NEIGHBORHOOD-SCALE ANALYSIS OF URBAN GROWTH AND LANDSCAPE TRANSFORMATION IN RIKKOS AND LAMINGO, JOS NORTH, NIGERIA USING REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEM (GIS)

Authors

DOI:

https://doi.org/10.5281/zenodo.18271384

Keywords:

Land use/land cover change, remote sensing and GIS, sustainable land management, Jos Plateau State, Nigeria, urban expansion

Abstract

Rapid urbanization in sub-Saharan Africa is changing land use and land cover (LULC) patterns, with significant implications for ecological sustainability and spatial planning. This study assessed LULC dynamics in Rikkos and Lamingo, Plateau State, Nigeria, between 2014 and 2024, to understand spatial patterns of urbanization and land degradation. Multi-temporal Landsat 8 OLI imageries (30 m spatial resolution) were analyzed using supervised classification (maximum likelihood algorithm) and post-classification comparison within a GIS framework. Five major LULC categories: built-up, farmland, vegetation, rock outcrop, and water body were identified and classified. The classification achieved an overall accuracy of 94.2% and a Kappa coefficient of 0.90, confirming its strong reliability. Results revealed a substantial increase in built-up areas (+54.13%) and rock outcrops (+414.77%), largely at the expense of farmland (−37.43%) and vegetation (−50.15%), while water body showed minor change (−13.73%). These shifts reflect intense anthropogenic pressure, rapid urban expansion, and progressive land degradation. The study emphasizes the pressing need for integrated land-use planning, afforestation, and the reclamation of degraded areas to foster sustainable environmental management and enhance ecosystem resilience. The findings provide a spatial basis for policy formulation aimed at curbing uncontrolled land conversion in rapidly urbanizing regions of sub-Saharan Africa.

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Author Biographies

  • Ogbole, A.S., Plateau State University

    Department of Geography

  • Ishaku, I. A., Plateau State University

    Department of Geography

  • Choji, V. D., Plateau State University

    Department of Geography

References

Adewoyin, I. B., Falegan, A. V., Ajijola, S. O., Adediran, A. F., & Adedire, F. M. (2024). Land Degradation Classification, And Peri-Urban Dynamics ' Relationship: A Study Of An African City Interface. Ethiopian Journal of Environmental Studies & Management, 17(2).

Adzandeh, E. A., Akintunde, J. A., &Akintunde, E. A. (2015). Analysis of urban growth agents in Jos metropolis, Nigeria. International Journal of Remote Sensing and GIS, 4(2), 41-50.

Akintunde, J. A., Adzandeh, E. A., &Fabiyi, O. O. (2016). Spatio-temporal pattern of urban growth in Jos Metropolis, Nigeria. Remote Sensing Applications: Society and Environment, 4, 44-54.

Akinyemi, F. O., & IfejikaSperanza, C. (2025). Land transformation across agroecological zones reveals expanding cropland and settlement at the expense of tree cover and wetland areas in Nigeria. Geo-Spatial Information Science, 28(3), 945–965.

Ayeni, A. O., Aborisade, A. G., Onuminya, T. O., Soneye, A. S. O., & Ogundipe,

O. T. (2023). Urban development in Africa and its impact on biodiversity. Current Landscape Ecology Reports, 8(2), 73–89.

Ayeni, A. O., Aborisade, A. G., Aiyegbajeje, F. O., & Soneye, A. S. O. (2025). The

dynamics of peri-urban expansion in sub-Saharan Africa: implications for sustainable development in Nigeria and Ghana. Discover Sustainability, 6(1), 290.

Ayele, G. T., Tebeje, A. K., Demissie, S. S., Belete, M. A., Jemberrie, M. A., Teshome, W. M., ... & Teshale, E. Z. (2018). Time series land cover mapping and change detection analysis using geographic information systems and remote sensing, Northern Ethiopia. Air, Soil and Water Research, 11, 1178622117751603.

Cihlar, J. (2000). Land cover mapping of large areas from satellites: status and research priorities. International journal of remote sensing, 21(6-7), 1093–1114.

Chaskda, A. A., & Fandip, B., (2017). Anthropogenicfootprints in the Amurum Forest Reserve and the Jos Wildlife Park, Jos Plateau State Nigeria. Journal of Research in Forestry, Wildlife and Environment, 9(40), 96-104.

