CHANGE DETECTION FOR URBAN EXPANSION IN BAGHDAD CITY AL-DOURA AREA USING GEOGRAPHIC INFORMATION SYSTEMS

Authors

  • T. H. Mushtaq College of Education, Mustansiriyah University, Iraq.
  • A. R. Mustafa College of Science, Mustansiriyah University, Iraq.
  • R. K. Rania College of Science, Mustansiriyah University, Iraq.
  • A. A. Hala College of Science, Mustansiriyah University, Iraq.
  • Y. K. Mohammed College of Science, Mustansiriyah University, Iraq. https://orcid.org/0000-0001-5709-2549
  • A. J. Abdul-Lateef College of Education, Mustansiriyah University, Iraq.

DOI:

https://doi.org/10.4314/njt.v43i3.11

Keywords:

Al-Dora refinery, Geographic Information System, Support Vector Machine, Remote Sensing

Abstract

The Al-Doura region is undergoing a deterioration in soil quality as a result of the ongoing expansion of residential areas. The expansion is leading to environmental degradation, affecting native plant life and the overall ecosystem. This study employed remote sensing techniques to analyze and comprehend land patterns in the Doura region throughout a defined timeframe, with particular emphasis on the influence of the Doura refinery. The research conducted from 2013 to 2023 was categorized into five distinct areas: urban, water, soil, streets, and plants. This categorization was achieved by utilizing remote sensing data and the ENVI tool. The classification was executed via the support vector machine classifier. The results demonstrate notable changes in the Doura, marked by a swift and substantial growth of the metropolitan region. The expansion has led to a significant reduction in green spaces, with the urban area comprising 21.21% in 2013, rising to 36.71% in 2018, and further increasing to 60.16% in 2023. The categorizations suggest a decrease in the availability of arable land, indicating the expansion of the residential area of Al-Doura. Urban development intensifies land surface temperatures and adds to air pollution. A sustainable approach is necessary to address the presence of the Al-Doura refinery, with a focus on achieving a balance between economic and environmental requirements.

References

[1] A. H. Sadiq and Z. M. Shakoor, "Modern optimization techniques for prediction catalytic reforming reactions kinetics in Al-Daura refinery," in AIP Conference Proceedings, 2022, vol. 2443, doi: 10.1063/5.0093838.

[2] A. M. Al-Qarakhli, S. Hamid Mudher, S. Mahmood Ali, and A. Yakub Majid, "Evaluation of Total Antioxidant Capacity in Al-Daura Oil Refinery Workers and Its Relation to Oral and Periodontal Conditions: An Analytical Cross-Sectional Study," Dental Hypotheses, Article vol. 13, no. 2, pp. 36-39, 2022, doi: 10.4103/denthyp.denthyp-33-21.

[3] E. H. Ouda, S. H. Khazaal, and J. Abbas, "An Application of Cooperative Game Theory in Oil Refining Sites: Case Study of Dora Refinery in Iraq," in Lecture Notes in Networks and Systems, 2023, vol. 759 LNNS, pp. 592-599, doi: 10.1007/978-3-031-39777-6_69.

[4] F. K. Mashee Al Ramahi, O. H. Mutlag, and A. A. Shnain, "The Effect of Lead Isotopes Hazards in The Soil of Baghdad Governorate Using Remote Sensing Techniques," in AIP Conference Proceedings, 2023, vol. 2977, 1 ed., doi: 10.1063/5.0182271.

[5] S. M. Ahmed and F. K. M. Al-Ramahi, "Evaluate the Effect of Relative Humidity in the Atmosphere of Baghdad City urban expansion Using Remote Sensing Data," Iraqi Journal of Science, vol. 63, no. 4, pp. 1848-1859, 04/30 2022, doi: 10.24996/ijs.2022.63.4.41.

[6] Z. T. Al-Sharify et al., "Using GIS model to investigate sustainable irrigation techniques from wastewater," in AIP Conference Proce-edings, 2023, vol. 2787, 1 ed., doi: 10.1063/5. 0150147.

