Integrating System Dynamics and Remote Sensing to Estimate Future Water Usage and Average Surface Runoff in Lagos, Nigeria

Gilles A Kandissounon, Ajay Kalra, Sajjad Ahmad

Abstract


The goal of this study was twofold; first analyze the patterns of water consumption in Lagos, Nigeria and use them in a System Dynamics (SD) model to make projections about future demand. The second part used remote sensing to quantify the contribution of extensive land use/cover change to urban flooding. Land use/cover dynamics over the past decade was analyzed using satellite imagery provided by Landsat Thematic Mapping (TM). Unsupervised classification was performed with false color composite using the Iterative Self-Organizing Data Analysis (ISODATA) technique in a Geographic Information Systems (GIS). The study area was divided into four different land use types during image classification: bare land, built-up area, water bodies, and vegetation. For water demand, two different scenarios of population growth including 5.5% and 2.75 % annual increase were considered. The results showed that water demand dropped by 67% of its current value when losses in distribution were reduced by 20% and population annual growth rate kept at 2.75% over the study period. Bare land and water bodies lost 1.31% and 1.61% of their current area respectively while built-up area grew by 1.11%. These changes in land use/cover changes led to a 64% increase in average surface runoff, mostly attributable to increasing surface imperviousness and the absence of an adequate urban drainage system.


Keywords


Urbanization; Water Supply and Demand; Flooding; Climate Change; System Dynamics.

References


G. D. Jenerette and L. Larsen, "A global perspective on changing sustainable urban water supplies," Global and Planetary Change, vol. 50, no. 3-4, pp. 202-211, 2006. doi:10.1016/j.gloplacha.2006.01.004.

R. Clarke and J. King, The atlas of water, London: Earthscan Publications Ltd, 2004. doi:10.1016/j.scitotenv.2004.09.022.

N. Arnell, "Climate change and global water resources," Global Environmental Change, pp. S31-S49, 1999. doi:10.1016/s0959-3780(99)00017-5.

S. L. Postel, G. C. Daily and P. R. Ehrlich, "Human Appropriation of Renewable Fresh Water," Science, vol. 271, pp. 785-788, 1996. doi:10.1126/science.271.5250.785

United Nations Centre for Human Settlement, Cities in a Globalizing World: global report on huamn settlement, Earthscan, 2001. doi:10.1080/17535069.2010.481379.

United Nations Department of Economic and Social Affairs, "World urbanization prospects: The 2014 revision," New York City, 2014.

United Nations Department of Economic and Social affairs/Population Division, "World Population Prospects: The 2008 Revision," New York City, 2010. doi:10.1111/j.1728-4457.2010.00368.x.

G. E. Stout, "Water for the Future: The West Bank and Gaza Strip, Israel and Jordan," Water International, pp. 281-282, 1999. doi:10.17226/6031.

E. Ezenwaji, B. M. Edupta and C. O. Okoye, "Investigation into the Residential Water Demand and Supply in Enugu Metropolitan Area, Nigeria," American Journal of Water Resources, vol. 4, pp. 22-29, 2016.

S. A. Adejuwon. "Impacts of climate variability and climate change on crop yield in Nigeria". In stakeholders’ workshop on assessment of impacts and adaptation to climate change, Ile-Ife, Nigeria, Sep. 2004.

C. G. Kilsby, P. D. Jones, A. Burton, A. C. Ford, H. J. Fowler, C. Harpham, P. James, A. Smith, and R. L. Wilby, “A daily weather generator for use in climate change studies,” Environmental Modelling & Software, vol. 22, no. 12, pp. 1705–1719, Dec. 2007. doi:10.1016/j.envsoft.2007.02.005.

“United Nations Human Settlements Programme, Planning Sustainable Cities: Global Report on Human Settlements 2009 (UN HABITAT and Earthscan), 2009,” Environment and Urbanization ASIA, vol. 2, no. 1, pp. 149–149, Mar. 2011. doi:10.1177/097542531000200111.

J. I. Barredo, L. Demicheli, C. Lavalle, M. Kasanko, and N. McCormick, “Modelling Future Urban Scenarios in Developing Countries: An Application Case Study in Lagos, Nigeria,” Environment and Planning B: Planning and Design, vol. 31, no. 1, pp. 65–84, Feb. 2004. doi:10.1068/b29103.

A. S. Adeyemi, "Climate change and environmental threat", Contemporary Issues in Environmental Studies, Jimoh, HI and LP. Ifabiyi (Eds.). Haytee Publishing Ltd., Ilorin, Nigeria, 2000.