Chen, J., Chen, J., Liao, A., Cao, X., Chen, L., Chen, X., ... & Mills, J. (2015).

Global land cover mapping at 30 m resolution: A POK-based operational approach. ISPRS Journal of Photogrammetry and Remote Sensing, 103, 7–27.

Chatziantoniou, A., Petropoulos, G. P., & Psomiadis, E. (2017). Co-Orbital Sentinel 1 and 2 for LULC mapping with emphasis on wetlands in a mediterranean setting based on machine learning. Remote Sensing, 9(12), 1259.

Chiaka, J. C., Zhen, L., Yunfeng, H., Xiao, Y., Muhirwa, F., & Lang, T. (2022). Smallholder farmers' contribution to food production in Nigeria. Frontiers in Nutrition, 9, 916678.

Congalton, R. G., & Green, K. (2019). Assessing the accuracy of remotely sensed data: principles and practices. CRC press.

Cui, W. (2024). Spatial Patterns, Drivers, and Impacts of the Urban Land Expansion in Nigeria from 1985 to 2015 (Doctoral dissertation).

Davari, S., Eslamian, S., & Huda, M. B. (2024). Impact of Changing Climate on Land Use and Land Cover: A Comprehensive Review. Handbook of Climate Change Impacts on River Basin Management, 319–341.

Ekka, P., Patra, S., Upreti, M., Kumar, G., Kumar, A., & Saikia, P. (2023). Land degradation and its impacts on biodiversity and ecosystem services. Land and environmental management through forestry, 77–101.

Eludoyin, A. O., & Adewole, A. O. (2020). A remote sensing-based evaluation of an ungauged drainage basin in Southwestern Nigeria. International Journal of River Basin Management, 18(3), 307–319.

Foody, G. M. (2020). Explaining the unsuitability of the kappa coefficient in the assessment and comparison of the accuracy of thematic maps obtained by image classification. Remote sensing of environment, 239, 111630.

Gu, D., Andreev, K., & Dupre, M. E. (2021). Major trends in population growth around the world. China CDC weekly, 3(28), 604.

Idowu, M. A., & Ajibade, L. T. (2024). Urban Growth and Land Use Change Impacts on Climate Change in Sub-Saharan Africa. Sustainable Soil Systems in the Global South, 167–196.

Lasko, K., Maloney, M. C., Becker, S. J., Griffin, A. W., Lyon, S. L., & Griffin,

S. P. (2021). Automated training data generation from spectral indexes for mapping surface water extent with sentinel-2 satellite imagery at 10 m and 20 m resolutions. Remote Sensing, 13(22), 4531.

Lou, C., Al-qaness, M. A., Al-Alimi, D., Dahou, A., AbdElaziz, M., Abualigah, L., &Ewees, A. A. (2025). Land use/land cover (LULC) classification using hyperspectral images: A review. Geo-spatial information Science, 28(2), 345–386.

Mairiga, B., Dawarga, M. J., Yusuf, M., Ezekiel, T. K., Bilham, F., & Madaki,

K. D. (2023). An assessment of the spatial pattern of urban sprawl in Jos metropolis of Plateau State, Nigeria: Using remote sensing and GIS techniques. World Journal of Advanced Research and Reviews, 20(1), 522-539

Maus, V., Giljum, S., da Silva, D. M., Gutschlhofer, J., da Rosa, R. P., Luckeneder, S., ... & McCallum, I. (2022). An update on global mining land use. Scientific data, 9(1), 433.

Maus, V., & Werner, T. T. (2024). Impacts for half of the world’s mining areas are

undocumented. Nature, 625(7993), 26-29.

Mir, Y. H., Mir, S., Ganie, M. A., Bhat, J. A., Shah, A. M., Mushtaq, M., &Irshad, I. (2025). Overview of land use and land cover change and its impacts on natural resources. In Ecologically Mediated Development: Promoting Biodiversity Conservation and Food Security (pp. 101–130). Singapore: Springer Nature Singapore

Mishra, B. K., Mebeelo, K., Chakraborty, S., Kumar, P., & Gautam, A. (2021). Implications of urban expansion on land use and land cover: towards sustainable development of Mega Manila, Philippines. GeoJournal, 86(2), 927-942.

