Technical Papers
Nov 26, 2018

Multiobjective Optimal Siting of Algal Biofuel Production with Municipal Wastewater Treatment in Watersheds with Nutrient Trading Markets

Publication: Journal of Water Resources Planning and Management
Volume 145, Issue 2

Abstract

Using municipal wastewater effluent as a feedstock in algae cultivation is a promising approach for increasing the commercial viability of algal biofuel production. However, differences in site-specific characteristics at municipal wastewater treatment plants (WWTPs) could drive tradeoffs between maximizing the profitability of algae production and minimizing the cost of meeting water quality standards. A complicating factor is how water quality regulations are enforced, namely the potential presence of nutrient trading markets that would monetize removal of nutrients from wastewater effluent. This study develops an analytical framework for optimizing the siting of an algal biofuel production facility within a network of WWTPs. A combined life cycle assessment (LCA) and techno-economic analysis (TEA) model of an algal biofuel production facility is integrated with a simplified watershed model. An evolutionary algorithm is used to identify optimal sites for algal biofuel production and explore financial tradeoffs for algae biofuel producers and wastewater treatment plants. This analytical framework is then applied to a high-priority, impaired watershed in North Carolina, the Neuse River Basin.

Get full access to this article

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

Data Availability Statement

The code used for solving both market and nonmarket scenarios is available online at https://github.com/romulus97/Biofuels/tree/master/NSGA2.

Acknowledgments

This work was supported by the US Department of Energy (Grant No. DE-EE0005993/000) and the National Science Foundation’s Sustainable Energy Pathways program (Award No. SEP-1230710).

