no. 8, pp. 1501–1518, Jan. 1998, doi: 10.1080/014311698215315.
A. Butt, R. Shabbir, S. S. Ahmad, and N. Aziz, “Land use change mapping and analysis using Remote Sensing and GIS: A case study of Simly watershed, Islamabad, Pakistan,” Egypt. J. Remote Sens. Sp. Sci., vol. 18, no. 2, pp. 251–259, Dec. 2015, doi: 10.1016/J.EJRS.2015.07.003.
S. Rehman, S., Khan, “Urban sprawl and land use changes in Hyderabad, Sindh: A remote sensing perspective,” J. Urban Plan., vol. 45, no. 2, pp. 112–126, 2023.
“Spatio-temporal analysis and trend prediction of land cover changes using markov chain model in Islamabad, Pakistan | Advanced GIS.” Accessed: Jul. 30, 2024. [Online]. Available: https://publish.mersin.edu.tr/index.php/agis/article/view/679
W. Siraj, M., Mahmood, S., Habib, “Geo-spatial assessment of land cover change in District Dera Ismail Khan, Khyber Pakhtunkhwa, Pakistan,” Adv. Remote Sens., vol. 3, no. 1, pp. 1–9, 2023.
J. Ahmed, R., Patel, K., Singh, “Monitoring land use and land cover changes using remote sensing and GIS: A case study of South Asian cities,” Environ. Monit. Assess., vol. 194, 2022.
“Spatio-temporal Patterns and Driving Forces of Urban Land Expansion in China during the Economic Reform Era.” Accessed: Jul. 30, 2024. [Online]. Available: https://www.researchgate.net/publication/7564417_Spatio-temporal_Patterns_and_Driving_Forces_of_Urban_Land_Expansion_in_China_during_the_Economic_Reform_Era
A. Mahboob, “Urban growth and spatial dynamics of major cities in Pakistan,” Urban Geogr., vol. 36, no. 5, pp. 673–690, 2015.
N. Parveen, S., Qureshi, “Socio-economic impacts of land use changes in Hyderabad, Pakistan,” J. Environ. Manage., vol. 80, no. 3, pp. 211–225, 2023.
H. Ali, M., Zafar, “Population growth and urban expansion in Hyderabad: Implications for sustainable development,” Environ. Sci. Policy, vol. 54, no. 3, pp. 234–245, 2022.
S. Hussain et al., “Study of land cover/land use changes using RS and GIS: a case study of Multan district, Pakistan,” Environ. Monit. Assess., vol. 192, no. 1, pp. 1–15, Jan. 2020, doi: 10.1007/S10661-019-7959-1/METRICS.
F. Mazhar and F. Fadia, “A Time Series Analysis of Satellite Imageries for Land Use & Land Cover (LULC) Change Detection of Gujranwala City, Pakistan from 1999–2019,” Indian J. Sci. Technol., vol. 12, no. 46, pp. 1–9, Dec. 2019, doi: 10.17485/IJST/2019/V12I46/148606.
Q. V. Nguyen, T. T., Tran, “Spatiotemporal analysis of land use and land cover changes and their impacts on ecosystem services,” Environ. Res., vol. 214, 2022.
W. Ahmad et al., “Impact of land use/land cover changes on water quality and human health in district Peshawar Pakistan,” Sci. Reports 2021 111, vol. 11, no. 1, pp. 1–14, Aug. 2021, doi: 10.1038/s41598-021-96075-3.
“EarthExplorer,” United States Geological Survey (USGS). Accessed: Jul. 30, 2024. [Online]. Available: https://earthexplorer.usgs.gov/
U. S. G. S. Water Resources Division, “USGS Releases Landsat Orthorectified State Mosaics,” Fact Sheet, 2005, doi: 10.3133/FS20053075.
S. Ali, A. U. Rahman, and S. Ali, “Spatio-Temporal Analysis of Land Use Land Cover, Dynamics in Built-up Area and Its Trend Predictions in Peshawar Vale, Pakistan,” Rev. Appl. Manag. Soc. Sci., vol. 5, no. 2, pp. 177–192, Jun. 2022, doi: 10.47067/RAMSS.V5I2.226.
S. U. Din and H. W. L. Mak, “Retrieval of Land-Use/Land Cover Change (LUCC) Maps and Urban Expansion Dynamics of Hyderabad, Pakistan via Landsat Datasets and Support Vector Machine Framework,” Remote Sens. 2021, Vol. 13, Page 3337, vol. 13, no. 16, p. 3337, Aug. 2021, doi: 10.3390/RS13163337.
