Water Resources Management

, Volume 27, Issue 8, pp 3035–3050 | Cite as

Visualising a Stochastic Model of Californian Water Resources Using Sankey Diagrams

  • Elizabeth Curmi
  • Richard Fenner
  • Keith Richards
  • Julian M. Allwood
  • Bojana Bajželj
  • Grant M. Kopec
Article

Abstract

This paper describes a novel approach to the analysis of supply and demand of water in California. A stochastic model is developed to assess the future supply of and demand for water resources in California. The results are presented in the form of a Sankey diagram where present and stochastically-varying future fluxes of water in California and its sub-regions are traced from source to services by mapping the various transformations of water from when it is first made available for use, through its treatment, recycling and reuse, to its eventual loss in a variety of sinks. This helps to highlight the connections of water with energy and land resources, including the amount of energy used to pump and treat water, the amount of water used for energy production, and the land resources that create a water demand to produce crops for food. By mapping water in this way, policy-makers can more easily understand the competing uses of water, through the identification of the services it delivers (e.g. sanitation, food production, landscaping), the potential opportunities for improving the management of the resource and the connections with other resources which are often overlooked in a traditional sector-based management strategy. This paper focuses on a Sankey diagram for water, but the ultimate aim is the visualisation of linked resource futures through inter-connected Sankey diagrams for energy, land and water, tracking changes from the basic resources for all three, their transformations, and the final services they provide.

Keywords

Sankey diagram Water management Energy Land Uncertainty 

Notes

Acknowledgments

BP has provided sponsorship towards this research. The authors would like to thank Professor Chris Gilligan, Dr. John Dennis, Professor Paul Linden, Professor Danny Ralph, Professor John Pyle and Dr. Richard McMahon for their excellent contributions.