[7] E. S. A. Al-Bari, "Reality of the environmental of oil refineries Al Doura refinery as a case study," in AIP Conference Proceedings, 2023, vol. 2793, 1 ed., doi: 10.1063/5.0168593.

[8] M. A. Raheem and A. J. Hatem, "Calculation of salinity and soil moisture indices in south of Iraq-using satellite image data," in Energy Procedia, 2019, vol. 157, pp. 228-233, doi: 10.1016/j.egypro.2018.11.185.

[9] A. Hussein and N. Asmael, "GIS-BASED ANALYSIS ACCESSIBILITY TO DESTINATIONS BASED ON PUBLIC TRANSPORT," Journal of Engineering and Sustainable Development, vol. 25, p. 15, 09/01 2021, doi: 10.31272/jeasd.25.5.2.

[10] H. H. Jaafar and E. Woertz, "Agriculture as a funding source of ISIS: A GIS and remote sensing analysis," Food Policy, vol. 64, pp. 14-25, 2016/10/01/ 2016, doi: https://doi.org/10.10 16/j.foodpol.2016.09.002.

[11] L. K. Abbas, "Mapping land cover/land use for change derivation using remote sensing and gis technique," Iraqi Journal of Science, Article vol. 62, no. 10, pp. 3772-3778, 2021, doi: 10.24996/ijs.2021.62.10.35.

[12] N. Khaleefah and W. S. Alwan, "Green Zone Planning for City Sustainability," in IOP Conference Series: Earth and Environmental Science, 2022, vol. 961, 1 ed., doi: 10.1088/1755-1315/961/1/012075.

[13] F. Mashee, A. Ramahi, Z. Khalil, and I. Bahadly, "The Spatial Analysis for Bassia eriophora (Schrad.) Asch. Plant Distributed in all IRAQ by Using RS & GIS Techniques," Baghdad Science Journal, vol. 17, pp. 126-135, 04/16 2020, doi: 10.21123/bsj.2020.17.1.0126.

[14] M. T. Hamzaa, M. I. Malik, and S. H. Al-Shammary, "Study of desertification in the East of Iraq in (2013-2020) by supervised maximum likelihood," in AIP Conference Proceedings, 2022, vol. 2437, no. 1: AIP Publishing.

[15] A.-z. Mohsen, M. Al-Jiboori, and Y. Kadhim, "Estimation of roughness and zero-displacement heights over Baghdad utilizing remote sensing and GIS techniques," Przegląd Naukowy Inżynieria i Kształtowanie Środow-iska, vol. 30, pp. 171-181, 04/01 2021, doi: 10.22630/PNIKS.2021.30.1.15.

[16] Z. F. Kahdim and K. M. Abood, “Study of Sky Radio Frequency Interference Background Level Behavior During the Partial Solar Eclips on 25 Oct. 2022 at The Baghdad University Location”, Al-Mustansiriyah Journal of Science, vol. 35, no. 1, pp. 112–118, doi: 10.23851/mjs.v35i1.1460.

[17] W. M. M. Al-Hameedi et al., "Remote sensing-based urban sprawl modeling using multilayer perceptron neural network Markov chain in Baghdad, Iraq," Remote Sensing, vol. 13, no. 20, p. 4034, 2021.

[18] S. H. Mahal, A. M. Al-Lami, and F. K. Mashee, "Assessment of The Impact of Urbanization Growth on the Climate of Baghdad Province using Remote Sensing," Iraqi Journal of Agricultural Sciences, Article vol. 53, no. 5, pp. 1021-1034, 2022, doi: 10.36103/ijas.v53i5.161 6.

[19] M. A. Fadhel and F. M. Abdulhussein, "Accumulation Detection of Cadmium in some land-use soil of Baghdad city, Iraq," Iraqi Journal of Science, Article vol. 63, no. 8, pp. 3570-3577, 2022, doi: 10.24996/ijs.2022.63.8. 29.