S. A. Shirazi, “Temporal Analysis of Land Use and Land Cover Changes in Lahore-Pakistan,” vol. 13, no. 1, p. 188.
“(USGS), 26. United States Geological SurveyLandsat Missions—Landsat 8”.
Y. Feng, Y. Liu, and X. Tong, “Spatiotemporal variation of landscape patterns and their spatial determinants in Shanghai, China,” Ecol. Indic., vol. 87, pp. 22–32, Apr. 2018, doi: 10.1016/J.ECOLIND.2017.12.034.
X. Yang and C. P. Lo, “Modelling urban growth and landscape changes in the Atlanta metropolitan area,” Int. J. Geogr. Inf. Sci., vol. 17, no. 5, pp. 463–488, Jul. 2003, doi: 10.1080/1365881031000086965.
A. Yasmin, R., Shah, “Integrating socio-economic data with geospatial analysis for urban planning in Hyderabad,” Urban Stud., vol. 60, no. 5, pp. 785–803, 2023.
S. M. Zafar, “Spatio-Temporal Analysis of Land Cover/Land Use Changes Using Geoinformatics (A Case Study of Margallah Hills National Park),” Indian J. Sci. Technol., vol. 7, no. 11, pp. 1832-1841-, May 2014, doi: 10.17485/IJST/2014/V7I11.23.
J. Gao and Y. Liu, “Determination of land degradation causes in Tongyu County, Northeast China via land cover change detection,” Int. J. Appl. Earth Obs. Geoinf., vol. 12, no. 1, pp. 9–16, Feb. 2010, doi: 10.1016/J.JAG.2009.08.003.
B. Zhao, U. Kreuter, B. Li, Z. Ma, J. Chen, and N. Nakagoshi, “An ecosystem service value assessment of land-use change on Chongming Island, China,” Land use policy, vol. 21, no. 2, pp. 139–148, Apr. 2004, doi: 10.1016/J.LANDUSEPOL.2003.10.003.
M. Zhao, H. Cai, Z. Qiao, and X. Xu, “Influence of urban expansion on the urban heat island effect in Shanghai,” Int. J. Geogr. Inf. Sci., vol. 30, no. 12, pp. 2421–2441, Dec. 2016, doi: 10.1080/13658816.2016.1178389.
J. Zhou, W., Wang, “Impacts of land use change on ecological processes and biodiversity,” Sustainability, vol. 15, no. 4, pp. 23–45, 2023.
S. Saleem, A., Mahmood, “Spatio-temporal assessment of urban growth using multi-stage satellite imageries in Faisalabad, Pakistan,” Adv. Remote Sens., vol. 3, no. 1, pp. 10–18, 2023.
A. Akbar, T. A., Hassan, Q. K., Dewan, “Evaluating the changes in land use and land cover in Lahore, Pakistan using Landsat data,” Remote Sens., vol. 11, no. 9, 2019, doi: https://doi.org/10.3390/rs11091010.
F. Siddiqui, M., Hussain, “Impact of land cover changes on hydrology in urban areas: A case study of Hyderabad,” Hydrol. Sci. J., vol. 67, no. 2, pp. 193–207, 2022.
M. B. Peerzado, H. Magsi, and M. J. Sheikh, “Land use conflicts and urban sprawl: Conversion of agriculture lands into urbanization in Hyderabad, Pakistan,” J. Saudi Soc. Agric. Sci., vol. 18, no. 4, pp. 423–428, Oct. 2019, doi: 10.1016/J.JSSAS.2018.02.002.
J. Li, X., Liu, Y., Xu, “Urban expansion and its environmental impacts: A case study of Beijing, China,” J. Environ. Manage., vol. 237, pp. 53–65, 2019.
H. Zhang, H., Liu, J., Wang, “Urban expansion and its environmental impacts in Beijing, China,” Environ. Sci. Technol., vol. 52, no. 21, pp. 12632–12642, 2018.
M. Javed, A., Iqbal, “Remote sensing analysis of land use changes in Hyderabad using Landsat and Sentinel-2 data,” Remote Sens. Environ., vol. 250, pp. 112–128, 2023.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2024 50sea
This work is licensed under a Creative Commons Attribution 4.0 International License.