IDEAS home Printed from https://ideas.repec.org/a/gam/jlands/v10y2021i11p1251-d680139.html
   My bibliography  Save this article

Assessment of Land Cover Dynamics and Drivers of Urban Expansion Using Geospatial and Logistic Regression Approach in Wa Municipality, Ghana

Author

Listed:
  • Mawuli Asempah

    (Department of Earth Sciences, Institute of Geographical Sciences, Freie Universität Berlin, Malteserstraße 74-100, 12449 Berlin, Germany)

  • Wahib Sahwan

    (Department of Earth Sciences, Institute of Geographical Sciences, Freie Universität Berlin, Malteserstraße 74-100, 12449 Berlin, Germany)

  • Brigitta Schütt

    (Department of Earth Sciences, Institute of Geographical Sciences, Freie Universität Berlin, Malteserstraße 74-100, 12449 Berlin, Germany)

Abstract

The current trends of land use dynamics have revealed a significant transformation of settlement spaces. In the Wa Municipality of Ghana, the changes in land use and land cover are inspired by a plethora of driving forces. In this study, we assessed the geo-physical drivers of settlement expansion under land use dynamics in the Wa Municipality of Ghana. The study employed geospatial and remote sensing tools to map and analyse the spatio-temporal dynamics of the landscape, using Landsat satellite imageries: thematic mapper (TM), enhanced thematic mapper (ETM) and operational land imager (OLI) from 1990 to 2020. The study employed a binomial logistic regression model to statistically assess the geo-physical drivers of settlement expansion. Random forest (RF)–supervised classification based on spatio-temporal analyses generated relatively higher classification accuracies, with overall accuracy ranging from 89.33% to 93.3%. Urban expansion for the last three decades was prominent, as the period from 1990 to 2001 gained 11.44 km 2 landmass of settlement, while there was 11.30 km 2 gained from 2001 to 2010, and 29.44 km 2 gained from 2010 to 2020. Out of the independent variables assessed, the distance to existing settlements, distance to river, and distance to primary, tertiary and unclassified roads were responsible for urban expansion.