C. J. Vorosmarty, “Global Water Resources: Vulnerability from Climate Change and Population Growth,” Science, vol. 289, no. 5477, pp. 284–288, Jul. 2000. doi:10.1126/science.289.5477.284.

A. O. Ayeni, A. S. O. Soneye, O. O. Fasunwon, R. T. Miteku, and L. A. Djiotang-T, “Water Resources Development Optimization in a Climate Change Scenario: Case Study of Benin-Owena Basin, Nigeria,” Research Journal of Environmental Sciences, vol. 5, no. 1, pp. 59–67, Jan. 2011. doi:10.3923/rjes.2011.59.67.

S. PAULEIT, R. ENNOS, and Y. GOLDING, “Modeling the environmental impacts of urban land use and land cover change—a study in Merseyside, UK,” Landscape and Urban Planning, vol. 71, no. 2–4, pp. 295–310, Mar. 2005. doi:10.1016/s0169-2046(04)00083-0.

J. P. Metzger, “Educating a new generation of landscape ecologists,” Landscape Ecology, vol. 32, no. 2, pp. 457–459, Dec. 2016. doi:10.1007/s10980-016-0477-4.

J.A. Jideonwo, “Ensuring sustainable water supply in Lagos, Nigeria", 2014.

L. Oduwaye and T. O. Lawson, "Poverty and environmental degradation in the Lagos metropolis," Journal of Environmental Sciences, vol. 11, no. 1, pp. 36-70, 2007.

A. J. Adeloye and R. Rustum, “Lagos (Nigeria) flooding and influence of urban planning,” Proceedings of the Institution of Civil Engineers - Urban Design and Planning, vol. 164, no. 3, pp. 175–187, Sep. 2011. doi:10.1680/udap.1000014.

U. C. Nkwunonwo, "Land use/Land cover mapping of the Lagos Metropolis of Nigeria using 2012 SLC-off Landsat ETM+ Satellite Images" International Journal of Scientific and Engineering Research, 4, 1217-1223, 2013.

C. B. Field, V. R. Barros, D. J. Dokken, K. J. Mach, and M. D. Mastrandrea, Eds., “Climate Change 2014 Impacts, Adaptation, and Vulnerability,” 2014. doi:10.1017/cbo9781107415379.

R. F. Naill, "Managing the discovery life cycle of a finite resource: a case study of US natural gas" (Doctoral dissertation, Massachusetts Institute of Technology), 1972.

J. D. Sterman, “Systems dynamics modeling: tools for learning in a complex world,” IEEE Engineering Management Review, vol. 30, no. 1, pp. 42–42, 2002. doi:10.1109/emr.2002.1022404.

S. Dawadi and S. Ahmad, “Changing climatic conditions in the Colorado River Basin: Implications for water resources management,” Journal of Hydrology, vol. 430–431, pp. 127–141, Apr. 2012. doi:10.1016/j.jhydrol.2012.02.010.

K. A. Stave, “A system dynamics model to facilitate public understanding of water management options in Las Vegas, Nevada,” Journal of Environmental Management, vol. 67, no. 4, pp. 303–313, Apr. 2003. doi:10.1016/s0301-4797(02)00205-0.

V. C. Tidwell, H. D. Passell, S. H. Conrad, and R. P. Thomas, “System dynamics modeling for community-based water planning: Application to the Middle Rio Grande,” Aquatic Sciences, vol. 66, no. 4, pp. 357–372, Nov. 2004. doi:10.1007/s00027-004-0722-9.

S. Ahmad and S. P. Simonovic, “System Dynamics Modeling of Reservoir Operations for Flood Management,” Journal of Computing in Civil Engineering, vol. 14, no. 3, pp. 190–198, Jul. 2000. doi:10.1061/(asce)0887-3801(2000)14:3(190).

E. Shrestha, S. Ahmad, W. Johnson, and J. R. Batista, “The carbon footprint of water management policy options,” Energy Policy, vol. 42, pp. 201–212, Mar. 2012. doi:10.1016/j.enpol.2011.11.074.

A. T. Salami, “Vegetation dynamics on the fringes of lowland humid tropical rainforest of south-western Nigeria an assessment of environmental change with air photos and Landsat TM,” International Journal of Remote Sensing, vol. 20, no. 6, pp. 1169–1181, Jan. 1999. doi:10.1080/014311699212920.

O. A. Sunday, & A. I. Ajewole, "Implications of the changing pattern of landcover of the Lagos Coastal Area of Nigeria". American-Eurasian Journal of Scientific Research, 1(1), 31-37, 2006.