References

  1. Ackerman F, Stanton EA (2011) The last drop: climate change and the Southwest water crisis. Stockholm Environmental Institute, MassachusettsGoogle Scholar
  2. Bazilian M, Holger R, Howells M, Hermann S, Arent D, Gielen D, Steduto P, Mueller A, Komor P, Tol RSJ, Yumkella KK (2011) Considering the energy, water and food nexus: towards an integrated modelling approach. Energy Policy 39:7896–7906. doi: 10.1016/j.enpol.2011.09.039 CrossRefGoogle Scholar
  3. Beddington J (2009) Food, energy, water and the climate, a perfect storm of global events? Sustainable Development UK 09, London, 19 March 2009. http://www.bis.gov.uk/assets/goscience/docs/p/perfect-storm-paper. Accessed 1st March 2012
  4. Boyden S, Millar S, Newcombe S (1981) The ecology of a city and its people: the case of Hong Kong. Australia National Press, CanberraGoogle Scholar
  5. Brugnach M, Dewulf A, Pahl-Wostl C, Taillieu T (2008) Toward a relational concept of uncertainty: about knowing too little, knowing too differently, and accepting not to know. Ecol Soc 13(2):30Google Scholar
  6. California Climate Change Center (2006) Our changing climate, assessing the risks to California, a summary report from the California Climate Change Centre, July 2006, SacramentoGoogle Scholar
  7. California Council of Science and Technology (2011) California’s energy future—The view to 2050, May 2011, SacramentoGoogle Scholar
  8. Cullen JM, Allwood JM (2010) The efficient use of energy: tracing the global flow of energy from fuel to service. Energy Policy 38:75–81. doi: 10.1016/j.enpol.2009.08.054 CrossRefGoogle Scholar
  9. Department of Water Resources (2003) California’s groundwater, bulletin 118, update 2003. Department of Water Resources, SacramentoGoogle Scholar
  10. Department of Water Resources (2005) California Water Plan, update, 2005, volume 3, Regional Reports, SacramentoGoogle Scholar
  11. Department of Water Resources (2009) California Water Plan, update 2009, bulletin 160-09. Department of Water Resources, SacramentoGoogle Scholar
  12. Famiglietti JS, Lo M, Ho SL, Bethune J, Anderson KJ, Syed TH, Swenson SC, de Linage CR, Rodell M (2011) Satellites measures recent rates of groundwater depletion in California’s Central Valley. Geophys Res Lett 38:L03403. doi: 10.1029/2010GL046442 CrossRefGoogle Scholar
  13. FAO (1995) FAO irrigation and drainage papers. http://www.fao.org/docrep/v8350e/v8350e09.htm#hydrology. Accessed 14th December 2011
  14. Glavic P, Bogataj M (2010) Water networks—theory and practice. In: Atimtay AT, Sidker SK (eds) Security of industrial water supply and management, NATO Science for Peace and Security Series C: Environmental Security, SpringerGoogle Scholar
  15. Gleick PH, Loh P, Gomez SV, Morrison J (1995) California water 2020, A sustainable vision. Pacific Institute, May 1995, OaklandGoogle Scholar
  16. Gleick PH, Haasz D, Hengez-Jeck C, Srinivasan V, Wolff G, Kao Cushing K, Mann A (2003) Waste not, want not: The potential for urban water conservation in California. Pacific Institute, November 2003, OaklandGoogle Scholar
  17. Groves D, Matyac S, Hawkins T (2005) Quantified scenarios of 2030 California water demand. In: California water plan, a framework for action, update 2005. Department of Water Resources, SacramentoGoogle Scholar
  18. Hanak E, Lund J, Dinar A, Gray B, Howitt R, Mount J, Moyle P, Thompson B (2011) Managing California’s water: from conflict to reconciliation. Public Policy Institute of California, San FranciscoGoogle Scholar
  19. Hoekstra AY, Hung PQ (2005) Globalisation of water resources: international virtual water flows in relation to crop trade. Glob Environ Chang 15:45–56. doi: 10.1016/j.gloenvcha.2004.06.00 CrossRefGoogle Scholar
  20. James IC, Bower BT, Matalas NC (1969) Relative importance of the variables in water resources planning. Water Resour Res 5(6) December 1969Google Scholar
  21. Klein G, Krebs M, Hall V, O’Brien T, Blevins BB (2005) California’s water–energy relationship. California Energy Commission, SacramentoGoogle Scholar
  22. Kumar R, Subramanyan V, Ruhul Kabir MD (2011) Development of energy, emission and water flow Sankey diagrams for the Province of Alberta through modelling, Final Report, April 2011, Department of Mechanical Engineering, University of Alberta, EdmontonGoogle Scholar
  23. Moffatt S, Kohler N (2008) Conceptualizing the built environment as a social–ecological system. Build Res Inf 36(3):248–268. doi: 10.1080/09613210801928131 CrossRefGoogle Scholar