Musa, J., & Dung-Gwom, J. Y. (2020). Assessment of the Implementation of the Doxiadis Master Plan (1975-2000) and FolaKonsult Master Plan (2008-2025) in the Central Area of Jos Town, Nigeria. J. Hum. Soc. Sci, 25(12), 1-9.

Nwanojuo, M. A., Anumudu, C. K., & Onyeaka, H. (2025). Impact of controlled environment agriculture (CEA) in Nigeria: A review of the future of farming in Africa. Agriculture, 15(2), 117.

Obateru, R. O. (2025). Dynamics of Urban Landscape Structure And Its Impact On Ecosystem Services In The Rainforest And Guinea Savanna Ecoregions Of Nigeria.

Ogunbode, T. O., Oyebamiji, V. O., Sanni, D. O., Akinwale, E. O., &Akinluyi, F.

O. (2025). Environmental impacts of urban growth and land use changes in tropical cities. Frontiers in Sustainable Cities, 6, 1481932.

Olofsson, P., Foody, G. M., Herold, M., Stehman, S. V., Woodcock, C. E., & Wulder, M. A. (2014). “Good Practices for Estimating Area and Assessing Accuracy of Land Change.” Remote Sensing of Environment 148 (25):42–57

Olorunfemi, I.E., Fasinmirin, J.T., Olufayo, A. A. (2020). GIS and remote sensing-based analysis of the impacts of land use/land cover change (LULCC) on the environmental sustainability of Ekiti State, southwestern Nigeria. Environmental Development Sustainability 22:661–692

Ogunkoya, O. O., & Ogbole, A. S. (2024). Estimation of suspended sediment balance of a small catchment in Southwestern Nigeria. Environmental Monitoring and Assessment, 196(3), 292.

Onanuga, M. Y., Eludoyin, A. O., & Ofoezie, I. E. (2022). Urbanisation and its effects on land and water resources in Ijebuland, southwestern Nigeria. Environment, Development and Sustainability, 24(1), 592-616.

Oyetunde-Usman, Z., Olagunju, K. O., & Ogunpaimo, O. R. (2021). Determinants of adoption of multiple sustainable agricultural practices among smallholder farmers in Nigeria. International Soil and Water Conservation Research, 9(2), 241–248.

Putty, A., Annappa, B., &PariserumPerumal, S. (2025). Semantic Segmentation of Remotely Sensed Images for Land-use and Land-cover Classification: A Comprehensive Review. IETE Technical Review, 1–16.

Rahman MTU, Tabassum F, Rasheduzzaman M, Saba H, Sarkar L, Ferdous J, Islam AZ (2017). Temporal dynamics of land use/land cover change and its prediction using the CA-ANN model for southwestern coastal Bangladesh. Environmental Monitoring Assessment, 189(11):565. https://doi.org/10.1007/s10661-017-6272-0

Roy, P.S., Ramachandran, R.M., Paul, O., Thakur, P.K., Ravan, S., Behera, M. D., ... & Kanawade, V.P. (2022). Anthropogenic land use and land cover changes—A review of its environmental consequences and climate change. Journal of the Indian Society of Remote Sensing, 50(8), 1615-1640

Sadiku, Y., Labiru, M. A., Ojeh, V. N., Ahonsi, G. E., &Lafinhan, O. A. (2016) Assessment of the Effect of Urbanisation on Vegetation in Jos North Local Government Area of Plateau State. 57th Annual Conference of the Association of Nigerian Geographers (UNILAG ANG-2016), 1-14.

Saghir, J., & Santoro, J. (2018). Urbanization in Sub-Saharan Africa. In Meeting Challenges by Bridging Stakeholders. Washington, DC, USA: Centre for Strategic & International Studies..

Saleem, S., Ahmed Hajam, F., & Rather, J. A. (2021). Spatio-temporal analysis of land use and land cover changes in the Sind catchment of the Kashmir Valley, India. Geo. Eye, 10(2), 35–42.

Sarfo, I., Effah, N. A. A., Djan, M. A., Allotey, M. K., Yeboah, E., Amara, D. B., ... &Xeflide, G. H. (2025). Challenges and Pathways for Sustainable Development in Global Land Use Systems: A Narrative Review. Land Management and Utilization, 1(1), 45–63.

