Technical Papers
Feb 21, 2017

Water–Energy–Carbon Nexus Modeling for Urban Water Systems: System Dynamics Approach

Publication: Journal of Water Resources Planning and Management
Volume 143, Issue 6

Abstract

A comprehensive water-energy-carbon (WEC) nexus model for an urban water system (UWS) using system dynamics is proposed to assist municipalities, urban developers, and policy makers for neighborhood water planning and management. The proposed model and decision support tool was developed for the operational phase of UWSs. The model was validated using historical water and energy consumption data (2005–2014) of Penticton (British Columbia, Canada). Spearman’s correlation coefficients between water and energy, water and carbon, and energy and carbon were 0.94, 0.89, and 0.83, respectively, revealing highly significant interconnections. The energy for water was 11.1  MWh/ML, water for energy was 6,512  L/MWh, and carbon emissions were 124.4  kgCO2e/MWh from energy use and 120.8  kgCO2e/ML from wastewater processes. A Monte Carlo–based sensitivity analysis showed residential outdoor irrigation and water heating energy for showers and dishwashers have higher contribution to model variability. The intervention analysis reveals significant differences in savings in water, energy, and carbon for various water and energy-based interventions in UWSs and the developed tool is well capable for analyzing these dynamic savings.

Get full access to this article

View all available purchase options and get full access to this article.

Acknowledgments

We acknowledge the financial assistance of the Natural Sciences and Engineering Research Council of Canada (NSERC) to conduct this research work. The City of Penticton and its Water Treatment Plant and Advanced Wastewater Treatment Plant are appreciated for providing the necessary data. We acknowledge the financial and in-kind support of the industrial partners (New Monaco Enterprise, District of Peachland, Focus Engineering, Urban Systems, and FortisBC) for the NSERC Collaborative Research and Development Grants.

Conflict of Interest

The authors declare that they do not have any conflict of interest.

