Abstract
This study assesses the spatiotemporal development of land use systems and climate variability in Southwestern Ghana over the past five decades using integrated remote sensing techniques and existing literature. We demonstrated the relationship between Normalized Difference Vegetative Index, Normalized Difference Water Index, Normalized Difference Built-up Index, surface temperature and precipitation using geoinformatics and Pearson’s correlation coefficient (r). We found change in land use systems in Southwestern Ghana to be immensely driven by economic and socio-political factors. Interestingly, some biophysical factors have somewhat contributed to this change. Findings revealed a drastic decline in forested areas (−334.8 km2 yr−1) and waterbodies (−4.79 km2 yr−1), along with a dramatic increase in built-up (+137.93 km2 yr−1) and farmlands/shrubs (+131.97 km2 yr−1). Change in prevailing microclimatic conditions can be associated with land cover change, considering the impact of major drivers observed over the given period. Results showed a very weak positive correlation between vegetation and temperature (r = 0.214). Similarly, built-up correlated positively with vegetation (r = 0.165), water-index (r = 0.818; strong correlation or evidence of association) and temperature (r = 0.266). In contrast, other used variables correlated negatively with precipitation. The study serves a seminal guide to land use developers and institutors for effective and sustainable use of natural resources.
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Source Adopted from Mather (1998)


Source Adapted and modified from deGraft-Johnson et al. (2010)









Data availability
The data that support findings of this study are available and would be shared upon request.
References
Abbam, T., Johnson, F. A., Dash, J., & Padmadas, S. S. (2018). Spatiotemporal variations in rainfall and temperature in Ghana over the twentieth century, 1900–2014. Earth and Space Science, 5, 120–132. https://doi.org/10.1002/2017EA000327
Acheampong, M., Yu, Q., Enomah, D. L., Anchang, J., & Eduful, M. (2018). Land use/cover change in Ghana’s oil city: Assessing the impact of neoliberal economic policies and implications for sustainable development goal number one–A remote sensing and GIS approach. Land Use Policy, 73(2018), 373–384. https://doi.org/10.1016/j.landusepol.2018.02.019
Aduah, M. S., & Baffoe, P. E. (2013). Remote sensing for mapping land-use/cover changes and urban sprawl in Sekondi-Takoradi, Western Region of Ghana. Int. J. of Eng. and Sci., 2(10), 66–73.
Aduah, S. M., Mantey, S., & Tagoe, D. N. (2012). Mapping land surface temperature and land cover to detect urban heat island effect: A case study of Tarkwa, South West Ghana. Research Journal of Environmental and Earth Science, 4(1), 68–75.
Ahn, P. M. (1958). Regrowth and swamp vegetation in the western forest areas of Ghana. Journal West African Science Association, 4, 163–173.
Arhin, K. (1985). The expansion of cocoa production: The working conditions of migrant cocoa farmers in central and Western Regions. Legon: Institute of African Studies.
Aryeetey, E., & Kanbur, R. (2007). Economy of Ghana: Analytical perspectives on stability, growth and poverty. Boydell & Brewer. https://doi.org/10.7722/j.ctt81fmh
Attua, M. E. (2010). Historical and future land-cover change in a municipality of Ghana. Earth Interactions, 15(2011), 9. https://doi.org/10.1175/2010EI304.1
Avdan, U., & Jovanovska, G. (2016). Algorithm for automated mapping of land surface temperature using LANDSAT 8 satellite data. Journal of Sensors, 2016, 1–8. https://doi.org/10.1155/2016/1480307
Barakat, A., Ouargaf, Z., Khellouk, R., et al. (2019). Land use/land cover change and environmental impact assessment in Béni-Mellal District (Morocco) using remote sensing and GIS. Earth Systems and Environment, 3, 113–125. https://doi.org/10.1007/s41748-019-00088-y
Barbier, E. B., Burgess, J. C., & Grainger, A. (2010). The forest transition: Towards a more comprehensive framework. Land Use Policy, 27, 98–107. https://doi.org/10.1016/J.LANDUSEPOL.2009.02.001
Boon, E. & Ahenkan, A. (2011). Assessing climate change impacts on ecosystem services & livelihoods in Ghana: Case study of communities around Sui Forest Reserve. Journal of Ecosystem and Ecography, S3, 001. https://doi.org/10.4172/2157-7625.S3-001
Bora, M., & Goswami, D. C. (2016). A study on relationship between NDVI and precipitation over Kolong river basin, Assam, India. Journal of Agriculture and Veterinary Science, 9(6), 36–41.