References

American Rivers. 2017. “Neuse: River of peace.” Accessed August 6, 2017. https://www.americanrivers.org/river/neuse-river/.
Beal, C., L. Gerber, D. Sills, M. Huntley, S. Machesky, M. Walsh, and C. Greene. 2015. “Algal biofuel production for fuels and feed in a 100-ha facility: A comprehensive techno-economic analysis and life cycle assessment.” Algal Res. 10 (Jul): 266–279. https://doi.org/10.1016/j.algal.2015.04.017.
Behrendt, H., and D. Opitz. 2000. “Retention of nutrients in river systems: Dependence on specific runoff and hydraulic load.” Hydrobiologica 410: 111–122. https://doi.org/10.1023/A:1003735225869.
Branke, J., K. Deb, K. Miettinen, and R. Slowinski. 2008. Multiobjective optimization: Interactive and evolutionary approaches. Edited by J. Branke, K. Deb, K. Miettinen, and R. Slowinski. Berlin: Springer.
Cai, T., S. Park, and Y. Li. 2013. “Nutrient recovery from wastewater streams by microalgae: Status and prospects.” Renewable Sustainable Energy Rev. 19 (Mar): 360–369. https://doi.org/10.1016/j.rser.2012.11.030.
Cheah, W., T. Ling, P. Show, J. Juan, J. Chang, and D. Lee. 2016. “Cultivation in wastewaters for energy: A microalgae platform.” Appl. Energy 179 (Oct): 609–625. https://doi.org/10.1016/j.apenergy.2016.07.015.
Chisti, Y. 2007. “Biodiesel from microalgae.” Biotechnol. Adv. 25 (3): 294–306. https://doi.org/10.1016/j.biotechadv.2007.02.001.
Cho, S., T. T. Luong, D. Lee, Y.-K. Oh, and T. Lee. 2011. “Reuse of effluent water from a municipal wastewater treatment plant in microalgae cultivation for biofuel production.” Bioresour. Technol. 102 (18): 8639–8645. https://doi.org/10.1016/j.biortech.2011.03.037.
Chowdhury, R., S. Viamajala, and R. Gerlach. 2011. “Reduction of environmental and energy footprint of microalgal biodiesel production through material and energy integration.” Bioresour. Technol. 108 (Mar): 102–111. https://doi.org/10.1016/j.biortech.2011.12.099.
Clarens, A., E. Resurreccion, M. White, and L. Colosi. 2010. “Environmental life cycle comparison of algae to other bioenergy feedstocks.” Environ. Sci. Technol. 44 (5): 1813–1819. https://doi.org/10.1021/es902838n.
Davis, R., C. Kinchin, J. Markham, E. Tan, L. Laurens, D. Sexton, and J. Lukas. 2014. Process design and economics for the conversion of algal biomass to biofuels: Algal biomass fractionation to lipid and carbohydrate-derived fuel products. Golden, CO: National Renewable Energy Laboratory.
Davis, R., J. Markham, C. Kinchin, N. Grundl, E. Tan, and D. Humbird. 2016. Process design and economics for the production of algal biomass: Algal biomass production in open pond systems and processing through dewatering for downstream conversion. Golden, CO: National Renewable Energy Laboratory.
Deb, K., A. Pratap, S. Agarwal, and T. Meyarivan. 2002. “A fast elitist multi-objective genetic algorithm: NSGA-II.” IEEE Trans. Evol. Comput. 6 (2): 182–197. https://doi.org/10.1109/4235.996017.
de Moraes, M., X. Cai, C. Ringler, B. Albuquerque, S. da Rocha, and A. Amorim. 2010. “Joint water quantity-quality management in a biofuel production area—Integrated economic-hydrologic modeling analysis.” J. Water Resour. Plann. Manage. 136 (4): 502–511. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000049.
Doyle, M., L. Patterson, Y. Chen, K. Schnier, and A. Yates. 2014. “Optimizing the scale of markets for water quality trading.” Water Resour. Res. 50 (9): 7231–7244. https://doi.org/10.1002/2014WR015395.
Fargione, J., J. Hill, D. Tilman, S. Polasky, and P. Hawthorne. 2008. “Land clearing and the biofuel carbon debt.” Science 319 (5867): 1235–1238.
Frank, E., J. Han, I. Palou-Rivera, A. Elgowainy, and M. Wang. 2011. Life-cycle analysis of algal lipid fuels with the GREET model (RPRT). Lemont, IL: Argonne National Laboratory.
Gerber, L., J. Tester, C. Beal, M. Huntley, and D. Sills. 2016. “Target cultivation and financing parameters for sustainable production of fuel and feed from microalgae.” Environ. Sci. Technol. 50 (7): 3333–3341. https://doi.org/10.1021/acs.est.5b05381.
Hise, A. M., G. W. Characklis, J. Kern, R. Gerlach, S. Viamajala, R. D. Gardner, and A. Vadlamani. 2016. “Evaluating the relative impacts of operational and financial factors on the competitiveness of an algal biofuel production facility.” Bioresour. Technol. 220 (Nov): 271–281. https://doi.org/10.1016/j.biortech.2016.08.050.
IndexMundi. 2018. “Soybean meal.” Accessed May 5, 2018. http://www.indexmundi.com/commodities/.
Jones, A. 2016. “Agricultural chemical companies: Crop and fertilizer price impact [ICOMM].” Accessed July 18, 2017. http://marketrealist.com/2016/06/chart-key-fertilizer-stocks/.
Jones, S., Y. Zhu, D. Anderson, D. Elliott, A. Schmidt, K. Albrecht, and C. Kinchin. 2014. Process design and economics for conversion of algal biomass to hydrocarbons: Whole algae hydrothermal liquefaction and upgrading (RPRT). Richland, WA: Pacific Northwest National Laboratory.
Kern, J. 2018. “Biofuels.” Accessed October 12, 2018. https://www.github.com/romulus97/Biofuels/core_model.
Kern, J. D., A. M. Hise, G. W. Characklis, R. Gerlach, S. Viamajala, and R. D. Gardner. 2017. “Using life cycle assessment and techno-economic analysis in a real options framework to inform the design of algal biofuel production facilities.” Bioresour. Technol. 225 (Feb): 418–428. https://doi.org/10.1016/j.biortech.2016.11.116.
Konak, A., D. Coit, and A. Smith. 2006. “Multi-objective optimization using genetic algorithms: A tutorial.” Reliab. Eng. Syst. Saf. 91 (9): 992–1007. https://doi.org/10.1016/j.ress.2005.11.018.
Lundquist, T., I. Woertz, N. Quinn, and J. Benemann. 2010. A realistic technology and engineering assessment of algae biofuel production. Berkeley, CA: Energy Biosciences Institute.
McLawhorn, D. 2016. “Neuse River Compliance Association 2016 annual report.” Accessed July 18, 2017. https://lnba.net/system/files/2016NRCAAnnualReport33017.pdf.
Mulholland, P. J. 2004. “The importance of in-stream uptake for regulating stream concentrations and outputs of N and P from a forested watershed: Evidence from long-term chemistry records for Walker Branch Watershed.” Biogeochemistry 70 (3): 403–426. https://doi.org/10.1007/s10533-004-0364-y.
Ng, T., J. Eheart, X. Cai, and J. Braden. 2014. “Agronomic and stream nitrate load responses to incentives for bioenergy crop cultivation and reductions of carbon emissions and fertilizer use.” J. Water Resour. Plann. Manage. 140 (1): 112–120. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000320.
Nutrient Reduction Technology Cost Task Force. 2002. Nutrient reduction technology cost estimations for point sources in the Chesapeake bay watershed. Annapolis, MD: Chesapeake Bay Program.
Pittman, J., A. Dean, and O. Osundeko. 2011. “The potential of sustainable algal biofuel production using wastewater resources.” Bioresour. Technol. 102 (1): 17–25. https://doi.org/10.1016/j.biortech.2010.06.035.
Quinn, J., and R. Davis. 2014. “The potentials and challenges of algae based biofuels: A review of the techno-economic, life cycle, and resource assessment modeling.” Bioresour. Technol. 184 (May): 444–452. https://doi.org/10.1016/j.biortech.2014.10.075.
Stephens, E., I. Ross, Z. King, J. Mussgnug, O. Kruse, C. Posten, and B. Hankamer. 2010. “An economic and technical evaluation of microalgal biofuels.” Nat. Biotechnol. 28 (2): 126–128. https://doi.org/10.1038/nbt0210-126.
US Department of Agriculture. 2016. USDA national agricultural statistics service surveys. Accessed August 22, 2017. https://www.nass.usda.gov/Surveys/Guide_to_NASS_Surveys/Cash_Rents_by_County/.
US Department of Agriculture, N. R. C. S. 2018. “Environmental feature markets: Stoking demand for nutrient credits in Virginia: Good news for farmers and for the Chesapeake Bay.” Accessed May 1, 2018. https://www.nrcs.usda.gov/wps/portal/nrcs/detail/national/technical/emkts/?cid=nrcseprd354814.
US Department of Energy. 2016. “Alternative fuels data center.” Accessed October 20, 2016. http://www.afdc.energy.gov/fuels/prices.html.
USEPA (US Environmental Protection Agency). 2007. “NPDES watershed-based permitting case studies: Neuse River watershed, North Carolina.” Accessed July 18, 2017. https://www.epa.gov/sites/production/files/2015-09/documents/wq_casestudy_factsht11.pdf.
USEPA (US Environmental Protection Agency). 2011. “Waters assessed as impaired due to nutrient-related causes.” Accessed August 10, 2017. https://www.epa.gov/nutrient-policy-data/waters-assessed-impaired-due-nutrient-related-causes.
USEPA (US Environmental Protection Agency). 2015. A compilation of cost data associated with the impacts and control of nutrient pollution. Washington, DC: USEPA.
USEPA (US Environmental Protection Agency). 2018. “Frequently asked questions about water quality trading.” Accessed May 1, 2018. https://www.epa.gov/npdes/frequently-asked-questions-about-water-quality-trading.
Willamette Partnership. 2012. In it together: A how-to reference for building point-nonpoint water quality trading programs (Part 1 of 3). Hillsboro, OR: Willamette Partnership.
Williams, M., C. Hopkinson, E. Rastetter, and J. Vallino. 2004. “N budgets and aquatic uptake in the Ipswich River basin, northeastern Massachusetts.” Water Resour. Res. 40 (11): W11201. https://doi.org/10.1029/2004WR003172.
Woertz, I., A. Feffer, T. Lundquist, and Y. Nelson. 2009. “Algae grown on dairy and municipal wastewater for simultaneous nutrient removal and lipid production for biofuel feedstock.” J. Environ. Eng. 135 (11): 1115–1122. https://doi.org/10.1061/(ASCE)EE.1943-7870.0000129.