References

Abdallah, A. M., and Rosenberg, D. E. (2014). “Heterogeneous residential water and energy linkages and implications for conservation and management.” J. Water Resour. Plann. Manage., 288–297.
Aguilar, C., White, D. J., and Ryan, D. L. (2005). “Domestic water heating and water heater energy consumption in Canada.” Canadian Building Energy End-Use Data and Analysis Centre (CBEEDAC), Edmonton, AB, Canada.
ArcGIS 10.1 [Computer software]. ESRI, Redlands, CA.
Arora, M., Aye, L., Malano, H., and Ngo, T. (2013). “Water-energy-GHG emissions accounting for urban water supply: A case study on an urban redevelopment in Melbourne.” Water Util. J., 6, 9–18.
AWWA (American Water Works Association). (2000). “Commercial and institutional end uses of water.” Washington, DC.
Bagley, D., Andrews, R., Adams, B., and Karney, B. (2005). “Development of sustainable water systems for urban areas: A human hydrologic cycle approach.” 33rd Annual Conf. of the Canadian Society for Civil Engineering, Canadian Society for Civil Engineers, Toronto.
Barlas, Y. (1996). “Formal aspects of model validity and validation in system dynamics.” Syst. Dyn. Rev., 12(3), 183–210.
BC Hydro. (2015). “BC Hydro’s system.” ⟨http://www.bchydro.com/energy-in-bc/our_system.html⟩ (Jun. 6, 2015).
Boot, T., and Parchomchuk, J. (2009). “Xeriscape design concepts for large lots: Solutions to the challenges of landscaping on the West Bench.” Penticton, BC, Canada.
Cabrera, E., Asce, M., Pardo, M. A., Cobacho, R., and Cabrera, E. Jr. (2010). “Energy audit of water networks.” Water Resour. Plann. Manage., 669–677.
Cabrera, E., Soriano, J., and Espert, V. (2015). “Energy assessment of pressurized water systems.” Water Resour. Plann. Manage., .
Canadian Electricity Association. (2006). “Power generation in Canada.” Ottawa.
Chhipi-Shrestha, G., Hewage, K., and Sadiq, R. (2015). “System dynamics modelling for an urban water system: Net-zero water analysis for Peachland (BC).” Proc., ICSC15: The Canadian Society for Civil Engineering 5th Int./11th Construction Specialty Conf., Univ. of British Columbia, Vancouver, BC, Canada.
City of Penticton. (2014). “2013 Annual report: Advanced waste water treatment plant.” Penticton, BC, Canada.
City of Penticton. (2015). “Water treatment plant: Annual report 2014.” Penticton, BC, Canada.
Colombo, A. F., Karney, B. W., and Asce, M. (2005). “Impacts of leaks on energy consumption in pumped systems with storage.” Water Resour. Plann. Manage., 146–155.
Dyck, R., Sadiq, R., Rodriguez, M., Simard, S., and Tardif, R. (2014). “A comparison of membership function shapes in a fuzzy-based fugacity model for disinfection byproducts in indoor swimming pools.” Int. J. Syst. Assurance Eng. Manage., 1–13.
ENERGY STAR. (2014a). “ENERGY STAR certified residential clothes washers.” ⟨http://www.energystar.gov/productfinder/product/certified-clothes-washers/results?⟩ (Aug. 9, 2014).
ENERGY STAR. (2014b). “ENERGY STAR certified residential dishwashers.” ⟨http://www.energystar.gov/productfinder/product/certified-residential-dishwashers/results⟩ (Aug. 9, 2014).
ENERGY STAR. (2014c). “ENERGY STAR certified residential dishwashers.”⟨http://www.energystar.gov/productfinder/product/certified-residential-dishwashers/results⟩ (Aug. 9, 2014).
Fagan, J. E., Reuter, M. A., and Langford, K. J. (2010). “Dynamic performance metrics to assess sustainability and cost effectiveness of integrated urban water systems.” Resour. Conserv. Recycl., 54(10), 719–736.
Fagiolo, G., Windrum, P., and Moneta, A. (2006). “Empirical validation of agent-based models: A critical survey (No. 2006/14).” Economic Policy, Pisa, Italy.
Fontana, N., Giugni, M., and Portolano, D. (2012). “Losses reduction and energy production in water-distribution networks.” Water Resour. Plann. Manage., 237–244.
Forrester, J. W. (1961). Industrial dynamics, MIT Press, Cambridge, MA.
Forrester, J. W. (1968). Principles of system dynamics, Productivity Press, Cambridge, MA.
Friedrich, E. (2002). “Life-cycle assessment as an environmental management tool in the production of potable water.” Water Sci. Technol., 46(9), 29–36.