D. Hall, D, "Water and electricity in Nigeria", PSIRU Reports, 2006.

LWC. Lagos Water Corporation (LWC). Lagos, Nigeria. Lagos Water Supply Master Plan. By Lagos Water Corporation, 2010.

I. I. Balogun, A. O. Sojobi, and E. Galkaye, “Public water supply in Lagos State, Nigeria: Review of importance and challenges, status and concerns and pragmatic solutions,” Cogent Engineering, vol. 4, no. 1, May 2017. doi:10.1080/23311916.2017.1329776.

S. Odunuga, & L. Oyebande, "Change detection and hydrological implications in the Lower Ogun flood plain, SW Nigeria," IAHS-AISH publication, 91-99, 2007.

J. N. Obiefuna, P. C. Nwilo, A. O. Atagbaza, and C. J. Okolie, “Land Cover Dynamics Associated with the Spatial Changes in the Wetlands of Lagos/Lekki Lagoon System of Lagos, Nigeria,” Journal of Coastal Research, vol. 288, pp. 671–679, May 2013. doi:10.2112/jcoastres-d-12-00038.1.

L. Oduwaye, “Planning Implications of the Ethnic Structure of Residential Areas of Metropolitan Lagos,” Asian Social Science, vol. 4, no. 8, Feb. 2009. doi:10.5539/ass.v4n8p129.

S. Dawadi and S. Ahmad, “Evaluating the impact of demand-side management on water resources under changing climatic conditions and increasing population,” Journal of Environmental Management, vol. 114, pp. 261–275, Jan. 2013. doi:10.1016/j.jenvman.2012.10.015.

Lagos State Bureau of Statistics, Digest of Statistics, 2013.

S. Oyegoke, A. O. Adeyemi and A. O. Sojobi, "The challenges of water supply for a megacity: a case study of Lagos Metropolis," Internation Journal of scientific and engineering research, vol. 3, no. 2, pp. 1-10, 2012.

S. C. McCutcheon, J. L.Martin, & T.O. Barnwell Jr, "Water quality", Handbook of hydrology, 11, 73, 1993.

Q. WENG, “Modeling Urban Growth Effects on Surface Runoff with the Integration of Remote Sensing and GIS,” Environmental Management, vol. 28, no. 6, pp. 737–748, Dec. 2001. doi:10.1007/s002670010258.

H. Hameed, “Estimating the Effect of Urban Growth on Annual Runoff Volume Using GIS in the Erbil Sub-Basin of the Kurdistan Region of Iraq,” Hydrology, vol. 4, no. 4, p. 12, Feb. 2017. doi:10.3390/hydrology4010012.

A. M. Melesse and S. F. Shih, “Spatially distributed storm runoff depth estimation using Landsat images and GIS,” Computers and Electronics in Agriculture, vol. 37, no. 1–3, pp. 173–183, Dec. 2002. doi:10.1016/s0168-1699(02)00111-4.

K. J. Lim, B. A. Engel, S. Muthukrishnan, and J. Harbor, “Effects Of Initial Abstraction And Urbanization On Estimated Runoff Using Cn Technology,” Journal of the American Water Resources Association, vol. 42, no. 3, pp. 629–643, Jun. 2006. doi:10.1111/j.1752-1688.2006.tb0448.

A. O.Ayeni, & V. T. Adedayo, "Soil Textural Mapping: A Pathway for Sustaining Urban Agriculture in Metropolitan Lagos, Nigeria", 2012.

B. Bates, Z. Kundzewicz, & S.Wu, "Climate change and water", Intergovernmental Panel on Climate Change Secretariat, 2008.

P.J. van der Linden, & C.E. Hanson, Climate change 2007:" impacts, adaptation and vulnerability" (Vol. 4). M. Parry, O. Canziani, & J. Palutikof (Eds.). Cambridge: Cambridge University Press, 2007. doi:10.1177/1468018110392000.

M. B. Sylla, P. M. Nikiema, P. Gibba, I. Kebe, and N. A. B. Klutse, “Climate Change over West Africa: Recent Trends and Future Projections,” Adaptation to Climate Change and Variability in Rural West Africa, pp. 25–40, 2016. doi:10.1007/978-3-319-31499-0_3.

K. E. Taylor, R. J. Stouffer, and G. A. Meehl, “An Overview of CMIP5 and the Experiment Design,” Bulletin of the American Meteorological Society, vol. 93, no. 4, pp. 485–498, Apr. 2012. doi:10.1175/bams-d-11-00094.1.

