Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Dynamic Linking of Upstream Energy and Freight Demands for Bio and Fossil Energy Pathways in the Global Change Analysis Model

Journal Article · · Applied Energy

Comprehensive study of the environmental impacts associated with demand for an energy resource or carrier in any one sector requires a full consideration of the direct and indirect impacts on the rest of the regional and global energy system. It is important to consider the energy that is consumed in producing primary energy resources and energy consumed in transporting these energy resources internationally and domestically in order to produce a complete picture of these impacts. Biofuels are especially complex since they have feedbacks not just to the energy system but also to regional and global crop markets. Different modeling and analysis strategies have been applied to consider these impacts, which occur “upstream” of final energy consumption, with some success. Traditional life cycle models allow for rich technological detail in linking upstream impacts of energy demand with downstream final consumption; however, they cannot by themselves represent dynamic economic feedbacks across multiple sectors and regions over time. Computable general equilibrium (CGE) modeling does account for economic feedback among all sectors and regions; however, CGE modeling does not lend itself to physical representation of technological detail. Partial equilibrium (PE) modeling is a heterogeneous category describing economic models that focus on a subset of the economy, and they differ in coverage and ease in incorporating more sectors and economic links. In this study, we present a strategy for dynamically including the direct and indirect impacts of energy demand with physical and technology detail by explicitly adding these upstream energy and transportation links to GCAM, a PE model of global energy, land use, and emissions. We incorporate the following inter-sectoral linkages: energy inputs to crop production, energy inputs to fossil resource production, and freight transport requirements of energy and agricultural commodities. We assess the implications of explicitly including these links by measuring the global impacts of increased corn ethanol demand in the United States with and without these links included. Although the net global impact of the upstream links on energy and emissions are relatively modest in the scenarios we studied, the inclusion of these links illustrates interesting trade-offs in energy and transportation demand among fossil fuel and agriculture sectors. These sectoral interactions suggest that this level of modeling detail could be important in evaluating future analytical questions.

Research Organization:
Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE
DOE Contract Number:
AC05-76RL01830
OSTI ID:
1814710
Report Number(s):
PNNL-SA-161004
Journal Information:
Applied Energy, Vol. 302
Country of Publication:
United States
Language:
English

References (43)

EROI of different fuels and the implications for society journal January 2014
Order from Chaos: A Preliminary Protocol for Determining the EROI of Fuels journal October 2011
What is the Minimum EROI that a Sustainable Society Must Have? journal January 2009
Estimation of global final-stage energy-return-on-investment for fossil fuels with comparison to renewable energy sources journal July 2019
A Preliminary Investigation of Energy Return on Energy Investment for Global Oil and Gas Production journal July 2009
Standard, Point of Use, and Extended Energy Return on Energy Invested (EROI) from Comprehensive Material Requirements of Present Global Wind, Solar, and Hydro Power Technologies journal June 2020
Integrated life-cycle assessment of electricity-supply scenarios confirms global environmental benefit of low-carbon technologies journal October 2014
Implications of net energy-return-on-investment for a low-carbon energy transition journal March 2018
Will EROI be the Primary Determinant of Our Economic Future? The View of the Natural Scientist versus the Economist journal December 2017
Ethanol Production Using Corn, Switchgrass, and Wood; Biodiesel Production Using Soybean and Sunflower journal March 2005
Ethanol Can Contribute to Energy and Environmental Goals journal January 2006
Life cycle assessment of various cropping systems utilized for producing biofuels: Bioethanol and biodiesel journal December 2005
Ethanol's Energy Return on Investment:  A Survey of the Literature 1990−Present journal March 2006
Seeking to Understand the Reasons for Different Energy Return on Investment (EROI) Estimates for Biofuels journal December 2011
Net energy analysis must not compare apples and oranges journal January 2019
Life-Cycle Assessment of Energy Use and Greenhouse Gas Emissions of Soybean-Derived Biodiesel and Renewable Fuels journal February 2009
Well-to-wheels energy use and greenhouse gas emissions of ethanol from corn, sugarcane and cellulosic biomass for US use journal December 2012
Life cycle impacts of ethanol production from spruce wood chips under high-gravity conditions journal March 2016
Effect of solids loading on ethanol production: Experimental, economic and environmental analysis journal November 2017
Life-cycle assessment-based comparison of different lignocellulosic ethanol production routes journal October 2019
Using Attributional Life Cycle Assessment to Estimate Climate-Change Mitigation Benefits Misleads Policy Makers: Attributional LCA Can Mislead Policy Makers journal November 2013
Life cycle energy and greenhouse gas emission effects of biodiesel in the United States with induced land use change impacts journal March 2018
Land-use change and greenhouse gas emissions from corn and cellulosic ethanol journal January 2013
Effects of US Maize Ethanol on Global Land Use and Greenhouse Gas Emissions: Estimating Market-mediated Responses journal March 2010
The impact of considering land intensification and updated data on biofuels land use change and emissions estimates journal July 2017
Improving the way land use change is handled in economic models journal January 2020
Trading more food: Implications for land use, greenhouse gas emissions, and the food system journal February 2012
RCP4.5: a pathway for stabilization of radiative forcing by 2100 journal July 2011
The SSP4: A world of deepening inequality journal January 2017
Effects of long-term climate change on global building energy expenditures journal May 2018
Cost of power or power of cost: A U.S. modeling perspective journal September 2017
Modelling energy technologies in a competitive market journal April 1993
Economic and Physical Modeling of land use in gcam 3.0 and an Application to Agricultural Productivity, Land, and Terrestrial Carbon journal May 2014
The Critical role of Conversion cost and Comparative Advantage in Modeling Agricultural land use Change journal February 2020
gcamdata: An R Package for Preparation, Synthesis, and Tracking of Input Data for the GCAM Integrated Human-Earth Systems Model journal January 2019
GCAM v5.1: representing the linkages between energy, water, land, climate, and economic systems journal January 2019
Global Agricultural Land Resources – A High Resolution Suitability Evaluation and Its Perspectives until 2100 under Climate Change Conditions journal September 2014
Life-Cycle Assessment of net Greenhouse-Gas flux for Bioenergy Cropping Systems journal April 2007
Greenhouse Gas Emissions from Biofuels’ Indirect Land Use Change Are Uncertain but May Be Much Greater than Previously Estimated journal November 2010
A new scenario framework for climate change research: the concept of shared socioeconomic pathways journal October 2013
Integrated assessment of biomass supply and demand in climate change mitigation scenarios journal January 2019
Large-scale utilization of biomass energy and carbon dioxide capture and storage in the transport and electricity sectors under stringent CO2 concentration limit scenarios journal September 2010
Bioenergy in energy transformation and climate management journal December 2013