Utilization of multitemporal satellite imagery and forest canopy density (FCD) model for analyzing changes in forest density in Mosul province, Iraq

Authors

  • Inbethaq Mohammed Ali Abdulameer Department of physics, College of Education for Pure Science (Ibn Al-Haitham), University of Baghdad Author
  • Ali Adnan N. Al-Jasim Department of physics, College of Education for Pure Science (Ibn Al-Haitham), University of Baghdad Author
  • Nehad Hameed Department of physics, College of Education for Pure Science (Ibn Al-Haitham), University of Baghdad Author

DOI:

https://doi.org/10.56053/10.2.769

Keywords:

Landsat 8, FCD modeling, Canopy density changes, Advanced vegetation

Abstract

Forest cover in Mosul Province experienced significant changes following the 2014 occupation.
These changes can be effectively analyzed using multitemporal remote sensing imagery. This study aims to evaluate the ability of multi-temporal Landsat 8 images and the Forest Canopy Density (FCD) model to detect changes in forest canopy density in a protected forest in Mosul Governorate during the period from 2014 to 2025. The remote sensing data used in this research are Landsat 8 images captured on March 21, 2014, and April 4, 2025. The method employed is FCD modeling, which produces pixel-level canopy density estimates. The results of the FCD model are then used to analyze changes in canopy density following the occupation. The findings of this study show that Landsat 8 imagery can be effectively used to detect canopy density in the Mosul Province protected forest, with accuracies of 82.65% before the occupation and 80.71% after. There are significant changes in canopy density post- occupation: approximately 598.17 acres of forest experienced a decrease in canopy density, 168.05 acres remained unchanged, and 133.78 acres showed an increase in canopy density.

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References

-[1] A.A. Salman, F.K. Mashee, A. Ramahi, I.M. Abdulameer, D.H.M., Exp. Theor. Nanotechnol. 9 (2025) 123 https://doi.org/10.56053/9.1.123

-[2] J.H. Azzawi, I.M.A. Abdulameer, AIP Conf. Proc. 2437 (2022) 0670

https://doi.org/10.1063/5.0092338

-[3] M.N. Rahman, A. Al Imran, M.S. Sheikh, Heliyon (2024)

https://doi.org/10.2139/ssrn.4686244

-[4] S. Das, A.K. Das, S. Mishra, Environ. Sci. Eur. 37 (2025) 367 https://doi.org/10.1186/s12302-025-01208-4

-[5] K. Kalinaki, B. Sami, I. Gitas, D. Hadjimitsis, Comput. Geosci. 176 (2023) 104949

https://doi.org/10.1016/j.cageo.2023.104949

-[6] Y. Zhang, J. Jiang, Z. Zhang, H. Yu, Y. Lian, C. Han, X. Liu, J. Han, H. Zhou, X. Dong, J. Gou, Z. Wu, J. Wang, J. Mater. Chem. C 12 (2024) 16714 https://doi.org/10.1039/D4TC03075A

-[7] A. I. A. Ali, M. RASHEED, Experimental and Theoretical NANOTECHNOLOGY, 10 (2026) 239 https://doi.org/10.56053/10.s.239

-[8] Z. S. Ahmed, M. RASHEED, H. S. Ahmed, Experimental and Theoretical NANOTECHNOLOGY, 10 (2026) 343 https://doi.org/10.56053/10.s.343

-[9] H.N. Abbas, I.M. Abdulameer, AIP Conf. Proc. 2307 (2020) 777

https://doi.org/10.1063/5.0027565

-[10] W.T. Andini, N. Nurlina, R. Ichsan, Ecol. Eng. Environ. Technol. 25 (2024) 369

https://doi.org/10.12912/27197050/188498

-[11] P. Danoedoro, P. Widayani, I.N. Hidayati, S. Arjasakusuma, D.D. Gupita, H.N. Salsabila, Geocarto Int. 38 (2023) 1 https://doi.org/10.1080/10106049.2022.2135032

-[12] Z. S. Ahmed, M. RASHEED, H. S. Ahmed, Experimental and Theoretical NANOTECHNOLOGY, 10 (2026) 329. https://doi.org/10.56053/10.s.329

-[13] A. Khaleefah, M. RASHEED, Experimental and Theoretical NANOTECHNOLOGY, 10 (2026) 289 https://doi.org/10.56053/10.s.289

-[14] A. I. A. Ali, M. RASHEED, Experimental and Theoretical NANOTECHNOLOGY, 10 (2026) 277 https://doi.org/10.56053/10.s.277

-[15] A. Raghdi, M. Heraiz, M. Rasheed, A. Keziz, Journal of the Indian Chemical Society, 101 (2024) 101413 https://doi.org/10.1016/j.jics.2024.101413

-[16] S. S. Batros, M. Rasheed, H. K. Aity, A. A. Hatef, T. Saidani, Materials Chemistry and Physics, 355 (2026) 132243 https://doi.org/10.1016/j.matchemphys.2026.132243

-[17] M. RASHEED, A. Khaleefah, Materials Chemistry and Physics, 353 (2026) 132112 https://doi.org/10.1016/j.matchemphys.2026.132112

-[18] T. Saidani, S. Mokhtari, M. Rasheed, H. Lahmar, M. Trari, Journal of the Indian Chemical Society, 103 (2026) 102499 https://doi.org/10.1016/j.jics.2026.102499

-[19] H. K. Aity, M. Rasheed, E. Dhahri, A. A. Hateef, T. Saidani, Journal of Materials Science, 61 (2026) 6226 https://doi.org/10.1007/s10853-026-12241-w

-[20] Areej Adnan Hateef, Essebti Dhahri, M. Rasheed, Habiba Kadhim, Z. Abbas, N. Hassan, Physics and Chemistry of Solid State, 25 (2024) 801 https://doi.org/10.15330/pcss.25.4.801-810

-[21] A.A. Salman, F.K. Mashee, A. Ramahi, I.M. Abdulameer, D.H.M., Exp. Theor. Nanotechnol. 9 (2025) 123 https://doi.org/10.56053/9.S.123

-[22] A.K. Rahman, L.S. Chen, M.I. Al-Khalidi, Exp. Theo. NANOTECHNOLOGY 10 (2026) 115 https://doi.org/10.56053/10.1.109

-[23] S.M. Kareem, J.T. Wallace, D.R. Singh, Exp. Theo. NANOTECHNOLOGY 10 (2026) 298 https://doi.org/10.56053/10.S.357

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Published

2026-04-15

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How to Cite

Utilization of multitemporal satellite imagery and forest canopy density (FCD) model for analyzing changes in forest density in Mosul province, Iraq. (2026). Experimental and Theoretical NANOTECHNOLOGY, 10(2), 769-779. https://doi.org/10.56053/10.2.769