C. Teichmann, B. Eggert, A. Elizalde, A. Haensler, D. Jacob, P. Kumar, C. Moseley, S. Pfeifer, D. Rechid, A. Remedio, H. Ries, J. Petersen, S. Preuschmann, T. Raub, F. Saeed, K. Sieck, and T. Weber, “How Does a Regional Climate Model Modify the Projected Climate Change Signal of the Driving GCM: A Study over Different CORDEX Regions Using REMO,” Atmosphere, vol. 4, no. 4, pp. 214–236, Jun. 2013. doi:10.3390/atmos4020214.

A. Dosio, H.-J. Panitz, M. Schubert-Frisius, and D. Lüthi, “Dynamical downscaling of CMIP5 global circulation models over CORDEX-Africa with COSMO-CLM: evaluation over the present climate and analysis of the added value,” Climate Dynamics, vol. 44, no. 9–10, pp. 2637–2661, Jul. 2014. doi:10.1007/s00382-014-2262-x.

A.J. Viera, & J. M. Garrett, "Understanding interobserver agreement: the kappa statistic", Fam Med, 37(5), 360-363, 2005

K. Aderogba, "Global warming and challenges of floods in Lagos metropolis, Nigeria", Academic Research International, 2(1), 448-468, 2012.

T. W. Chu and A. Shirmohammadi, “EVALUATION OF THE SWAT MODEL’S HYDROLOGY COMPONENT IN THE PIEDMONT PHYSIOGRAPHIC REGION OF MARYLAND,” Transactions of the ASAE, vol. 47, no. 4, pp. 1057–1073, 2004. doi:10.13031/2013.16579.

G. G. Vazquez-Amábile and B. A. Engel, “Use Of Swat To Compute Groundwater Table Depth And Streamflow In The Muscatatuck River Watershed,” Transactions of the ASAE, vol. 48, no. 3, pp. 991–1003, 2005. doi:10.13031/2013.18511

D. Moriasi, J. G. Arnold, M. W. Van Liew, R. L. Bingner, R. D. Harmel and T. L. Veith, "Model Evaluation guidelines for systematic quantification of accuracy in watershed simulations," Transactions of the ASABE, vol. 50, no. 3, pp. 885-900, 2007. doi:10.13031/2013.23153

A. J. Anselm, "Megacities-mega challenges: Evolving Future Nigerian Cities Through Sustainable Initiatives" A paper presented at Archibuilt, 2010.

T. Lawanson and D. Olanrewaju, “The Home as Workplace: Investigating Home Based Enterprises in Low Income Settlements of the Lagos Metropolis,” Ethiopian Journal of Environmental Studies and Management, vol. 5, no. 4, Aug. 2012. doi:10.4314/ejesm.v5i4.9

D. N. Akunyili, "The role of pure water and bottled water manufacturers in Nigeria" In 29th Water Engineering and Development Centre International Conference in Abuja, Nigeria, 2003.

R. S. Longe, & S. O. Adedeji, "Increasing girls access to technical and vocational education in Nigeria. Education this millennium: innovations in theory and practice," Yaba, Lagos: Macmillan Nigeria Publishers, 202-210, 2003

S. Cheng and R. Wang, “An approach for evaluating the hydrological effects of urbanization and its application,” Hydrological Processes, vol. 16, no. 7, pp. 1403–1418, 2002. doi:10.1002/hyp.350

O. H. Adedeji, & I. A. Ademiluyi, "Urban agriculture and urban land use planning: Need for a synthesis in metropolitan Lagos", Nigeria. Journal of Geography and Regional planning, 2(3), 43, 2009.

I. A. Olugbenga and O. T. Adejumo, “Urban agriculture in metropolitan Lagos: An inventory of potential land and,” Eastern Africa Journal of Rural Development, vol. 21, no. 1, Feb. 2008. doi:10.4314/eajrd.v21i1.28373

O. O. Ogunsote, Y. M. D. Adedeji, & B. Prucnal-Ogunsote, “Combating environmental degradation through sustainable landscaping in emerging mega cities: a case study of Lagos, Nigeria", In Proceedings of the 24th World Congress of Architecture “UIA2011 TOKYO (Vol. 25, pp. 16-21), 2011.

O. A. Sunday, & A. I. Ajewole, "Implications of the changing pattern of landcover of the Lagos Coastal Area of Nigeria" American-Eurasian Journal of Scientific Research, 1(1), 31-37, 2006.


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DOI: 10.28991/cej-030998

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