Fulton, J., and Cooley, H. (2015). “The water footprint of California’s energy system, 1990–2012.” Environ. Sci. Technol., 49(6), 3314–3321.
Gebetsroither-Geringer, E. (2014). “Multimethod modeling and simulation supporting.” Understanding complex urban systems: Multidisciplinary approaches to modeling, C. Walloth, J. M. Gurr, and J. A. Schmidt, eds., Springer, Berlin.
Giustolisi, O., Berardi, L., Laucelli, D., Savic, D., Asce, A. M., and Kapelan, Z. (2016). “Operational and tactical management of water and energy resources in pressurized systems: Competition at WDSA 2014.” Water Resour. Plann. Manage., .
Gleick, P. H., et al. (2003). Waste not, want not: The potential for urban water conservation in California, Pacific Institute, Oakland, CA.
Graaff, M. S. De, and Klaversma, E. (2012). “Energy in the watercycle; Two case studies.” World Congress on Water, Climate and Energy, International Water Associates, Dublin, Republic of Ireland.
Hammonds, J. S., Hoffman, F. O., and Bartell, S. M. (1994). “An introductory guide to uncertainty analysis in environmental and health risk assessment.”, Oak Ridge, TN.
Hoekstra, A. Y., Chapagain, A. K., Aldaya, M. M., and Mekonnen, M. M. (2011). The water footprint assessment manual: Setting the global standard, Earthscan, London.
Iglesias-Rey, P. L., Martínez-Solano, F. J., Meliá, D. M., and Martínez-Solano, P. D. (2016). “Combining engineering judgment and an optimization model to increase hydraulic and energy efficiency in water distribution networks.” Water Resour. Plann. Manage., .
Inman, D., and Jeffrey, P. (2006). “A review of residential water conservation tool performance and influences on implementation effectiveness.” Urban Water J., 3(3), 127–143.
IPCC (Intergovernmental Panel on Climate Change). (2006). “Wastewater treatment and discharge.” 2006 IPCC guidelines for national greenhouse gas inventories, Institute for Global Environmental Strategies (IGES), Kanagawa, Japan.
IPCC (Intergovernmental Panel on Climate Change). (2014). Climate change 2014 impacts, adaptation, and vulnerability. Part A: Global and sectoral aspects working group ii contribution to the fifth assessment report of the intergovernmental panel on climate change, C. B. Field, et al., eds., Cambridge University Press, Cambridge, U.K.
ISEE Systems. (2016). “Products: Stella.” ⟨http://www.iseesystems.com/store/products/⟩ (Oct. 20, 2016).
Karamouz, M., Goharian, E., and Nazif, S. (2012). “Development of a reliability based dynamic model of urban water supply system: A case study.” World Environmental and Water Resources Congress 2012: Crossing Boundaries, E. D. Loucks, ed., ASCE, Reston, VA.
Kenway, S. (2013). “The water-energy nexus and urban metabolism–Connections in cities urban water security research alliance.”, Urban Water Security Research Alliance, Brisbane, Australia.
Kenway, S. J., Lant, P. A., Priestley, A., and Daniels, P. (2011). “The connection between water and energy in cities: A review.” Water Sci. Technol., 63(9), 1983–1990.
Kenway, S. J., Priestley, A., Cook, S., Seo, S., Inman, M., Gregory, A., and Hall, M. (2008). “Energy use in the provision and consumption of urban water in Australia and New Zealand.” Water Services Association of Australia, CSIRO: Water for a Healthy Country Flagship, Sydney, Australia.
Lallana, C., Krinner, W., Estrela, T., Nixon, S., Leonard, J., and Berland, J. M. (2001). “Sustainable water use in Europe. Part 2: Demand management.”, European Environment Agency, Copenhagen, Denmark.
Maas, B. C. (2009). “Greenhouse gas and energy co-benefits of water conservation.”, Centre for Global Studies, Univ. of Victoria, Victoria, BC, Canada.
Malinowski, P. A., Stillwell, A. S., Wu, J. S., and Schwarz, P. M. (2015). “Energy-water nexus: Potential energy savings and implications for sustainable integrated water management in urban areas from rainwater harvesting and gray-water reuse.” J. Water Resour. Plann. Manage., .
Maurer, N. (2010). “Modelling urban development trends and outdoor residential.” Univ. of British Columbia, Vancouver, BC, Canada.
