Eight Principles of Uncertainty for Life Cycle Assessment of Biofuel Systems

New environmental regulations in the USA and Europe require a reduction of greenhouse gas (GHG) emissions from transportation fuels as a component of climate change mitigation policy. The US Energy Independence and Security Act of 2007 (EISA) requires GHG emission reductions from the life cycles of biofuels compared to gasoline, by 20% for ethanol from maize grain (maizeethanol), 60% for cellulosic ethanol, and 50% for other advanced biofuels. To determine these reductions, the US Environmental Protection Agency (EPA) employs life cycle assessment (LCA) methods which were not used previously in national environmental regulations. These regulations, entitled the “Renewable Fuel Standard 2” (RFS2), build on concurrent state efforts by the California Air Resources Board (CARB) under the Low Carbon Fuel Standard (LCFS). These regulations can affect billions of dollars in financial incentives and market access for the existing biofuel industry and they will determine how new feedstocks for biofuels are developed in the future. Over roughly the last twenty years, LCA has been applied to biofuel production systems for determining GHG emissions and energy efficiency, but these evolving methods have been inconsistent [1–3]. These methods are used to estimate direct emissions from the life cycle from crop production to finished fuels, while also considering upstream emissions such as from fertilizer production. Contrary to these relatively simple analyses, the assessments currently developed under state and federal law are generally far more complex by including global modeling. The use of global models has been encouraged by findings that indirect effects from biofuel production, which are international in scope, lead

[1]  Nassim Nicholas Taleb,et al.  The Black Swan: The Impact of the Highly Improbable , 2007 .

[2]  Braden Allenby,et al.  Industrial Ecology and Sustainable Engineering , 2009 .

[3]  Keith A. Smith,et al.  N 2 O release from agro-biofuel production negates global warming reduction by replacing fossil fuels , 2007 .

[4]  M. Burke,et al.  The Ripple Effect: Biofuels, Food Security, and the Environment , 2007 .

[5]  J. Laherrère International Energy Agency , 2019, Secretary-General's Report to Ministers 2019.

[6]  William Feller,et al.  An Introduction to Probability Theory and Its Applications , 1967 .

[7]  E. Va,et al.  Changes in soil organic carbon under biofuel crops , 2009 .

[8]  R. Plevin Modeling Corn Ethanol and Climate , 2009 .

[9]  Michael Bahn,et al.  Soil Carbon Dynamics - an Integrated Methodology , 2010 .

[10]  Kenneth G Cassman,et al.  Emissions savings in the corn-ethanol life cycle from feeding coproducts to livestock. , 2010, Journal of environmental quality.

[11]  Christina Tonitto,et al.  Modeling denitrification in a tile-drained, corn and soybean agroecosystem of Illinois, USA , 2009 .

[12]  Michael Q. Wang,et al.  Energy and greenhouse gas emission effects of corn and cellulosic ethanol with technology improvements and land use changes , 2011 .

[13]  Jacinto F. Fabiosa,et al.  Sensitivity of Carbon Emission Estimates from Indirect Land-Use Change , 2011 .

[14]  Dennis L. Meadows,et al.  Limits to growth : the 30-year update , 2004 .

[15]  J Villegas,et al.  Life cycle assessment of biofuels: energy and greenhouse gas balances. , 2009, Bioresource technology.

[16]  A. Liska,et al.  Dryland Performance of Sweet Sorghum and Grain Crops for Biofuel in Nebraska , 2010 .

[17]  K. Cassman,et al.  Towards Standardization of Life-Cycle Metrics for Biofuels: Greenhouse Gas Emissions Mitigation and Net Energy Yield , 2008 .

[18]  P. Ciais,et al.  Carbon sequestration due to the abandonment of agriculture in the former USSR since 1990 , 2008 .

[19]  Paul J. Crutzen,et al.  Nitrous oxide’s impact on net greenhouse gas savings from biofuels: life-cycle analysis comparison , 2009 .

[20]  R. Perrin,et al.  Net energy of cellulosic ethanol from switchgrass , 2008, Proceedings of the National Academy of Sciences.

[21]  Jane M. F. Johnson,et al.  Corn Stover to Sustain Soil Organic Carbon Further Constrains Biomass Supply , 2007 .

[22]  K. Paustian,et al.  Energy and Environmental Aspects of Using Corn Stover for Fuel Ethanol , 2003 .

[23]  Margaret K. Mann,et al.  Background and Reflections on the Life Cycle Assessment Harmonization Project , 2012 .

[24]  D. Schindler,et al.  Oil sands mining and reclamation cause massive loss of peatland and stored carbon , 2012, Proceedings of the National Academy of Sciences.

[25]  Mohammad Jamshidi,et al.  System of systems engineering : innovations for the 21st century , 2008 .

[26]  Roman Keeney,et al.  The Indirect Land Use Impacts of United States Biofuel Policies: The Importance of Acreage, Yield, and Bilateral Trade Responses , 2009 .