Brooke, J. (1989). Ghana, once ‘Hopeless,’ Gets at least the look of success. The New York times archives. Retrieved from: https://www.nytimes.com/1989/01/03/world/ghana-once-hopeless-gets-at-least-the-look-of-success.html.
Cai, J., Yin, H., & Varis, O. (2016). Impacts of industrial transition on water use intensity and energy-related carbon intensity in China: A spatio-temporal analysis during 2003–2012. Applied Energy, 183, 1112–1122. https://doi.org/10.1016/j.apenergy.2016.09.069
Changkakati, T. (2019). Temporal response of NDVI to climatic attributes in North East India. International Journal of Engineering Research and Technology, 8(08), 102–108.
Chase, T. N., Pielke, R. A., Kittel, T. G. F., Nemani, R. R., & Running, S. W. (1999). Simulated impacts of historical land cover changes on global climate in northern winter. Climate Dynamics, 16, 93–105. https://doi.org/10.1007/s003820050007
Cheng, H., Zhou, T., Li, Q., Lu, L., & Lin, C. (2014). Anthropogenic chromium emissions in China from 1990 to 2009. PLoS ONE, 9(2), e87753. https://doi.org/10.1371/journal.pone.0087753
Chuvieco, E., & Congalton, R. G. (1988). Mapping and inventory of forest fires from digital processing of TM data. Geocarto International, 3(4), 41–53. https://doi.org/10.1080/10106048809354180
Coll, C., Galve, J. M., Sanchez, J. M., & Caselles, V. (2010). Validation of landsat-7/ETM+ thermal-band calibration and atmospheric correction with ground-based measurements. IEEE Transactions on Geoscience and Remote Sensing, 48(1), 547–555. https://doi.org/10.1109/TGRS.2009.2024934
Forestry Commission. (2015). Ghana national REDD+ strategy. Retrieved from http://www.fcghana.org/userfiles/files//REDD+/Ghana’s_National_REDD_Strategy_final_draft_210616.pdf.
Damnyag, L., Oduro, A. K., Obiri, D. B., Mohammed, Y., Bampoh, A. A. (2017). Assessment of drivers of deforestation and forest degradation in Bia-West-Juabeso landscape, Ghana. Ministry of Food & Agriculture (MOFA), 2017. Unpublished report.
deGraft-Johnson, K. A. A., Blay, J., Nunoo, F.K.E., Amankwah, C.C. (2010). “Biodiversity threats assessment of the Western Region of Ghana”. The integrated coastal and fisheries governance (ICFG) initiative Ghana. Retrieved from www.crc.uri.edu.
Dei, G. (1988). Coping with the effects of the 1982–83 drought in Ghana the view from the village. Africa Development/Afrique Et Développement, 13(1), 107–122. Retrieved November 28, 2020, from http://www.jstor.org/stable/24486648.
Dickson, K. B., & Benneh, G. (1988). A new geography of Ghana. Longman.
Doe, E. K., Aikins, B. E., Njomaba, E., & Owusu, A. B. (2018). Land use land cover change within Kakum conservation area in the Assin South District of Ghana, 1991–2015. West African Journal of Applied Ecology, 27(SI), 85–97.
FAO. (2011). FAO. Achievements in Libya. FAO, Roma. http://www.fao.org/3/aba0018e.pdf. Accessed 7 Apr 2020.
