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Biofuel analysis with the GREET model Michael Wang Systems Assessment Group Energy Systems Division Argonne National Laboratory ARPA-E Energy-Smart Farm Workshop Phoenix, AZ, Feb. 14, 2018 1

Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

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Page 1: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

Ins

Biofuel analysis with the GREET model

Michael WangSystems Assessment GroupEnergy Systems DivisionArgonne National Laboratory

ARPA-E Energy-Smart Farm WorkshopPhoenix, AZ, Feb. 14, 2018

1

Page 2: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

2

The GREET® (Greenhouse gases, Regulated Emissions, and Energy use in Transportation) model

GREET 1 model: Fuel-cycle (or well-to-wheels, WTW) modeling of

vehicle/fuel systems

Stochastic Simulation Tool

Carbon Calculator for Land Use Change from Biofuels (CCLUB)

GR

EET 2 model:

Vehicle cycle modeling for vehicles

• Available at www.greet.es.anl.gov• Update and release annually• Supported by three DOE EERE transportation

R&D offices

Page 3: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

GREET includes more than 100 fuel production pathways from various energy feedstock sources

PetroleumConventional crudeShale oilOil Sands

Compressed Natural GasLiquefied Natural GasLiquefied Petroleum GasMethanolDimethyl EtherFischer-Tropsch DieselFischer-Tropsch Jet FuelFischer-Tropsch NaphthaHydrogen

Natural GasNorth AmericanNon-North AmericanShale gas

CoalSurface miningUnderground mining

SoybeansPalmRapeseedJatrophaCamelinaAlgae

GasolineDieselJet FuelLiquefied Petroleum GasNaphthaResidual Oil

HydrogenFischer-Tropsch DieselFischer-Tropsch Jet FuelMethanolDimethyl Ether

BiodieselRenewable DieselRenewable GasolineRenewable Jet Fuel

Sugarcane

Corn

Cellulosic BiomassSwitchgrassWillow/PoplarCrop ResiduesForest ResiduesMiscanthus

Residual OilCoalNatural GasNuclearBiomassOther Renewables

EthanolButanolJet fuel

EthanolJet Fuel

EthanolHydrogenMethanolDimethyl EtherFischer-Tropsch DieselFischer-Tropsch Jet FuelPyro Gasoline/Diesel/Jet

Electricity

Renewable Natural GasLandfill GasAnimal WasteWaste water treatment

3

Coke Oven GasPetroleum CokeNuclear EnergyElectricity from different sources

Hydrogen

Page 4: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

Energy use Total energy: fossil energy and renewable energy

• Fossil energy: petroleum, natural gas, and coal (they are estimated separately)• Renewable energy: biomass, nuclear energy, hydro-power, wind power, and solar

energy

Greenhouse gases (GHGs) CO2, CH4, N2O, black carbon, and albedo CO2e of the five (with their global warming potentials)

Air pollutants VOC, CO, NOx, PM10, PM2.5, and SOx They are estimated separately for

• Total (emissions everywhere)• Urban (a subset of the total)

Water consumption GREET LCA functional units Per service unit (e.g., mile driven, ton-mi) Per unit of output (e.g., million Btu, MJ, gasoline gallon equivalent) Per units of resource (e.g., per ton of biomass)

GREET outputs include energy use, greenhouse gases, criteria pollutants and water consumption for vehicle and energy systems

4

Page 5: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

•5

There are nearly 30,000 registered GREET users globally

Geographically, 71% in North America, 14% in Europe, 9% in Asia

57% in academia and research, 33 % in industries, 8% in governments

Page 6: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

GREET approach and data sources Approach Build a consistent LCA platform with reliable, widely accepted methods/protocols Address emerging LCA issuesMaintain openness and transparency of LCAs by making GREET publicly

available Primarily process-based LCA approach (the so-called attributional LCA); some

features of consequential LCA are incorporated

Data sources Open literature and results from other researchers DOE and other agencies R&D results Fuel producers and technology developers for fuels and automakers for vehicles Simulations with models such as ASPEN Plus for fuel production and ANL

Autonomie and EPA MOVES for vehicle operations Baseline technologies and energy systems: EIA Annual Energy Outlook (AEO)

projections, EPA eGrid for electric systems, etc. Use of real-time data from agricultural fields for each season?