Meda, A., Lensch, D., Schaum, C., and Cornel, P. (2012). “Energy and water: Relations and recovery.” Water energy interactions in water reuse, V. Lazarova, K. H. Choo, and P. Cornel, eds., IWA Publishing, London.
Menzies, G. F., and Roderick, Y. (2010). “Energy and carbon impact analysis of a solar thermal collector system.” Int. J. Sustainable Eng., 3(1), 9–16.
Ministry of Environment. (2013). “2013: Best practices methodology for quantifying greenhouse gas emissions including guidance for public sector organizations, local governments and community emissions.” British Columbia Ministry of Environment, Victoria, BC, Canada.
Nair, S., George, B., Malano, H. M., Arora, M., and Nawarathna, B. (2014). “Water–energy–greenhouse gas nexus of urban water systems: Review of concepts, state-of-art and methods.” Resour. Conserv. Recycl., 89, 1–10.
Nardo, A. Di, Natale, M. Di, Santonastaso, G. F., Tzatchkov, V. G., and Alcocer-Yamanaka, V. H. (2014). “Water network sectorization based on graph theory and energy performance indices.” Water Resour. Plann. Manage., 620–629.
Nasiri, F., Savage, T., Wang, R., Barawid, N., and Zimmerman, J. B. (2013). “A system dynamics approach for urban water reuse planning: A case study from the Great Lakes region.” Stochastic Environ. Res. Risk Assess., 27(3), 675–691.
Natural Resources Canada. (2014). Energy use data handbook: 1990–2011, Office of Energy Efficiency, Ottawa.
Nawarathna, B., George, B. A., and Malano, H. M. (2009). “Future water supply and demand assessment in peri-urban catchments using system dynamics approach.” Modelling and Simulation Society of Australia and New Zealand and International Association for Mathematics and Computers in Simulation, Cairns, Australia.
Neale, T. L. (2005). “Impacts of climate change and population growth on residential water demand in the Okanagan Basin, British Columbia.” Univ. of British Columbia, Vancouver, BC, Canada.
Okadera, T., Chontanawat, J., and Gheewala, S. H. (2014). “Water footprint for energy production and supply in Thailand.” Energy, 77, 49–56.
PMSEIC. (2010). “Challenges at energy-water-carbon intersections.” Canberra, Australia.
Princen, T. (1999). “Consumption and environment: Some conceptual issues.” Ecol. Econ., 31(3), 347–363.
Qi, C., and Chang, N. B. (2011). “System dynamics modeling for municipal water demand estimation in an urban region under uncertain economic impacts.” J. Environ. Manage., 92(6), 1628–1641.
Reffold, E., Leighton, F., Choudhury, F., and Rayner, P. S. (2008). Greenhouse gas emissions of water supply and demand management options, Environment Agency, Bristol, U.K.
Risch, E., Loubet, P., Núñez, M., and Roux, P. (2014). “How environmentally significant is water consumption during wastewater treatment?: Application of recent developments in LCA to WWT technologies used at 3 contrasted geographical locations.” Water Res., 57, 20–30.
Rothausen, S. G. S. A., and Conway, D. (2011). “Greenhouse-gas emissions from energy use in the water sector.” Nat. Clim. Change, 1(4), 210–219.
Sadiq, R., Rajani, B., and Kleiner, Y. (2004). “Probabilistic risk analysis of corrosion associated failures in cast iron water mains.” Reliab. Eng. Syst. Saf., 86(1), 1–10.
Santana, M. V. E., Zhang, Q., and Mihelcic, J. R. (2014). “Influence of water quality on the embodied energy of drinking water treatment.” Environ. Sci. Technol., 48(5), 3084–3091.
Sehlke, G., and Jacobson, J. (2005). “System dynamics modeling of transboundary systems: The Bear River basin model.” Ground Water, 43(5), 722–730.
Statistics Canada. (2015). “Focus on geography series, 2011 census: Census subdivision of Penticton, CY—British Columbia.” ⟨https://www12.statcan.gc.ca/census-recensement/2011/as-sa/fogs-spg/Facts-csd-eng.cfm?LANG=Eng&GK=CSD&GC=5907041⟩ (Nov. 10, 2015).
Stillwell, A. S. (2015). “Sustainability of public policy: Example from the energy-water nexus.” J. Water Resour. Plann. Manage., .
Tidwell, V. C., Kobos, P. H., Malczynski, L. A., Klise, G., and Castillo, C. R. (2012). “Exploring the water-thermoelectric power nexus.” Water Resour. Plann. Manage., 491–501.