Fenger, J. (1999). Urban air quality. Atmospheric Environment, 33(29), 4877–4900. https://doi.org/10.1016/S1352-2310(99)00290-3
Geiger, M.T., Kwakye, K.G., Vicente, C.L., Wiafe, B.M., Boakye Adjei, N.Y. (2019). Fourth Ghana Economic Update: Enhancing Financial Inclusion - Africa Region (English). Ghana Economic Update; No. 4 Washington, D.C: World Bank Group. Retrieved from http://documents.worldbank.org/curated/en/395721560318628665/Fourth-Ghana-Economic-Update-Enhancing-Financial-Inclusion-Africa-Region.
Ghana Statistical Service (GSS). (2014). 2010 population and housing census district analytical report. Ghana Statistical Service. https://doi.org/10.1371/journal.pone.0104053
Ghulam, A. (2010). Calculating surface temperature using Landsat thermal imagery. Department of Earth & Atmospheric Sciences, and Center for Environmental Sciences, St. Louis University, (pp 1–9). Retrieved from https://serc.carleton.edu/NAGTWorkshops/gis/activities2/48433.html
Gichangi, E. M., Gatheru, M., Njiru, E. N., Mungube, E. O., Wambua, J. M., & Wamuongo, J. W. (2015). Assessment of climate variability and change in semi-arid Eastern Kenya. Climatic Change, 130, 287–297. https://doi.org/10.1007/s10584-015-1341-2
Gockowski, J., & Sonwa, D. (2011). Cocoa intensification scenarios and their predicted impact on CO2 emissions, biodiversity conservation, and rural livelihoods in the Guinea rain forest of West Africa. Environmental Management, 48, 307–321. https://doi.org/10.1007/s00267-010-9602-3
Gorgani, S. A., Panahi, M., Rezaie, F. (2013). The relationship between NDVI and LST in the urban area of Mashhad, Iran. International Conference on Civil Engineering, Architecture & Urban Sustainable Development, Tabriz (pp. 27–28), Iran. Retrieved from https://civilica.com/doc/274889
Gougha, K. V., & Yankson, P. W. K. (2012). Exploring the connections: Mining and urbanization in Ghana. Journal of Contemporary African Studies, 30, 651–668. https://doi.org/10.1080/02589001.2012.724867
Grimm, N., Faeth, S., Golubiewski, N., Redman, C., Wu, J., Bai, X., & Briggs, J. (2008). Global change and the ecology of cities. Science, 319, 756–760.
Guo, X. (2002). Discrimination of saskatchewan prairie ecoregions using multitemporal 10-day composite NDVI data. Prairie Perspectives, 5, 174–186.
Gyasi, E. A., Agyepong, G. T., Ardayfio-Schandorf, E., Enu-Kwesi, L., Nabila, J. S. and Owusu Bennoah, E. (1994). Environmental endangerment in the forest-savanna zone of Southern Ghana: A research study report. Tokyo: UNU.
Hall, J. B., & Swaine, M. D. (1976). Classification and ecology of closed-canopy forest in Ghana. Journal of Ecology, 64, 913–951. https://doi.org/10.2307/2258816
Hegazy, I. R., & Kaloop, M. R. (2015). Monitoring urban growth and land use change detection with GIS and remote sensing techniques in Daqahlia governorate Egypt. International Journal of Sustainable Built Environment, 4(1), 117–124. https://doi.org/10.1016/j.ijsbe.2015.02.005
Huq, M., & Tribe, M. (2018). The economy of Ghana: 50 years of economic development. Palgrave Macmillan, London: Springer. https://doi.org/10.1057/978-1-137-60243-5
Intergovernmental Panel on Climate Change (IPCC). (2000). Land use, land-use change, and forestry. Special Report. Cambridge Univ. Press.
Jia, G., Shevliakova, E., Artaxo, P., De Noblet-Ducoudré, N., Houghton, R., House, J., Kitajima, K., Lennard, C., Popp, A., Sirin, A., Sukumar, R., Verchot. L. (2019). Land–climate interactions. In: Climate Change and Land: an IPCC special report on climate change, desertification, land degradation, sustainable land management, food security, and greenhouse gas fluxes in terrestrial ecosystems [P.R. Shukla, J. Skea, E. Calvo Buendia, V. Masson-Delmotte, H.-O. Pörtner, D.C. Roberts, P. Zhai, R. Slade, S. Connors, R. van Diemen, M. Ferrat, E. Haughey, S. Luz, S. Neogi, M. Pathak, J. Petzold, J. Portugal Pereira, P. Vyas, E. Huntley, K. Kissick, M, Belkacemi, J. Malley, (eds.)]. In press.
