Vol. 4 No. 1 (2024)
Articles

Evaluation of Artificial Surfaces and Vegetation Index Utilizing Multi-Sensor Data in Response to Population Growth: An Examination of Musanze Secondary City, Rwanda

Isaac NZAYISENGA
GIS and RS based Researches

Published 2024-03-31

How to Cite

Katabarwa Murenzi, G., Shi , Y. ., & NZAYISENGA, I. (2024). Evaluation of Artificial Surfaces and Vegetation Index Utilizing Multi-Sensor Data in Response to Population Growth: An Examination of Musanze Secondary City, Rwanda. Advanced Geomatics, 4(1), 24–30. Retrieved from https://publish.mersin.edu.tr/index.php/geomatics/article/view/1345

Abstract

The issue of rapid population growth and its impact on land use has become a pressing concern, particularly in secondary cities such as Musanze. To address this issue, a research study was conducted with the aim of carrying out spatial analyses of time series changes in artificial surfaces and NDVI from the years 2000 to 2020. The study employed a multi-sensorial data-based analysis method to evaluate the changes and their effects on sustainability. (1) The mathematical expression results of the study reveal that during the period under consideration, cultivated land increased from 64.6% to 68.9%, signifying a 4.3% rise. Conversely, forested areas decreased from 30.9% to 25.4%, reflecting a notable reduction of -5.5%. Water bodies saw a marginal uptick from 3.4% to 3.5%, a modest increase of 0.1%. Notably, artificial surfaces nearly doubled, soaring from 1.1% to 2.2%, representing an approximate 1.1% expansion in total coverage. (2) Furthermore, the study found that in 2000, sampled points demonstrated elevated vegetation indices, signifying that artificial areas were notably smaller than natural ones. (3) However, fast forward to 2020, after artificial surfaces had completely covered the sampled area, a significant and notable decrease in the vegetation index was observed, effectively halving the initial value recorded in 2000. In conclusion, while urbanization can foster well-coordinated development, it poses a significant threat to natural areas as people migrate to urban centers. Therefore, to ensure a sustainable future for the population, the study recommends enforcing zoning plans and building upward, using taller residential buildings instead of spreading out horizontally.

