Land-Use Land-Cover Change Detection Using Geospatial Techniques in Zalingei, Central Darfur, Sudan
Abstract
Using remote sensing for land use and land cover (LULC) is essential for systems that help people make decisions because it gives valuable information about space and time. A study was conducted in Zalingei, Sudan, to analyze the changes in LULC over 30 years from 1991 to 2021 using multi-temporal Landsat images. Thematic Mapper (TM) and Operational Land Imager (OLI) were classified using the supervised classification method. The pictures were divided into four groups based on how the land was used: residential areas, bodies of water, vegetation cover, and bare land. Results showed that the residential area increased by 20.74% while the water body increased by 2.32%. However, the vegetation cover decreased by 0.7%, and bare land decreased by 22.37%. The changes were caused by people, which shows how vital good land management practices and involvement from the local community are for reducing LULC change. So, to reduce LULC change in the study area, proper land management practices and active participation from the local community are needed. The study concluded that remote sensing technology is an effective tool for assessing and mapping land use and land cover changes and providing valuable information for decision support systems.
Downloads
References
P. J. Omar, N. Gupta, R. P. Tripathi, and S. Shekhar, "A study of change in agricultural and forest land in Gwalior city using satellite imagery," SAMRIDDHI: A Journal of Physical Sciences, Engineering and Technology, vol. 9, no. 02, pp. 109-112, Dec. 25, 2017. doi: 10.18090/samriddhi.v9i02.10870
P. P. Gogoi, V. Vinoj, D. Swain, G. Roberts, J. Dash, and S. Tripathy, "Land use and land cover change effect on surface temperature over Eastern India," Scientific reports, vol. 9, no. 1, 8859, Jun. 20, 2019. doi: 10.1038/s41598-019-45213-z
S. Mansour, M. Al-Belushi, and T. Al-Awadhi, "Monitoring land use and land cover changes in the mountainous cities of Oman using GIS and CA-Markov modelling techniques," Land Use Policy, vol. 91, 104414, 2020. doi: 10.1016/j.landusepol.2019.104414
E. Yirsaw, W. Wu, X. Shi, H. Temesgen, and B. Bekele, "Land use/land cover change modeling and the prediction of subsequent changes in ecosystem service values in a coastal area of China, the Su-Xi-Chang Region," Sustainability, vol. 9, no. 7, 1204, 2017. doi: 10.3390/su9071204
J. S. Silva, R. M. da Silva, and C. A. G. Santos, "Spatiotemporal impact of land use/land cover changes on urban heat islands: A case study of Paço do Lumiar, Brazil," Building and Environment, vol. 136, pp. 279-292, 2018. doi: 10.1016/j.buildenv.2018.03.041
G. Ayele, H. Hayi-cho, and M. Alemu, "Land Use Land Cover Change Detection and Deforestation Modeling: In Delomena District of Bale Zone, Ethiopia," Journal of Environmental Protection, vol. 10, pp. 532-561, 2019. doi: 10.4236/jep.2019.104031
S. Twisa and M. F. Buchroithner, "Land-use and land-cover (LULC) change detection in Wami River Basin, Tanzania," Land, vol. 8, no. 9, 136, 2019. doi: 10.3390/land8090136
B. R. Iniyalakshimi, R. Shanmugasundaram, S. Avudainayagam, R. Jagadeeshwaran, and P. Thangavel, "Assessment of Land Cover changes on long-term treated industrial effluent irrigation using Remote sensing and GIS techniques," Journal of Applied and Natural Science, vol. 11, no. 4, pp. 791-795, 2019. doi: 10.31018/jans.v11i4.1833
H. Xing, L. Zhu, J. Niu, B. Chen, W. Wang, and D. Hou, "A land cover change detection method combing spectral values and class probabilities," IEEE Access, vol. 9, pp. 83727-83739, 2021. doi: 10.1109/ACCESS.2021.3087206
M. R. Mezaal, A. S. Mahmoud, M. A. Jasim, and A. S. Naje, "Dynamics of Land Use and Land Cover Change Using Geospatial Techniques-A Case Study of Baghdad, Iraq," Ecological Engineering & Environmental Technology (EEET), vol. 23, no. 6, Nov. 1, 2022. doi: 10.12912/27197050/152896
N. K. Msofe, L. Sheng, and J. Lyimo, "Land use change trends and their driving forces in the Kilombero Valley Floodplain, Southeastern Tanzania," Sustainability, vol. 11, no. 2, 505, 2019. doi: 10.3390/su11020505
W. T. Dibaba, T. A. Demissie, and K. Miegel, "Drivers and implications of land use/land cover dynamics in Finchaa catchment, northwestern Ethiopia," Land, vol. 9, no. 4, 113, 2020. doi: 10.3390/land9040113
A. Hailu, S. Mammo, and M. Kidane, "Dynamics of land use, land cover change trend and its drivers in Jimma Geneti District, Western Ethiopia," Land use policy, vol. 99, 105011, 2020. doi: 10.1016/j.landusepol.2020.105011
M. F. Baig, M. R. U. Mustafa, I. Baig, H. B. Takaijudin, and M. T. Zeshan, "Assessment of land use land cover changes and future predictions using CA-ANN simulation for Selangor, Malaysia," Water, vol. 14, no. 3, 402, 2022. doi: 10.3390/w14030402
Z. Shao, N. S. Sumari, A. Portnov, F. Ujoh, W. Musakwa, and P. J. Mandela, "Urban sprawl and its impact on sustainable urban development: a combination of remote sensing and social media data," Geospatial Information Science, vol. 24, no. 2, pp. 241-255, 2021. doi: 10.1080/10095020.2020.1787800
M. K. Leta, T. A. Demissie, and J. Tränckner, "Modeling and prediction of land use land cover change dynamics based on land change modeler (Lcm) in Nashe watershed, upper blue nile basin, Ethiopia," Sustainability, vol. 13, no. 7, 3740, 2021. doi: 10.3390/su13073740
C. M. Fayet, K. H. Reilly, C. Van Ham, and P. H. Verburg, "What is the future of abandoned agricultural lands? A systematic review of alternative trajectories in Europe," Land use policy, vol. 112, 105833, 2022.