Kalnay, E., & Cai, M. (2003). Impact of urbanization and land-use change on climate. Nature, 423(6939), 528–531. https://doi.org/10.1038/nature01675
Käyhkö, N., Fagerholm, N., Asseid, B. S., & Mzee, A. J. (2011). Dynamic land use and land cover changes and their effect on forest resources in a coastal village of Matemwe, Zanzibar Tanzania. Land Use Policy. https://doi.org/10.1016/j.landusepol.2010.04.006
Kleemann, J., Inkoom, N. J., Thiel, M., Shankar, S., Lautenbach, S., & Fürst, C. (2017). Peri-urban land use pattern and its relation to land use planning in Ghana West Africa. Landscape and Urban Planning, 165(2017), 280–294. https://doi.org/10.1016/j.landurbplan.2017.02.004
Koranteng, A., & Zawila-Niedzwiecki, T. (2016). Forest loss and other dynamic use changes in Western Region of Ghana. Journal of Environment Protection and Sustainable Development, 2(2), 7–16.
Kusi, N. (1991). Ghana: Can the adjustment reforms be sustained? Africa Development/Afrique Et Développement, 16(3/4), 181–206. Retrieved November 28, 2020, from http://www.jstor.org/stable/43657861.
Kusimi, J. M. (2008). Assessing land use and land cover change in the Wassa West District of Ghana using remote sensing. GeoJournal, 71, 249–259. https://doi.org/10.1007/s10708-008-9172-6
Lambin, E. F. & Meyfroidt, P. (2011). Global land use change, economic globalization, and the looming land scarcity. Proceedings of the National Academy of Sciences, 108(9), 3465–3472. https://doi.org/10.1073/pnas.1100480108
Liu, S., Deng, L., Zhao, Q., DeGloria, S. D., & Dong, S. (2011). Effects of road network on vegetation pattern in Xishuangbanna, Yunnan Province, Southwest China. Transportation Research Part D Transport and Environment, 16, 591–594. https://doi.org/10.1016/j.trd.2011.08.004
Liu, J., et al. (2014). Spatiotemporal characteristics, patterns, and causes of land-use changes in China since the late 1980s. Journal of Geographical Sciences, 24(2), 195–210.
Logah, F.Y., Obuobie, E., Ofori, D. and Kankam-Yeboah, K. (2013). “Analysis of Rainfall Variability in Ghana”. International Journal of Latest Research in Engineering and Computing, 1(1).
Lü, A., Tian, H., Liu, M., Liu, J. & Melillo, J. M. (2006). Spatial and temporal patterns of carbon emissions from forest fires in China from 1950 to 2000. Journal of Geographical Research Atmospheres, 111(5). https://doi.org/10.1029/2005JD006198
Lwasa, S. (2014). Managing African urbanization in the context of environmental change. Interdisciplinary, 2(2), 2014. https://doi.org/10.22201/CEIICH.24485705E.2014.2.46528
Manatsa, D., Yushi, M., Swadhin, K. B., Caxston, H. M., & Yamagata, T. (2014). Impact of mascarene high variability on the East African ‘short rains.’ Climate Dynamics., 42(2014), 1259–1274. https://doi.org/10.1007/s00382-013-1848-z
Mather, A., Needle, C., & Coull, J. (1998). From resource crisis to sustainability: The forest transition in Denmark. International Journal of Sustainable Development and World Ecology, 5, 183–192. https://doi.org/10.1080/13504509809469982
Mattah, P. A. D., Futagabi, G., & Mattah, M. M. (2018). Awareness of environmental change, climate variability, and their role in prevalence of mosquitoes among Urban Dwellers in Southern Ghana. Journal of Environmental and Public Health. https://doi.org/10.1155/2018/5342624
Mensah, C. A., Eshun, J. K., Asamoah, Y., & Ofori, E. (2019). Changing land use/cover of Ghana’s oil city (Sekondi-Takoradi Metropolis): Implications for sustainable urban development. International Journal of Urban Sustainable Development, 11(2), 223–233. https://doi.org/10.1080/19463138.2019.1615492
Mensah, A. A., Sarfo, A. D., & Partey, S. T. (2018). Assessment of vegetation dynamics using remote sensing and GIS: A case of Bosomtwe range forest reserve, Ghana. The Egyptian Journal of Remote Sensing and Space Sciences. https://doi.org/10.1016/j.ejrs.2018.04.004
MESTI. (2015). CBD fifth national report- Ghana: Ministry of environment, science, technology and innovation. Retrieved from https://www.cbd.int/doc/world/gh/gh-nr-05-en.pdf
Millennium Ecosystem Assessment (MEA). (2005). Ecosystem & human well-being: A framework for Assessment. Washington (DC), USA: Island Press.