References

  1. Aboh, B., & Mutabazi, A. (2020, June). Satellite Imagery Analysis for Land Use, Land Use Change and Forestry: A Pilot Study in Kigali, Rwanda. In Proceedings of the 3rd ACM SIGCAS Conference on Computing and Sustainable Societies (pp. 127-135).
  2. Asabere, S. B., Acheampong, R. A., Ashiagbor, G., Beckers, S. C., Keck, M., Erasmi, S., ... & Sauer, D. (2020). Urbanization, land use transformation and spatio-environmental impacts: Analyses of trends and implications in major metropolitan regions of Ghana. Land use policy, 96, 104707.
  3. Bonilla-Bedoya, S., Mora, A., Vaca, A., Estrella, A., & Herrera, M. Á. (2020). Modelling the relationship between urban expansion processes and urban forest characteristics: An application to the Metropolitan District of Quito. Computers, Environment and Urban Systems, 79, 101420.
  4. Gasore, G., Ahlborg, H., Ntagwirumugara, E., & Zimmerle, D. (2021). Progress for on-grid renewable energy systems: Identification of sustainability factors for small-scale hydropower in rwanda. Energies, 14(4), 826.
  5. Gilbert, K. M., & Shi, Y. (2023). Assessing land use/land cover change in Kigali City, Rwanda. Intercontinental Geoinformation Days, 6, 396-399.
  6. Hirwa, H., Ngwijabagabo, H., Minani, M., Tuyishime, S. P. C., & Habimana, I. (2023). Geospatial Assessment of Urban Flood Susceptibility Using AHP-Based Multi-Criteria Technique: Case Study of Musanze, Rwanda. Rwanda Journal of Engineering, Science, Technology and Environment, 5(1).
  7. Jiang, S., Zhang, Z., Ren, H., Wei, G., Xu, M., & Liu, B. (2021). Spatiotemporal characteristics of urban land expansion and population growth in Africa from 2001 to 2019: Evidence from population density data. ISPRS International Journal of Geo-Information, 10(9), 584.
  8. Li, H., Ding, L., Ren, M., Li, C., & Wang, H. (2017). Sponge city construction in China: A survey of the challenges and opportunities. Water, 9(9), 594.
  9. Mahmood, S. A., Shahzad, M., Batool, S., Amer, A., Kaukab, I. S., & Masood, A. (2021). Neotectonics from Geomorphic Indices: Highlights from Main Mantle Thrust (Pakistan). Geotectonics, 55(4), 563-583.
  10. McDonald, R. I., Mansur, A. V., Ascensão, F., Colbert, M. L., Crossman, K., Elmqvist, T., ... & Ziter, C. (2020). Research gaps in knowledge of the impact of urban growth on biodiversity. Nature Sustainability, 3(1), 16-24.
  11. Mugabowindekwe, M., & Rwanyiziri, G. (2020). Comparative assessment of homogeneity differences in multi-temporal NDVI strata and the currently used agricultural area frames in Rwanda. South African Journal of Geomatics, 9(1), 89-107.
  12. Nakato, G. V., Okonya, J. S., Kantungeko, D., Ocimati, W., Mahuku, G., Legg, J. P., & Blomme, G. (2023). Influence of altitude as a proxy for temperature on key Musa pests and diseases in watershed areas of Burundi and Rwanda. Heliyon, 9(3).
  13. Nduwayezu, G., Manirakiza, V., Mugabe, L., & Malonza, J. M. (2021). Urban growth and land use/land cover changes in the post-genocide period, Kigali, Rwanda. Environment and Urbanization ASIA, 12(1_suppl), S127-S146.
  14. NISR. (2023). The Fifth Rwanda Population and Housing Census, Main Indicators Report. https://statistics.gov.rw/file/13787/download?token=gjjLyRXT
  15. NISR, & MINECOFIN. (2012). Rwanda Fourth Population and Housing Census. Thematic Report: Population size, structure and distribution.
  16. Nzayisenga, I., & Nzamwita, S. (2023). Assessıng Women’s Access To Credıts Usıng Land Lease Certıfıcates: A Case Study Of Cyabagarura Cell, Musanze Sector, Musanze Dıstrıct. Https://Doi.Org/10.13140/Rg.2.2.15720.65280/1
  17. Peng, Z., Yang, K., Luo, Y., & Yang, J. (2021, February). Based on MOD13Q1 data to analyze the characteristics of vegetation changes in central Yunnan from 2000 to 2019. In IOP Conference Series: Earth and Environmental Science (Vol. 658, No. 1, p. 012007). IOP Publishing.
  18. Petrişor, A. I., Hamma, W., Nguyen, H. D., Randazzo, G., Muzirafuti, A., Stan, M. I., ... & Ianoş, I. (2020). Degradation of coastlines under the pressure of urbanization and tourism: Evidence on the change of land systems from Europe, Asia and Africa. Land, 9(8), 275.
  19. Radwan, T. M., Blackburn, G. A., Whyatt, J. D., & Atkinson, P. M. (2019). Dramatic loss of agricultural land due to urban expansion threatens food security in the Nile Delta, Egypt. Remote Sensing, 11(3), 332.
  20. Ramaiah, M., & Avtar, R. (2019). Urban green spaces and their need in cities of rapidly urbanizing India: A review. Urban science, 3(3), 94.
  21. Romano, B., Zullo, F., Fiorini, L., Marucci, A., & Ciabò, S. (2017). Land transformation of Italy due to half a century of urbanization. Land use policy, 67, 387-400.
  22. Rushema, E., Maniragaba, A., Ndihokubwayo, L., & Kulimushi, L. C. (2020). The Impact of Land Degradation on Agricultural Productivity in Nyabihu District-Rwanda, A Case Study of Rugera Sector. IJOEAR, 6(7), 49-63.
  23. Sumari, N. S., Cobbinah, P. B., Ujoh, F., & Xu, G. (2020). On the absurdity of rapid urbanization: Spatio-temporal analysis of land-use changes in Morogoro, Tanzania. Cities, 107, 102876.
  24. Tilahun, D., Gashu, K., & Shiferaw, G. T. (2022). Effects of agricultural land and urban expansion on peri-urban forest degradation and implications on sustainable environmental management in southern Ethiopia. Sustainability, 14(24), 16527.
  25. Trogisch, L., & Fletcher, R. (2022). Fortress tourism: exploring dynamics of tourism, security and peace around the Virunga transboundary conservation area. Journal of Sustainable Tourism, 30(2-3), 352-371.
  26. Tsinda, A., Abbott, P., Pedley, S., Charles, K., Adogo, J., Okurut, K., & Chenoweth, J. (2013). Challenges to achieving sustainable sanitation in informal settlements of Kigali, Rwanda. International journal of environmental research and public health, 10(12), 6939-6954.
  27. Twahirwa, A., Oludhe, C., Omondi, P., Rwanyiziri, G., & Sebaziga Ndakize, J. (2023). Assessing variability and trends of rainfall and temperature for the district of Musanze in Rwanda. Advances in Meteorology, 2023.
  28. Wang, Y., Zhang, J., Liu, D., Yang, W., & Zhang, W. (2018). Accuracy assessment of GlobeLand30 2010 land cover over China based on geographically and categorically stratified validation sample data. Remote Sensing, 10(8), 1213.
  29. Wei, G., Sun, P., Jiang, S., Shen, Y., Liu, B., Zhang, Z., & Ouyang, X. (2021). The driving influence of multi-dimensional urbanization on PM2. 5 concentrations in Africa: new evidence from multi-source remote sensing data, 2000–2018. International Journal of Environmental Research and Public Health, 18(17), 9389.
  30. Zheng, Y., Tang, L., & Wang, H. (2021). An improved approach for monitoring urban built-up areas by combining NPP-VIIRS nighttime light, NDVI, NDWI, and NDBI. Journal of Cleaner Production, 328, 129488.