doi: 10.1016/j.landusepol.2021.105833
M. Goswami and M. V. Khire, "Land Use and Land Cover Change Detection for Urban Sprawl Analysis of Ahmedabad City Using Multitemporal Landsat Data," International Journal of Advanced Remote Sensing and GIS, vol. 5, 1670-1677, 2016. doi: 10.23953/cloud.ijarsg.51
J. Debnath, N. D. Pan, I. Ahmed, and M. Bhowmik, "Channel migration and its impact on land use/land cover using RS and GIS: A study on Khowai River of Tripura, North-East India," The Egyptian Journal of Remote Sensing and Space Science, vol. 20, no. 2, pp. 197-210, 2017.
doi: 10.1016/j.ejrs.2017.01.009
A. K. Saha and S. Agrawal, "Mapping and assessment of flood risk in Prayagraj district, India: a GIS and remote sensing study," Nanotechnology for Environmental Engineering, vol. 5, 1-18, 2020. doi: 10.1007/s41204-020-00073-1
G. Weil, I. M. Lensky, Y. S. Resheff, and N. Levin, "Optimizing the Timing of Unmanned Aerial Vehicle Image Acquisition for Applied Mapping of Woody Vegetation Species Using Feature Selection," Remote Sensing, vol. 9, 1130, 2017 doi: 10.3390/rs9111130
E. E. Hassen and M. Assen, "Land Use/Cover Dynamics and Its Drivers in Gelda Catchment, Lake Tana Watershed, Ethiopia," Environmental Systems Research, vol. 6, no. 4, 2018. doi: 10.1186/s40068-017-0081-x
A. Sánchez-Espinosa and C. Schröder, "Land use and land cover mapping in wetlands one step closer to the ground: Sentinel-2 versus Landsat 8," Journal of Environmental Management, vol. 247, pp. 484-498, 2019. doi: 10.1016/j.jenvman.2019.06.084
D. M. Johnson and R. Mueller, "Pre-and within-season crop type classification trained with archival land cover information," Remote Sensing of Environment, vol. 264, 112576, 2021. doi: 10.1016/j.rse.2021.112576
S. Meng, X. Wang, X. Hu, C. Luo, and Y. Zhong, "Deep learning-based crop mapping in the cloudy season using one-shot hyperspectral satellite imagery," Computers and Electronics in Agriculture, vol. 186, 106188, 2021. doi: 10.1016/j.compag.2021.106188
H. M. Mosammam, J. T. Nia, H. Khani, A. Teymouri, and M. Kazemi, "Monitoring Land Use Change and Measuring Urban Sprawl Based on Its Spatial Forms: The Case of Qom City," The Egyptian Journal of Remote Sensing and Space Science, vol. 20, pp. 103-116, 2017.