Mitchell, S. W., & Csillag, F. (2001). Assessing the stability and uncertainty of predicted vegetation growth under climatic variability: Northern mixed grass prairie. Ecological Modelling, 139, 101–121. https://doi.org/10.1016/S0304-3800(01)00229-0
National Development Planning Commission (NDPC). (2010). Medium-term National development policy framework: Ghana shared growth and development agenda (GSGDA), 2010–2013, volume I: Policy framework, final draft. Government of Ghana, National Development Planning Commission, I, 1–278.
Nikoi, E. (2015). Ghana’s economic recovery programme and the globalisation of Ashanti goldfields company Ltd. Journal of International Development, 28(4), 588–605. https://doi.org/10.1002/jid.3199
Noponen, R. A. M., Mensah, D. B. C., Schroth G., Hayward, J. (2014). A landscape approach to climate-smart agriculture in Ghana. ETFRN News 56, (pp. 58–65). Retrieved from https://www.rainforest-alliance.org/sites/default/files/2016-08/A-landscape-approach-to-climate-smart-agriculture-in-Ghana.pdf
Obeng, E. A., & Aguilar, F. X. (2015). Marginal effects on biodiversity, carbon sequestration and nutrient cycling of transitions from tropical forests to cacao farming systems. Agroforestry Systems. https://doi.org/10.1007/s10457-014-9739-9
Oduro, K. A., Mohren, G. M. J., Pena-Claros, M., & Kyereh, B. (2015). Tracing forest resource development in Ghana through forest transition pathways. Land Use Policy, 48(2015), 63–72. https://doi.org/10.1016/j.landusepol.2015.05
Perz, S. G. (2007). Grand theory and context-specificity in the study of forest dynamics: Forest transition theory and other directions. The Professional Geographer, 59, 105–114. https://doi.org/10.1111/j.1467-9272.2007.00594.x.
Peters, D. P. C., Groffman, P. M., Nadelhoffer, K. J., et al. (2008). Living in an increasingly connected world: A framework for continental-scale environmental science. Frontiers in Ecology and the Environment, 6(5), 229–237. https://doi.org/10.1890/070098
Rudel, T. K., Coomes, O. T., Moran, E., Achard, F., Angelsen, A., Xu, J., & Lambin, E. (2005). Forest transitions: Towards a global understanding of land use change. Global Environmental Change, 15(1), 23–31. https://doi.org/10.1016/j.gloenvcha.2004.11.001
Sarfo, I., Bortey, O., & Terney Kumara, T. (2019). Effectiveness of adaptation strategies among coastal communities in Ghana: The case of Dansoman in the Greater Accra region. Current Journal of Applied Science and Technology, 35(6), 1–12. https://doi.org/10.9734/cjast/2019/v35i630211
Schumann, A. H., Koncsos, L. and Schultz, G. A. (1991). “Estimation of dissolved pollutant transport to rivers from urban areas: A modelling approach.” In Proceedings of a symposium on: Sediment and StreamWater Quality in a Changing Environment: Trends and Explanation held in Vienna, IAHS Publ. 203.