Tong, F., and Dong, Z. C. (2008). “System dynamics based water resources planning: A case study of South Jiangsu Province.” 2008 2nd Int. Conf. on Bioinformatics and Biomedical Engineering, IEEE, New York.
Tuladhar, B., Kitio, V., Goodwin, R., and Dzikus, A. (2014). “Cities.” The United Nations world water development report 2014: Water and energy, Vol. 1, United Nations World Water Assessment Programme, Paris.
USEPA (United States Environmental Protection Agency). (1997). Guiding principles for Monte Carlo analysis, Washington, DC.
USEPA (United States Environmental Protection Agency). (2009). Water Efficiency in the commercial and institutional sector: Considerations for a WaterSense Program, Washington, DC.
Veihe, A., and Quinton, J. (2000). “Sensitivity analysis of EUROSEM using Monte Carlo simulation. I: Hydrological, soil and vegetation parameters.” Hydrol. Processes, 14(5), 915–926.
Veihe, A., Quinton, J., and Poesen, J. (2000). “Sensitivity analysis of EUROSEM using Monte Carlo simulation. II: The effect of rills and rock fragments.” Hydrol. Processes, 14(5), 927–939.
Venkatesh, G., Chan, A., and Brattebø, H. (2014). “Understanding the water-energy-carbon nexus in urban water utilities: Comparison of four city case studies and the relevant influencing factors.” Energy, 75, 153–166.
Wang, L. (2014). “System dynamics model for designing optimal water strategy for Shandong Province of China.” Adv. Mater. Res., 864–867, 2232–2235.
Wang, R. (2013). “Exploring the water-energy nexus in an interconnected, dynamic, and uncertain World.” An Extended Abstract: 14th PhD Colloquium, Int. System Dynamics Conf. (21 July 2013), Univ. at Albany, Albany, NY.
Werker, C., and Brenner, T. (2004). “Empirical calibration of simulation models.” Max Planck Institute for Research into Economic Systems Evolutionary Economics Group, Jena, Germany.
Willuweit, L., and O’Sullivan, J. J. (2013). “A decision support tool for sustainable planning of urban water systems: Presenting the dynamic urban water simulation model.” Water Res., 47(20), 7206–7220.
Zarghami, M., and Akbariyeh, S. (2012). “System dynamics modeling for complex urban water systems: Application to the city of Tabriz, Iran.” Resour. Conserv. Recycl., 60, 99–106.
Zhang, H., Zhang, X., and Zhang, B. (2009a). “System dynamics approach to urban water demand forecasting: A case study of Tianjin.” Trans. Tianjin Univ., 15(1), 70–74.
Zhang, X., Feng, H., Mao, X., Zheng, M., and Wang, R. (2009b). “A dynamic water resources management approach in Beijing using system dynamics model.” 2009 Int. Conf. on Management and Service Science, IEEE, New York.
Zhang, X. H., Zhang, H. W., Chen, B., Chen, G. Q., and Zhao, X. H. (2008). “Water resources planning based on complex system dynamics: A case study of Tianjin city.” Commun. Nonlinear Sci. Numer. Simul., 13(10), 2328–2336.
Zio, E., and Pedroni, N. (2012). “Monte Carlo simulation-based sensitivity analysis of the model of a thermal-hydraulic passive system.” Reliab. Eng. Syst. Saf., 107, 90–106.

Information & Authors

Information

Published In

Go to Journal of Water Resources Planning and Management
Journal of Water Resources Planning and Management
Volume 143Issue 6June 2017

History

Received: May 9, 2016
Accepted: Nov 21, 2016
Published online: Feb 21, 2017
Published in print: Jun 1, 2017
Discussion open until: Jul 21, 2017

Permissions

Request permissions for this article.

Authors

Affiliations

Gyan Chhipi-Shrestha [email protected]
School of Engineering, Univ. of British Columbia, Okanagan Campus (UBC-O), 3333 University Way, Kelowna, BC, Canada V1V 1V7 (corresponding author). E-mail: [email protected]
Kasun Hewage [email protected]
School of Engineering, UBC-O, 3333 University Way, Kelowna, BC, Canada V1V 1V7. E-mail: [email protected]
Rehan Sadiq [email protected]
School of Engineering, UBC-O, 3333 University Way, Kelowna, BC, Canada V1V 1V7. E-mail: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

Cited by

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share