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The Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

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Page 1: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

The Future of Drop-In Fuels

Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo

University of California, Berkeley

December 19th, 2016

Page 2: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Project Team Arpad Horvath, PI

Professor Department of Civil and Environmental Engineering

University of California, Berkeley

Corinne Scown Research Scientist

Energy Technologies Area Lawrence Berkeley National Laboratory

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Michael Taptich Graduate Student Researcher

Department of Civil and Environmental Engineering University of California, Berkeley

Kate Piscopo

Graduate Student Researcher Department of Civil and Environmental Engineering

University of California, Berkeley

Page 3: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Project Objectives 1) Review the literature to gather existing information related to

renewable drop-in fuels. » Establish if data are available for life-cycle assessments of various technology

pathways and their related costs and environmental impacts.

2) Analyze technology, feasibility, costs, and environmental impacts at both demonstration and commercial scale.

» Estimate where facilities could potentially be located in order to maximize production while minimizing environmental impacts.

3) Identify additional areas of research to facilitate the growing need for data related to technological advancement, costs, and environmental impacts.

4) Identify barriers to the success of these technologies, and where applicable, strategies to overcome these barriers.

5) Develop a strategy to monitor and track progress of these technologies, as well as supplies and costs.

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Page 4: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

TASK 1: REVIEW OF LITERATURE AND ONGOING LABORATORY RESEARCH

The Future of Drop-In Fuels

Page 5: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Petroleum & Alternative Fuel Use in California

5 2014, Higher Heating Value, Source: EIA 2014

Page 6: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Review: Fuels of Interest

Diesel (size ~ C12-20) » 75% saturated hydrocarbons – paraffins, etc. » 25% aromatic hydrocarbons

Gasoline (size ~ C4-12) » 55% paraffins » 25% aromatic hydrocarbons » 10% each of cycloparaffins & olefins

Jet fuel (Jet A or Jet A-1) (size ~ C8-16) » 80% saturated hydrocarbons – paraffins, etc. » 20% aromatic hydrocarbons

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Page 7: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

General Findings on Drop-in Fuels

Two types of drop-in fuels: » Bio-based crude that can be processed alongside

conventional crude in a petroleum refinery (preferred) » Finished product that is compatible with existing infrastructure

and engines The term “drop-in” is used liberally, even when fuel can

only be blended at limited fraction Just because a process results in hydrocarbons doesn’t

mean it is a 1:1 replacement for a fuel Some fuels may be drop-in if supplemented with the

necessary additives Challenge: new fuels are typically produced at volumes

too small (mL) for required properties and engine testing 7

Page 8: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

What is Drop-In Diesel?

Fuel production researchers tend to focus on C number

Important characteristics: » Cetane number » Energy content » Density » Lubricity » Cold-flow properties » Sulfur content » Stability

Need fuel testing to confirm whether fuel is potentially “drop-in”

8 Source: Chevron http://www.chevronwithtechron.ca/products/documents/Diesel_Fuel_Tech_Review.pdf

Page 9: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

What is Drop-In Gasoline?

Fuel production researchers focus on C number

Important characteristics: » Octane number » Stability » Energy content » Density » Sulfur content » Vapor pressure

9 Source: Chevron http://www.chevronwithtechron.ca/products/documents/69083_MotorGas_Tech_Review.pdf

Page 10: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Variation in Feedstock Composition

C6 polysaccharides

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C5 polysaccharides Polyaromatic Polysaccharide-to-lignin ratio generally higher for herbaceous biomass

Page 11: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Importance of Composition

Ratio of polysaccharides to lignin should play into pathway choice for feedstocks

Old industry saying: “You can make anything from lignin except money”

Majority of synthetic vanillin used to be made from lignin (black liquor), but market share has fallen

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Short-term: Harsh processes convert at least some lignin to useable fuel

Long-term: Targeted breaking of bonds via biological or catalytic routes offers more flexibility, better yields

Dauenhauer video of lignin pyrolysis: https://www.youtube.com/watch?v=E1pq2lg-lkI

Page 12: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Overview of Pathway Types

Biological: Pathways that begin with sugars, sourced from either sugar, starch, or biomass feedstocks, and utilize host microbes to produce final fuels.

Hybrid biological/chemical: Pathways that begin with sugars, sourced from either sugar, starch, or biomass feedstocks, and utilize host microbes to produce fuel precursors that are converted through catalytic processes to final fuel products.