Silitshena, R. M. K. (1996). Sustaining the future: Economic, Social and Environmental Change in Sub-Saharan Africa, G. Benneh, W. B. Morgan, and J. I. Uitto, Eds., New York United Nations University Press.
Singh, M. P., Bhojvaid, P. P., de Jong, Wil, Ashraf, J., & Reddy, S. R. (2017). Forest transition and socio-economic development in India and their implications for forest transition theory. Forest Policy and Economics, Elsevier, 76(C), 65–71. https://doi.org/10.1016/j.forpol.2015.10.013
Sodango, T. H., Sha, J., & Xiaomei, L. (2017). Land use/land cover change (LULCC) in China, review of studies. International Journal of Scientific and Engineering Research, 8(8), 943.
Sun, D., & Kafatos, M. (2007). NDVI-LST relationship and the use of temperature related drought indices over North America. Geophysical Research Letters. https://doi.org/10.1029/2007GL031485
Tan, C. M., & Rockmore, M. (2018). Famine in Ghana and its impact. In V. Preedy & V. Patel (Eds.), Handbook of famine, starvation, and nutrient deprivation. Cham: Springer. https://doi.org/10.1007/978-3-319-40007-5_95-1
Tsekpo, E. M. (2018). Youth participation and productivity in cocoa farming in the Western North cocoa region of Ghana. Master thesis. University of Ghana http://ugspace.ug.edu.gh.
Turner, B. L., Lambin, E., & Reenberg, A. (2007). Land change science special feature: The emergence of land change science for global environmental change and sustainability. Proceedings of the National Academy of Sciences of the United States of America, 104, 20666–20671. https://doi.org/10.1073/pnas.0704119104
Ullah, M., Li, J., & Wadood, B. (2020). Analysis of urban expansion and its impacts on Land surface temperature and vegetation using RS and GIS, A case study in Xi’an City, China. Earth Systems and Environment, 4, 583–597. https://doi.org/10.1007/s41748-020-00166-6
UN (2016). Transforming our world: The 2030 agenda for sustainable development. Retrieved from https://sustainabledevelopment.un.org/post2015/transformingourworld.
Wang, T. (2016). Vegetation NDVI change and its relationship with climate change and human activities in Yulin, Shaanxi province of China. Journal of Geoscience and Environment Protection, 4, 28–40. https://doi.org/10.4236/gep.2016.410002
Wang, J., Price, K. P., & Rich, P. (2010). Spatial patterns of NDVI in response to precipitation and temperature in the central great plains. International Journal of Remote Sensing, 22, 3827–3844. https://doi.org/10.1080/01431160010007033
Yiran, G. A. B., Kusimi, J. M., & Kufogbe, S. K. (2012). A synthesis of remote sensing and local knowledge approaches in land degradation assessment in the Bawku East District, Ghana. International Journal of Applied Earth Observation and Geoinformation, 14(1), 204–213. https://doi.org/10.1016/j.jag.2011.09.016
Yue, W., Xu, J., Tan, W., & Xu, L. (2007). The relationship between land surface temperature and NDVI with remote sensing: Application to Shanghai Landsat 7 ETM + data. International Journal of Remote Sensing, 28(15), 3205–3226. https://doi.org/10.1080/01431160500306906
Acknowledgements
The authors wish to express their sincere gratitude to God Almighty for the knowledge bestowed on us, and secondly, the Nanjing University of Information Science and Technology (NUIST) for making available relevant materials and creating an enabling environment, needed to complete this research. Special thanks go to the Research Institute for History of Science & Technology, School of Law and Public Affairs for making available the datasets used for this study. This work was supported by the National Natural Science Foundation of China (No. 41971340, No.2017YFC1502401, No.41271410 and No.41972193). The authors would like to thank the handling editor and anonymous reviewers for their careful reviews and helpful remarks.
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Sarfo, I., Shuoben, B., Beibei, L. et al. Spatiotemporal development of land use systems, influences and climate variability in Southwestern Ghana (1970–2020). Environ Dev Sustain (2021). https://doi.org/10.1007/s10668-021-01848-5
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Keywords
- Land use
- Driving forces
- Surface temperature
- Forest transition theory
- Sustainable development
- Ghana