doi: 10.1016/j.ejrs.2016.08.002
A. Kourosh Niya, J. Huang, H. Karimi, H. Keshtkar, and B. Naimi, "Use of intensity analysis to characterize land use/cover change in the biggest Island of Persian Gulf, Qeshm Island, Iran," Sustainability, vol. 11, no. 16, 4396, 2019. doi: 10.3390/su11164396
D. Khamchiangta and S. Dhakal, "Time series analysis of land use and land cover changes related to urban heat island intensity: Case of Bangkok Metropolitan Area in Thailand," Journal of Urban Management, vol. 9, no. 4, pp. 383-395, 2020. doi: 10.1016/j.jum.2020.09.001
B. Nath, W. Ni-Meister, and R. Choudhury, "Impact of urbanization on land use and land cover change in Guwahati city, India and its implication on declining groundwater level," Groundwater for Sustainable Development, vol. 12, 100500, 2021. doi: 10.1016/j.gsd.2020.100500
N. Arveti, B. Etikala, and P. Dash, "Land use/Landcover analysis based on various comprehensive geospatial data sets: A case study from Ananthapuramu area, South India," Advances in Remote Sensing, vol. 5, no. 2, pp. 73-82, 2016. doi: 10.4236/ars.2016.52006
N. Ahmad and P. Pandey, "Assessment and monitoring of land degradation using geospatial technology in Bathinda district, Punjab, India," Solid Earth, vol. 9, no. 1, pp. 75-90, 2018. doi: 10.5194/se-9-75-2018
S. W. Wang, B. M. Gebru, M. Lamchin, R. B. Kayastha, and W. K. Lee, "Land use and land cover change detection and prediction in the Kathmandu district of Nepal using remote sensing and GIS," Sustainability, vol. 12, no. 9, 3925, 2020. doi: 10.3390/su12093925
M. Mariye, M. Maryo, and J. Li, "The study of land use and land cover (LULC) dynamics and the perception of local people in Aykoleba, northern Ethiopia," Journal of the Indian Society of Remote Sensing, vol. 50, no. 5, pp. 775-789, 2022. doi: 10.1007/s12524-021-01462-y
G. N. Vivekananda, R. Swathi, and A. V. L. N. Sujith, "Multi-temporal image analysis for LULC classification and change detection," European Journal of Remote Sensing, vol. 54, sup2, pp. 189-199, 2021.
doi: 10.1080/22797254.2020.1771215
M. Naeem, H. U. Farid, M. A. Madni, R. Ahsen, Z. M. Khan, A. Dilshad, and H. Shahzad, "Remotely sensed image interpretation for assessment of land use land cover changes and settlement impact on allocated irrigation water in Multan, Pakistan," Environmental Monitoring and Assessment, vol. 194, no. 2, 98, 2022. doi: 10.1007/s10661-021-09732-5
J. Al-doski, S. B. Mansor, and H. Z. M. S. Helmi, "Change Detection Process and Techniques," Civil and Environmental Research, vol. 3, no. 10, 2013. Available: www.iiste.org ISSN 2224-5790 (Paper) ISSN 2225-0514 (Online).
A. Singh, "Digital change detection techniques using remotely-sensed data," International Journal of Remote Sensing, vol. 10, no. 6, pp. 989-1000, 1989. doi: 10.1080/01431168908903939
Y. Sreedhar, A. Najaraju, and G. M. Krishna, "An Appraisal of land use/land cover change scenario of Tummalapalle, cuddapah Region, India-A Remote Sensing and GIS Perspective," Advances in Remote Sensing, vol. 5, no. 4, pp. 232-245, 2016. doi: 10.4236/ars.2016.54019
T. Shanmugam and B. Rajagopalan, "Urban change detection based on remote sensing and GIS study of Salem revenue division, Salem District, Tamilnadu, India," European Journal of Geography, vol. 4, no. 3, pp. 50-59, 2013.
A. A. Belal and F. S. Moghanm, "Detecting urban growth using remote sensing and GIS techniques in Al Gharbiya governorate, Egypt," The Egyptian Journal of Remote Sensing and Space Science, vol. 14, no. 2, pp. 73-79, 2011. doi: 10.1016/j.ejrs.2011.09.001
K. Courage, G. Jonah, and H. M. Hitomi, "Monitoring urban spatial growth in Harare Metropolitan Province, Zimbabwe," Advances in Remote Sensing, vol. 2, no. 4, pp. 322-333, 2013. doi: 10.4236/ars.2013.24035
Download PDF: 623 times
Copyright (c) 2023 Journal of Information Systems and Informatics
This work is licensed under a Creative Commons Attribution 4.0 International License.
- I certify that I have read, understand and agreed to the Journal of Information Systems and Informatics (Journal-ISI) submission guidelines, policies and submission declaration. Submission already using the provided template.
- I certify that all authors have approved the publication of this and there is no conflict of interest.
- I confirm that the manuscript is the authors' original work and the manuscript has not received prior publication and is not under consideration for publication elsewhere and has not been previously published.
- I confirm that all authors listed on the title page have contributed significantly to the work, have read the manuscript, attest to the validity and legitimacy of the data and its interpretation, and agree to its submission.
- I confirm that the paper now submitted is not copied or plagiarized version of some other published work.
- I declare that I shall not submit the paper for publication in any other Journal or Magazine till the decision is made by journal editors.
- If the paper is finally accepted by the journal for publication, I confirm that I will either publish the paper immediately or withdraw it according to withdrawal policies
- I Agree that the paper published by this journal, I transfer copyright or assign exclusive rights to the publisher (including commercial rights)