Chemical: Pathways that begin with sugars, sourced from either sugar, starch, or biomass feedstocks, or lipids, and utilize purely chemical routes to producing fuels. Furan pathways that convert five-carbon sugars to furfural, and ultimately to fuels are an example, as are renewable diesel pathways.

Thermochemical: Pathways that use high-temperature processes such as pyrolysis or gasification to produce fuel mixtures.

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Page 13: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

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or no additives

More options for diesel

Biological pathways are useful jumping-off point

Page 14: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Focus on Thermochemical Pathways

Although yields and blending limits may vary, thermochemical pathways are generally closer to commercialization

Biological and hybrid biological-catalytic routes offer more precision/control and may be a better long-term solution

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Page 15: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Pathway: Pyrolysis

Fast pyrolysis of biomass to bio-oil » Rapid heating of biomass in the absence of oxygen

to temperatures of 400 - 600°C to thermally decompose the biomass

» Products include light gaseous hydrocarbons, solid char, and a mixture of oxygenated hydrocarbons referred to as pyrolysis oil, or bio-oil.

Hydrotreating the bio-oil to drop-in gasoline and diesel

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Page 16: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

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Pyrolysis

Data source: PNNL (2013)

Page 17: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Pathway: Gasification/F-T

Relatively mature process, but less so for biomass applications

Gasification of biomass to CO and H2 » Occurs in presence of oxygen and higher

temperatures than pyrolysis: 800°C Water-gas shift reaction used to adjust H2:CO

ratio to optimal point for F-T reaction (2.1:1 ) F-T reaction grows diesel chains:

» CO + 2.1H2 → --(CH2)-- + H2O 17

Page 18: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

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Gasification/Fischer-Tropsch

Page 19: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Pathway: Gasification/MTG

Also relatively mature process, demonstrated at commercial scale in New Zealand, several plants under construction in U.S.

Scrubbed syngas enters steam reforming step, (800 - 900°C), adjusts H2:CO ratio to 2:1

Methanol synthesis reactor Methanol partially dehydrated to dimethyl ether

(DME), then DME converted to olefins, and then aromatics and paraffins

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Page 20: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Gasification/MTG

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Page 21: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

TASK 3: SCALE-UP SCENARIO METHODS

The Future of Drop-In Fuels

Page 22: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Scale-Up Scenario Objectives & Constraints

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Page 23: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Components of the California Drop-In (CAdi) Fuel Logistics Model

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Page 24: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

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Distribution of CA

Biomass

• Forest residues: 44% of CA total biomass

• Forest residues & primary mill wastes concentrated in NCM

• Crop residues in the CV region

• Urban wood & secondary mill wastes in the CCS

• Herbaceous: 26%, Woody biomass: 74% of total

Page 25: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Potential Biorefinery Locations

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Red: new development for drop-in fuels Black: petroleum refinery Orange: biodiesel refinery Green: ethanol refinery

Page 26: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Bulk Fuel Terminals & Fuel Demand Service Areas

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• Terminal: storage facility used primarily for petroleum products with total bulk storage capacity >= 50,000 barrels

• In absence of storage capacity data, terminal storage based on county-level retail fuel sales, allocated to tracts based on population, reallocated to terminals based on minimum travel distances by truck.

Page 27: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

TASK 2: LIFE-CYCLE COST AND ENVIRONMENTAL ASSESSMENT DATA GAP ANALYSIS

The Future of Drop-In Fuels

Page 28: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Pathway Yields

28 Values rounded to two significant figures, MT = metric ton, GGE = gallon of gasoline equivalent

Page 29: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Energy Demand by Pathway

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Values rounded to 2 significant digits, GGE = gallon of gasoline equivalent, NG = natural gas, off-gases = noncondensable light hydrocarbons emitted from unit processes

Page 30: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Nth Plant Assumptions

30 *MACRS = Modified Accelerated Cost Recovery System

Page 31: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Cost Assessment Summary

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Based on 2000 metric tons/day plant size Notable inconsistencies in literature:

» Construction period: Pyrolysis and the FT pathways assumed a 3-year construction period. MTG assumes a 2.5-year construction period.

» Plant life: MTG and FT assume a 20-year plant life while the pyrolysis pathway costs were calculated assuming a 30-year plant life

All based on Aspen modeling, so cannot verify these assumption until more commercial-scale facilities are built and operated

Values rounded to two significant digits. GGE = gallon of gasoline equivalent. All values are in 2014 dollars.