6

Page 7: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

GHG reduction requirements of EPA’s Renewable Fuel Standard (RFS) are on LCA basis

Renewable fuel (D6) – 20% GHG reduction- Plants existing before 2008- Corn ethanol- Corn starch butanol- Sorghum ethanol w/NG process energy

Compliance of fuel with RFS determined by EPA based on lifecycle greenhouse gas emissions

Use of suite of models, including GREET for LCA Land use change (LUC) emissions included for biofuels

7

Advanced biofuels (D5) – 50% GHG reduction

- Sugarcane ethanol- Naphtha and LPG from camelina- Sorghum ethanol w/ bioenergy

Biomass-based diesel (D4) – 50% GHG reduction

- Biodiesel (BD) and renewable diesel (RD) from soy, corn, rapeseed, camelina, algal and waste oils, fats and greases

- BD produced using esterification- RD w/ electricity and NG process energy- BD produced using glycerolysis and

transesterification

Cellulosic biofuels (D3) – 60% GHG reduction- Cellulosic diesel or ethanol from switchgrass,

miscanthus, energy cane, giant reed and napiergrass

- Fuels from crop residue, forest material, secondary cover crops on existing crop land, cellulose from food and yard waste

- Thermochemical pyrolysis, thermochemical gasification, biochemical direct fermentation, biochemical fermentation w/ catalytic upgrading w/ biomass process energy

Page 8: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

California Low-Carbon Fuel Standard (LCFS) promotes low-carbon, liquid fuels

8

Adopted in 2009 by the State of California To reduce California’s transportation fuel carbon intensity (CI) by

10% in 2020 relative to 2010 Gasoline Diesel Alternative fuels Electricity and hydrogen

GHG emissions for various fuels are determined on LCA basis Carbon intensity (CI), in grams of GHGs (CO2, CH4, and N2O), is the measure

of GHG emissions associated with producing and consuming a fuel GREET was adapted to CA-GREET to decide fuel’s LCA GHG intensity (or well-

to-wheels CI) LCFS has been the most successful program so far; CARB is now

deciding LCFS requirement for after 2020

Page 9: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

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LCFS certified carbon intensities of fuel pathways

Page 10: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

US biofuel volumes under the RFS program

10

0

2,000

4,000

6,000

8,000

10,000

12,000

14,000

16,000

18,000

20,000

2010 2011 2012 2013 2014 2015 2016 2017

M g

al/Y

r

Cell. biofuel (D3) Adv. Biofuel (D5) Biomass-based diesel (D4) Rew. Fuel (D6)

From Bob Lane of Jacobsen

Page 11: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

California LCFS has increased alternative fuels significantly

11

0200400600800

1,0001,2001,4001,6001,8002,000

2011 2012 2013 2014 2015 2016

Mill

on G

allo

n Eq

uiva

lent

s (G

GE)

Ethanol Biodiesel Renewable Diesel Fossil Natural Gas Biomethane Electricity

Ethanol LCFS credits LCFS: $90-100/ton CO2 (imputed from LCFS trading) CA economy-wide carbon market: $13-15/ton CO2 With $100/ton LCFS CO2 price; a gallon of ethanol has LCFS credit:

EtOH CI: gCO2e/MJ LCFS value: $/gal EtOH

70 (corn EtOH) $0.45

50 (corn EtOH) $0.81

30 (sugarcane EtOH) $1.1710 (Cell EtOH) $1.53

Page 12: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

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GREET system boundary for biofuel LCA: direct activities and indirect effects are included

Page 13: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

Fertilizer use in U.S. corn farming has reduced significantly in the past 40 years

13

This is US annual statistics. Measured data at farm level will help biofuel LCA move to finer resolution.

Page 14: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

GREET life-cycle GHG emissions of selected biofuels: feedstock is the main driver

14

9557

328 11 -4

-150

-100

-50

0

50

100

150

With LUC Without LUC With LUC With LUC With LUC

Gasoline Corn ethanol Sugarcaneethanol

Corn stoverethanol

Switchgrassethanol

Miscanthusethanol

WTW

GH

G e

mis

sion

s, g

CO

2e/M

JWTP Biogenic CO₂ in Fuel PTW LUC WTW

LUC: Land use change

Page 15: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

Emission breakout for two ethanol types

15

Corn Ethanol

Corn Stover Ethanol

Page 16: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

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Production of bioenergy feedstocks can cause land-use change and/or land management change

Forest, grassland, cropland, cropland-pasture CroplandLand types

Land Use Change Land Management Change

Land Management

Feedstock Options

Conventional, reduced and no Till Cover crop, manure application

Corn grain

Corn stoverPoplarMiscanthusSwitchgrassSoy Willow

Page 17: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

Summary GREET has become a standard LCA tool to examine energy and environmental

footprints of energy systems GREET has been used by EPA and CARB to develop RFS and LCFS

regulations; it is now a compliance tool for LCFS GREET biofuel LCA includes all activities for biomass growth: Farming energy input Fertilizer production and use Farming management practices

Next generation GREET could benefit from real-time data In field sensors: account for productivity and management practices with

higher resolution than survey data Local resolution of soil carbon storage and albedo: enhance and verify

results from predictive models In-field monitoring allows demonstration of continuous improvements Identity opportunities to connect stakeholders along biofuel supply chain

allowing to incentivize sustainable practices

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Page 18: Biofuel analysis with the GREET model - ARPA-E. Wang_GREET biofuel... · 2015. 2016. Millon Gallon Equivalents (GGE) Ethanol. Biodiesel. Renewable Diesel. Fossil Natural Gas. Biomethane

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Please visithttp://greet.es.anl.gov for:

• GREET models• GREET documents • LCA publications

• GREET-based tools and calculators