[27]  Jacinto F. Fabiosa,et al.  Use of U.S. Croplands for Biofuels Increases Greenhouse Gases Through Emissions from Land-Use Change , 2008, Science.

[28]  A. Bondeau,et al.  Indirect land-use changes can overcome carbon savings from biofuels in Brazil , 2010, Proceedings of the National Academy of Sciences.

[29]  R. Perrin,et al.  Indirect land use emissions in the life cycle of biofuels: regulations vs science , 2009 .

[30]  Mark A. Delucchi,et al.  Comment on “Indirect land use change for biofuels: Testing predictions and improving analytical methodologies” by Kim and Dale: statistical reliability and the definition of the indirect land use change (iLUC) issue , 2011 .

[31]  Michael O'Hare,et al.  Greenhouse gas emissions from biofuels' indirect land use change are uncertain but may be much greater than previously estimated. , 2010, Environmental science & technology.

[32]  R. Perrin,et al.  Securing Foreign Oil: A Case for Including Military Operations in the Climate Change Impact of Fuels , 2010 .

[33]  Terje Aven,et al.  Quantitative Risk Assessment: The Scientific Platform , 2011 .

[34]  Steffen Mueller,et al.  2008 National dry mill corn ethanol survey , 2010, Biotechnology Letters.

[35]  Alex M. Andrew,et al.  Uncertainty and Information: Foundations of Generalized Information Theory , 2006 .

[36]  Geoffrey M. Henebry Global change: Carbon in idle croplands , 2009, Nature.

[37]  J. DeCicco Biofuels and carbon management , 2012, Climatic Change.

[38]  Michael Duffy,et al.  Future Transportation Fuel System of Systems , 2008 .

[39]  Adam R. Brandt,et al.  Scraping the bottom of the barrel: greenhouse gas emission consequences of a transition to low-quality and synthetic petroleum resources , 2007 .

[40]  Francesco Cherubini,et al.  Energy- and greenhouse gas-based LCA of biofuel and bioenergy systems: Key issues, ranges and recommendations , 2009 .

[41]  N. H. Ravindranath,et al.  2006 IPCC Guidelines for National Greenhouse Gas Inventories , 2006 .

[42]  M. O'hare,et al.  Accounting for indirect land-use change in the life cycle assessment of biofuel supply chains , 2012, Journal of The Royal Society Interface.

[43]  R. H. Parker,et al.  This time is different: eight centuries of financial folly , 2010 .

[44]  Ayhan Demirbas,et al.  Gasoline, Diesel, and Ethanol Biofuels from Grasses and Plants: Diesel from Biomass Gasification Followed by Fischer–Tropsch Synthesis , 2010 .

[45]  Environmental Systems Renewable Fuel Standard: Potential Economic and Environmental Effects of U.S. Biofuel Policy , 2012 .

[46]  Joyce Smith Cooper,et al.  Parameterization in Life Cycle Assessment inventory data: review of current use and the representation of uncertainty , 2012, The International Journal of Life Cycle Assessment.

[47]  Seungdo Kim,et al.  Allocation procedure in ethanol production system from corn grain i. system expansion , 2002 .

[48]  K. Cassman,et al.  Improvements in Life Cycle Energy Efficiency and Greenhouse Gas Emissions of Corn‐Ethanol , 2009 .

[49]  Roelof Boumans,et al.  Integrated Global Models , 2007 .

[50]  Kimmo Vehkalahti Dealing with Uncertainties: A Guide to Error Analysis, Second Edition by Manfred Drosg , 2010 .

[51]  Timothy G. Gutowski,et al.  Thermodynamics and the Destruction of Resources: Materials Separation and Recycling , 2011 .

[52]  Leo Egghe,et al.  Uncertainty and information: Foundations of generalized information theory , 2007, J. Assoc. Inf. Sci. Technol..

[53]  Response to Plevin , 2009 .

[54]  Comment on “Response to Plevin: Implications for Life Cycle Emissions Regulations” , 2009 .

[55]  Kimberley A Mullins,et al.  Policy implications of uncertainty in modeled life-cycle greenhouse gas emissions of biofuels. , 2011, Environmental science & technology.

[56]  R. Perrin,et al.  Energy and Climate Implications for Agricultural Nutrient Use Efficiency , 2011 .

[57]  Andrew D. Jones,et al.  Supporting Online Material for: Ethanol Can Contribute To Energy and Environmental Goals , 2006 .

[58]  J. I. Mills,et al.  Limits to growth: The 30‐year update , 2006 .

[59]  W. Steffen,et al.  Sustainability or Collapse? An Integrated History and Future of People on Earth , 2006 .

[60]  Heather L MacLean,et al.  Characterizing model uncertainties in the life cycle of lignocellulose-based ethanol fuels. , 2010, Environmental science & technology.