Suggested Citation

  • Mawuli Asempah & Wahib Sahwan & Brigitta Schütt, 2021. "Assessment of Land Cover Dynamics and Drivers of Urban Expansion Using Geospatial and Logistic Regression Approach in Wa Municipality, Ghana," Land, MDPI, vol. 10(11), pages 1-19, November.
  • Handle: RePEc:gam:jlands:v:10:y:2021:i:11:p:1251-:d:680139
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2073-445X/10/11/1251/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2073-445X/10/11/1251/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Norbert Anselm & Grischa Brokamp & Brigitta Schütt, 2018. "Assessment of Land Cover Change in Peri-Urban High Andean Environments South of Bogotá, Colombia," Land, MDPI, vol. 7(2), pages 1-28, June.
    2. Qiurong Xu & Xinqi Zheng & Chunxiao Zhang, 2018. "Quantitative Analysis of the Determinants Influencing Urban Expansion: A Case Study in Beijing, China," Sustainability, MDPI, vol. 10(5), pages 1-16, May.
    3. Martina Flörke & Christof Schneider & Robert I. McDonald, 2018. "Water competition between cities and agriculture driven by climate change and urban growth," Nature Sustainability, Nature, vol. 1(1), pages 51-58, January.
    4. Guangzhao Chen & Xia Li & Xiaoping Liu & Yimin Chen & Xun Liang & Jiye Leng & Xiaocong Xu & Weilin Liao & Yue’an Qiu & Qianlian Wu & Kangning Huang, 2020. "Global projections of future urban land expansion under shared socioeconomic pathways," Nature Communications, Nature, vol. 11(1), pages 1-12, December.
    5. Yumin Ye & Richard LeGates & Bo Qin, 2013. "Coordinated Urban-Rural Development Planning in China," Journal of the American Planning Association, Taylor & Francis Journals, vol. 79(2), pages 125-137, April.
    6. Andrew K. Marondedze & Brigitta Schütt, 2019. "Dynamics of Land Use and Land Cover Changes in Harare, Zimbabwe: A Case Study on the Linkage between Drivers and the Axis of Urban Expansion," Land, MDPI, vol. 8(10), pages 1-20, October.
    7. Peter A. Y. Ampim & Michael Ogbe & Eric Obeng & Edwin K. Akley & Dilys S. MacCarthy, 2021. "Land Cover Changes in Ghana over the Past 24 Years," Sustainability, MDPI, vol. 13(9), pages 1-23, April.
    8. Henry Schubert & Andrés Caballero Calvo & Markus Rauchecker & Oscar Rojas-Zamora & Grischa Brokamp & Brigitta Schütt, 2018. "Assessment of Land Cover Changes in the Hinterland of Barranquilla (Colombia) Using Landsat Imagery and Logistic Regression," Land, MDPI, vol. 7(4), pages 1-24, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Guoqiang Qiu & Yinghong Wang & Shanshan Guo & Qian Niu & Lin Qin & Di Zhu & Yunlong Gong, 2022. "Assessment and Spatial-Temporal Evolution Analysis of Land Use Conflict within Urban Spatial Zoning: Case of the Su-Xi-Chang Region," Sustainability, MDPI, vol. 14(4), pages 1-18, February.
    2. Eda Ustaoglu & Brendan Williams, 2022. "Institutional Settings and Effects on Agricultural Land Conversion: A Global and Spatial Analysis of European Regions," Land, MDPI, vol. 12(1), pages 1-35, December.
    3. Lin Meng & Wentao Si, 2022. "The Driving Mechanism of Urban Land Expansion from 2005 to 2018: The Case of Yangzhou, China," IJERPH, MDPI, vol. 19(23), pages 1-14, November.
    4. Deneke Tilahun & Kassahun Gashu & Getnet Tarko Shiferaw, 2022. "Effects of Agricultural Land and Urban Expansion on Peri-Urban Forest Degradation and Implications on Sustainable Environmental Management in Southern Ethiopia," Sustainability, MDPI, vol. 14(24), pages 1-18, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Guoqiang Qiu & Yinghong Wang & Shanshan Guo & Qian Niu & Lin Qin & Di Zhu & Yunlong Gong, 2022. "Assessment and Spatial-Temporal Evolution Analysis of Land Use Conflict within Urban Spatial Zoning: Case of the Su-Xi-Chang Region," Sustainability, MDPI, vol. 14(4), pages 1-18, February.
    2. Jian Zhou & Shan Jiang & Sanjit Kumar Mondal & Jinlong Huang & Buda Su & Zbigniew W. Kundzewicz & Ziyan Chen & Runhong Xu & Tong Jiang, 2022. "China’s Socioeconomic and CO 2 Status Concerning Future Land-Use Change under the Shared Socioeconomic Pathways," Sustainability, MDPI, vol. 14(5), pages 1-17, March.
    3. Andrew K. Marondedze & Brigitta Schütt, 2019. "Dynamics of Land Use and Land Cover Changes in Harare, Zimbabwe: A Case Study on the Linkage between Drivers and the Axis of Urban Expansion," Land, MDPI, vol. 8(10), pages 1-20, October.