[20] H. K. Hammood, F. K. Mashee Al Ramahi, and H. S. Hussain, "Measurement and Analysis of the Distribution of Pb-214 Lead Isotope in Baghdad Soil using Remote Sensing Techniques," Iraqi Journal of Science, Article vol. 63, no. 2, pp. 897-907, 2022, doi: 10.2499 6/ijs.2022.63.2.41.

[21] A. F. Hassoon and A. B. Ali, "Irregular urban expansion and its effects on air temperature over Baghdad City using remote sensing technique," Iraqi Journal of Science, Article vol. 62, no. 6, pp. 2110-2121, 2021, doi: 10.24996/ijs.2021.62.6.36.

[22] R. R. Kadhim and M. Y. Kamil, "Breast invasive ductal carcinoma diagnosis using machine learning models and Gabor filter method of histology images," International Journal of Reconfigurable and Embedded Systems, Article vol. 12, no. 1, pp. 9-18, 2023, doi: 10.11591/ijres.v12.i1.pp9-18.

[23] R. R. Kadhim and M. Y. Kamil, "Comparison of breast cancer classification models on Wisconsin dataset," International Journal of Reconfigurable and Embedded Systems, Article vol. 11, no. 2, pp. 166-174, 2022, doi: 10.11591/ijres.v11.i2.pp166-174.

[24] M. Y. Kamil and A. A. Jassam, "Analysis of Tissue Abnormality in Mammography Images Using Gray Level Co-occurrence Matrix Method," Journal of Physics: Conference Series, 2020, Vol. 1530, 012101, doi: 10.1088/1742-6596/1530/1/012101.

[25] A. A. Musleh and H. S. Jaber, "Comparative Analysis of Feature Extraction and Pixel-based Classification of High-Resolution Satellite Images Using Geospatial Techniques," in E3S Web of Conferences, 2021, vol. 318, doi: 10.1051/e3sconf/202131804007.

[26] K. O. Hackman, P. Gong, and J. Wang, "New land-cover maps of Ghana for 2015 using landsat 8 and three popular classifiers for biodiversity assessment," International Journal of Remote Sensing, Article vol. 38, no. 14, pp. 4008-4021, 2017, doi: 10.1080/01431161.2017 .1312619.

[27] P. L. Jackson, "Support vector machines as Bayes' classifiers," Operations Research Letters, vol. 50, no. 5, pp. 423-429, 2022/09/01/ 2022, doi: https://doi.org/10.1016/j.orl.2022.06 .003.

[28] M. H. Khalel, A. F. Hamza, and F. Khaled, “Natural Ingredients in the Jimen Basin Using Remote Sensing Technology”, Al-Mustansi-riyah Journal of Science, vol. 34, no. 2, pp. 19–24, 2023, doi: 10.23851/mjs.v34i2.1300.

[29] H. Chung and J. Lee, "Modern Industrial Heritage as Cultural Mediation in Urban Regeneration: A Case Study of Gunsan, Korea, and Taipei, Taiwan," Land, Article vol. 12, no. 4, 2023, Art no. 792, doi: 10.3390/land1204079 2.

[30] S. H. Mohajeri, Z. Eydi, and S. R. Mirshafiei, "Mapping the distribution and temporal trends of dust storm sources in the Middle East using satellite data," Natural Hazards, Article vol. 120, no. 1, pp. 389-407, 2024, doi: 10.1007/s1 1069-023-06215-3.

[31] H. Q. Hamdi and Z. N. Abdul- Ameer, "Monit-oring Land Change of Cover in Al-Rusafa District In Baghdad City by using Remote Sensing and GIS Techniques," in Journal of Physics: Conference Series, 2021, vol. 2114, 1 ed., doi: 10.1088/1742-6596/2114/1/012014.

Downloads

Published

2024-09-20

Issue

Section

Computer, Telecommunications, Software, Electrical & Electronics Engineering

How to Cite

CHANGE DETECTION FOR URBAN EXPANSION IN BAGHDAD CITY AL-DOURA AREA USING GEOGRAPHIC INFORMATION SYSTEMS. (2024). Nigerian Journal of Technology, 43(3). https://doi.org/10.4314/njt.v43i3.11