Sambe, L., Adeofun, C. O., Oyedepo, J. A., Osunmadewa, B. A., Jande, J. A., Soaga, J. A., & D. E., Oluyege. (2025). Multi-Temporal Land Use and Land Cover Change Detection in Northern Nigeria's Frontline States: Geospatial Insights for Sustainable Development and Climate Adaptation.

Schneider, A. (2012). Monitoring land cover change in urban and peri-urban areas using dense time stacks of Landsat satellite data and a data mining approach. Remote Sensing of Environment, 124, 689-704.

Şen, G. (2025). Effects of urban sprawl due to migration on spatiotemporal land use-land cover change: a case study of Bartın in Türkiye. Scientific Reports, 15(1), 815.

Singh, S. K., Mustak, S., Srivastava, P. K., Szabó, S., & Islam, T. (2015). Predicting spatial and decadal LULC changes through cellular automata Markov chain models using earth observation datasets and geo-information. Environmental Processes, 2(1), 61–78.

Sithole, S. M., Musakwa, W., Magidi, J., & Kibangou, A. Y. (2024). Characterizing landcover changes and urban sprawl using geospatial techniques and landscape metrics in Bulawayo, Zimbabwe (1984–2022). Heliyon, 10(6).

Shehu, P., Rikko, L. S., Azi, M. B., Bawa, D. B., & Taimako, A. Y. (2023). Assessment of the spatial pattern, nature, and growth drivers in selected peri-urban areas. International Journal of Human Capital in Urban Management, 8(2), 195–214.

Smit, W. (2021). Cities and Regions in Sub-Saharan Africa. Companion to Urban and Regional Studies, 64–84.

Sunday, O., Danbauchi, E., & Esther, A.U., (2024). Rainfall Variability and Farmers Perception of Climatic Change in Plateau State, Nigeria. Policy Strategy, 21(1), 39.

Theresa, B. L., & Selvakumar, R. (2022). Comparison of landuse/landcover classifiers for monitoring urban dynamics using spatially enhanced Landsat dataset. Environmental Earth Sciences, 81(5), 142.

Udo, R. K., (2023). Geographical regions of Nigeria. University of California Press.

United Nations. (2014). World urbanization prospects: The 2014 revision, and highlights. Department of economic and social affairs. Population Division, United Nations.

Verhulp, J., & Van Niekerk, A. (2016). Effect of inter-image spectral variation on land cover separability in heterogeneous areas. International Journal of Remote Sensing, 37(7), 1639-1657.

Vivekananda, G. N., Swathi, R., & Sujith, A. V. L. N. (2021). Multi-temporal image analysis for LULC classification and change detection. European journal of remote sensing, 54, 189–199.

Weng, Q. (2012). Remote sensing of impervious surfaces in the urban areas: Requirements, methods, and trends. Remote Sensing of Environment, 117, 34–49.

Yang, Q., Pu, L., & Huang, S. (2024). Review of urbanization-associated farmland research in China: A sustainability perspective. Land, 13(4), 534.

Zare, M., Soufi, M., Nejabat, M., & Pourghasemi, H. R. (2022). The topographic threshold of gully erosion and contributing factors. Natural Hazards, 112(3), 2013-2035.

Zhang, H., Wang, Y., Shang, J., Liu, M., & Li, Q. (2021). Investigating the impact of classification features and classifiers on crop mapping performance in heterogeneous agricultural landscapes. International Journal of Applied Earth Observation and Geoinformation, 102, 102388.

Zitta, W. S. (2020). Climate Change, Rainfall Trends and Variability in Jos Plateau. Journal of Applied Sciences, 20(2), 76-82

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Published

2026-01-15

How to Cite

Ogbole, A., Ishaku, I. A., & Choji, V. D. (2026). NEIGHBORHOOD-SCALE ANALYSIS OF URBAN GROWTH AND LANDSCAPE TRANSFORMATION IN RIKKOS AND LAMINGO, JOS NORTH, NIGERIA USING REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEM (GIS). International Journal of Renewable Energy and Environment, 4(1), 11-27. https://doi.org/10.5281/zenodo.18271384

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