    4. Zhang, Pengyan & Yang, Dan & Qin, Mingzhou & Jing, Wenlong, 2020. "Spatial heterogeneity analysis and driving forces exploring of built-up land development intensity in Chinese prefecture-level cities and implications for future Urban Land intensive use," Land Use Policy, Elsevier, vol. 99(C).
    5. Tapsuwan, Sorada & Peña-Arancibia, Jorge L. & Lazarow, Neil & Albisetti, Melisa & Zheng, Hongxing & Rojas, Rodrigo & Torres-Alferez, Vianney & Chiew, Francis H.S. & Hopkins, Richard & Penton, David J., 2022. "A benefit cost analysis of strategic and operational management options for water management in hyper-arid southern Peru," Agricultural Water Management, Elsevier, vol. 265(C).
    6. Mohammad Akrami & Alaa H. Salah & Akbar A. Javadi & Hassan E.S. Fath & Matthew J. Hassanein & Raziyeh Farmani & Mahdieh Dibaj & Abdelazim Negm, 2020. "Towards a Sustainable Greenhouse: Review of Trends and Emerging Practices in Analysing Greenhouse Ventilation Requirements to Sustain Maximum Agricultural Yield," Sustainability, MDPI, vol. 12(7), pages 1-18, April.
    7. Linghua Qiu & Junhao He & Chao Yue & Philippe Ciais & Chunmiao Zheng, 2024. "Substantial terrestrial carbon emissions from global expansion of impervious surface area," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    8. Zhixin Zhang & Min Chen & Teng Zhong & Rui Zhu & Zhen Qian & Fan Zhang & Yue Yang & Kai Zhang & Paolo Santi & Kaicun Wang & Yingxia Pu & Lixin Tian & Guonian Lü & Jinyue Yan, 2023. "Carbon mitigation potential afforded by rooftop photovoltaic in China," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    9. Han Li & Wei Song, 2021. "Cropland Abandonment and Influencing Factors in Chongqing, China," Land, MDPI, vol. 10(11), pages 1-21, November.
    10. Wei Yang & Yuanxu Ma & Linhai Jing & Siyuan Wang & Zhongchang Sun & Yunwei Tang & Hui Li, 2022. "Differential Impacts of Climatic and Land Use Changes on Habitat Suitability and Protected Area Adequacy across the Asian Elephant’s Range," Sustainability, MDPI, vol. 14(9), pages 1-22, April.
    11. Bernard Fosu Frimpong & Frank Molkenthin, 2021. "Tracking Urban Expansion Using Random Forests for the Classification of Landsat Imagery (1986–2015) and Predicting Urban/Built-Up Areas for 2025: A Study of the Kumasi Metropolis, Ghana," Land, MDPI, vol. 10(1), pages 1-21, January.
    12. Vasileios A. Tzanakakis & Andrea G. Capodaglio & Andreas N. Angelakis, 2023. "Insights into Global Water Reuse Opportunities," Sustainability, MDPI, vol. 15(17), pages 1-30, August.
    13. Lili Zhang & Haoru Liu & Dong Wei & Fei Liu & Yanru Li & Haolin Li & Zhuojun Dong & Jingyue Cheng & Lei Tian & Guomin Zhang & Long Shi, 2022. "Impacts of Spatial Components on Outdoor Thermal Comfort in Traditional Linpan Settlements," IJERPH, MDPI, vol. 19(11), pages 1-26, May.
    14. Juan Carlos Alías & José Antonio Mejías & Natividad Chaves, 2022. "Effect of Cropland Abandonment on Soil Carbon Stock in an Agroforestry System in Southwestern Spain," Land, MDPI, vol. 11(3), pages 1-12, March.
    15. Mosisa Teferi Timotewos & Matthias Barjenbruch, 2024. "Examining the Prospects of Residential Water Demand Management Policy Regulations in Ethiopia: Implications for Sustainable Water Resource Management," Sustainability, MDPI, vol. 16(13), pages 1-21, June.
    16. Entezari, A. & Wang, R.Z. & Zhao, S. & Mahdinia, E. & Wang, J.Y. & Tu, Y.D. & Huang, D.F., 2019. "Sustainable agriculture for water-stressed regions by air-water-energy management," Energy, Elsevier, vol. 181(C), pages 1121-1128.
    17. Dongying Sun & Jiarong Gu & Junyu Chen & Xilin Xia & Zhisong Chen, 2022. "Spatiotemporal differentiation and influencing factors of urban water supply system resilience in the Yangtze River Delta urban agglomeration," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 114(1), pages 101-126, October.
    18. Ana Luiza Fontenelle & Erik Nilsson & Ieda Geriberto Hidalgo & Cintia B. Uvo & Drielli Peyerl, 2022. "Temporal Understanding of the Water–Energy Nexus: A Literature Review," Energies, MDPI, vol. 15(8), pages 1-21, April.
    19. Stefan Bringezu, 2019. "Toward Science-Based and Knowledge-Based Targets for Global Sustainable Resource Use," Resources, MDPI, vol. 8(3), pages 1-21, August.
    20. Karner, Katrin & Mitter, Hermine & Sinabell, Franz & Schönhart, Martin, 2024. "Participatory development of Shared Socioeconomic Pathways for Austria’s agriculture and food systems," Land Use Policy, Elsevier, vol. 142(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jlands:v:10:y:2021:i:11:p:1251-:d:680139. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.