Information & Authors

Information

Published In

Go to Journal of Water Resources Planning and Management
Journal of Water Resources Planning and Management
Volume 145Issue 2February 2019

History

Received: Oct 29, 2017
Accepted: Jul 5, 2018
Published online: Nov 26, 2018
Published in print: Feb 1, 2019
Discussion open until: Apr 26, 2019

Permissions

Request permissions for this article.

Authors

Affiliations

Assistant Professor, Dept. of Forestry and Environmental Resources, North Carolina State Univ., Campus Box 8008, Raleigh, NC 27695-8008 (corresponding author). ORCID: https://orcid.org/0000-0002-1999-0628. Email: [email protected]
David E. Gorelick
Ph.D. Student, Dept. of Environmental Science and Engineering, Univ. of North Carolina, Chapel Hill, NC 27599; Center on Financial Risk in Environmental Systems, Univ. of North Carolina, Chapel Hill, NC 27599.
Gregory W. Characklis, Ph.D., A.M.ASCE
Professor, Institute for the Environment, Univ. of North Carolina at Chapel Hill, 100 Europa Dr., Suite 490, Chapel Hill, NC 27517; Director, Center on Financial Risk in Environmental Systems, Univ. of North Carolina, Chapel Hill, NC 27599.
Caroline M. Macklin
Pfizer, Inc., 4300 Oak Park Rd., Sanford, NC 27330.

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