  24. Nassar MM (2003) Studies on internal and external water treatment at a paper and cardboard factory. J Chem Technol Biotechnol 78:572–576. doi: 10.1002/jctb.812 CrossRefGoogle Scholar
  25. Nassar MM, Haimour N (1993) Studies on water conservation for Jordan paper and cardboard factories. Energy Sources 15(3):494–497. doi: 10.1080/00908319308909041 CrossRefGoogle Scholar
  26. O’Leary E, Cunningham D (2006) Material Flow Accounts (MFA’s)-Demonstration for Ireland, final report. Clean Technology Centre, Cork Institute of Technology, IrelandGoogle Scholar
  27. Oki T, Kanae S (2006) Global hydrological cycles and world water resources. Science 313:1068–1072. doi: 10.1126/science.1128845 CrossRefGoogle Scholar
  28. Olsson JA, Andersson L (2007) Possibilities and problems with the use of models as a communication tool in water resources management. Water Resour Manag 21:97–110. doi: 10.1007/s11269-006-9043-1 CrossRefGoogle Scholar
  29. Purkey DR, Huber-Lee A, Yates DN, Hanemann M, Herrod-Julius S (2007) Integrating a climate change assessment tool into stakeholder-driven water management decision-making processes in California. Water Resour Manag 21:315–329. doi: 10.1007/s11269-006-9055-x CrossRefGoogle Scholar
  30. Riehmann P, Hanfler M, Froehlich B (2005) Interactive Sankey diagrams. IEEE Symposium on information visualisation, Oct 23–25, 2005, MinneapolisGoogle Scholar
  31. Rosegrant MW, Cai X, Cline SA (2002) World water and food to 2025: dealing with scarcity. International Food Policy Research Institute, WashingtonGoogle Scholar
  32. Schlafrig J (2008) Review of energy and water end use studies. Report prepared for the Department of Planning and Community Development, Victoria, AustraliaGoogle Scholar
  33. Schmidt M (2008) The Sankey diagram in energy and material flow management, part ii: methodology and current applications. J Ind Ecol 12(2):173–185. doi: 10.1111/j.1530-9290-2008.00015.x CrossRefGoogle Scholar
  34. Seckler D, Amarasinghe U, Molden D, de Silva R, Barker R (1998) World water demand and supply 1990 to 2025: scenarios and issues, research report 19. International Water Management Institute, ColomboGoogle Scholar
  35. Shiklomanov IA (2000) Appraisal and assessment of world water resources. Water Int 25(1):11–32. doi: 10.1080/02508060008686794 CrossRefGoogle Scholar
  36. Smith CA, Belles RD, Simon AJ (2011) Estimated water flows in 2005, March 24, 2011. Lawrence Livermore National Laboratory, Livermore, https://e-reports-ext.llnl.gov/pdf/475370.pdf. Accessed 12 December 2011CrossRefGoogle Scholar
  37. Stanton EA, Fitzgerald E (2011) California water supply and demand: technical report, February 2011. Stockholm Environmental Institute, MassachusettsGoogle Scholar
  38. Thomson M, Miranda MS, Infield D (2003) A small-scale seawater reverse-osmosis system with excellent energy efficiency over a wide operating range. Desalination 153(1:3):229–236. doi: 10.1016/S0011-9164(02)01141-4 CrossRefGoogle Scholar
  39. UC San Diego Sustainability Solution Institute (2009) Ice, snow and water: impacts of climate change on California and Himalayan Asia, workshop report, May 4–6, 2009. U.C San Diego, La JollaGoogle Scholar
  40. Van Asselt MBA, Rotmans J (2002) Uncertainty in integrated assessment modelling: from positivism to pluralism. Clim Chang 54:75–105. doi: 10.1023/A:1015783803445 CrossRefGoogle Scholar
  41. van de Keur P, Henriksen HJ, Refsgaard JC, Brugnach M, Pahl-Wostl C, Dewulf A, Buiteveld H (2008) Identification of major sources of uncertainty in current IWRM practice. Illustrated for the Rhine Basin. Water Resour Manag 22(11):1677–1708. doi: 10.1007/s11269-008-9248-6 CrossRefGoogle Scholar
  42. Vorosmarty CJ, McIntyre PB, Gessner MO, Dudgeon D, Prusevich A, Green P, Glidden S, Bunn SE, Sullivan CA, Riedy Liermann C, Davies PM (2010) Global threats to human water security and river biodiversity. Nature 467:555–561. doi: 10.1038/nature09440 CrossRefGoogle Scholar

Copyright information

© Springer Science+Business Media Dordrecht 2013

Authors and Affiliations

  • Elizabeth Curmi
    • 1
  • Richard Fenner
    • 1
  • Keith Richards
    • 2
  • Julian M. Allwood
    • 1
  • Bojana Bajželj
    • 1
  • Grant M. Kopec
    • 1
  1. 1.Department of EngineeringUniversity of CambridgeCambridgeUK
  2. 2.Department of GeographyUniversity of CambridgeCambridgeUK

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