Page 32: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

GHG Emission Factors

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Page 33: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

GHG Emissions Comparison

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Page 34: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Yield & Emissions by Pathway

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Not including electricity credits FT and MTG Pathways have 0 GHG emissions due to steam cycles and combustion of biogenic carbon. Error bars represent the range in yields found in the literature. GGE = Gallon of gasoline equivalent, MT = metric ton

Page 35: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

GHG Emissions Using System Expansion

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Negative values for FT and MTG pathways are due to offset credits for net electricity exports, using system expansion. Base case assumes system expansion to CAMX grid, lower bound of error bars assumes system expansion to WECC grid, and upper bound assumes system expansion to offset straight natural gas.

Page 36: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

CAP Results:

Pyrolysis

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Page 37: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

CAP Results: Fischer-Tropsch

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Page 38: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

CAP Results:

MTG

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Page 39: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Pathway CAP Results

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Error bars represent different energy offset for system expansion allocation, in addition to variations in yield and emission factors: lower bound = WECC, upper bound = natural gas, baseline value = CAMX

Page 40: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Pathway Water Results

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Page 41: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

TASK 3 RESULTS The Future of Drop-In Fuels

Page 42: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Scenario 1A: Scale-Up Scenario Modeling Results

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Page 43: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Scenario 1B: Maximize Diesel

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Page 44: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Scenario 2: Maximize Fuel Output

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Page 45: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Scenario 3: Incentivize Only New Growth

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Page 46: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Scenario 4: Incentivize Only Co-Location

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Page 47: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Scenario 5: Incentivize Distributed Growth

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Page 48: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Scenario 6: Require Equal Blending

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Page 49: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Annual Metric ton-km by Supply-Chain Segment and Transport Mode

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Page 50: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Changes in Emissions from 2015 Baseline

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Page 51: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Well-to-Pump Emissions

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Page 52: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Well-to-Pump Emission Factors

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Page 53: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

TASKS 4 & 5: IDENTIFICATION OF RESEARCH NEEDS AND IDENTIFICATION OF POTENTIAL BARRIERS

The Future of Drop-In Fuels

Page 54: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Key Issues

Fuel yield & hydrogen requirements Sugar utilization Clean sugar stream requirements Co-products Biocrude Compatibility with Petroleum Refineries Engine and System Compatibility Well-to-Wheel Criteria Air Pollutant Emissions Potential Production Scale

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Page 55: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

TASK 6: DEVELOPING A STRATEGY TO MONITOR AND TRACK PROGRESS WITH DROP-IN FUELS

The Future of Drop-In Fuels

Page 56: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Sharing Data and Insights

We have documented our scenarios analyses, including three thermochemical pathways, in a wiki, freely available through github, where anyone can access the model and alter parameters to generate new results. This platform provides an opportunity for feedback and suggested changes.

As these pathways develop, yields, emission factors, and other inputs can be changed to generate up-to-date results. The URL is: https://github.com/mtaptich/California-Drop-In-CAdi-Fuel-Model/tree/master/docs

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Page 57: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Contact Information: Arpad Horvath

Professor Department of Civil and Environmental Engineering

University of California, Berkeley [email protected]

Tel.: 510-642-7300

Corinne Scown Research Scientist

Energy Technologies Area Lawrence Berkeley National Laboratory/Joint BioEnergy Institute

[email protected] Tel.: 510-486-4507

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Page 58: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Questions?

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Page 59: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Backup Slides

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Page 60: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

California Feedstock Availability

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Region North Coast & Mountain Central Valley Central Coast & Southern Label cropres = crop residue forestres = forest residue primmill = primary mill waste secmill = secondary mill waste

Data sources: CBC 2015, NREL 2014

Page 61: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Municipal Solid Waste Makeup

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Page 62: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Backup: Model Assumptions

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• Drop-in fuels are perfect substitutes for conventional gasoline, diesel, and marine fuels. (e.g., there is no “blend wall.”)

• Drop-in fuels displace only fuels sold for use in California. • Demand for fuel is fixed, estimated at an annual level, and proportional to population density. • Intermodal terminal exchanges and fuel storage activities have negligible impacts on optimizing transport and

shipment of fuels. • The locations of bulk fuel terminals (total bulk storage capacity of 50,000 barrels or more) are fixed and no additional

pipelines are constructed to move drop-in fuel around the state. Therefore, isolated biorefineries would need trucks and/or trains to move fuel to regional bulk terminals or send their fuels to refineries to ship to terminals via pipelines. The directionality of pipelines is not considered.

• Information regarding the local connections between petroleum product pipelines and bulk terminals is limited in availability. We assume that pipeline-terminal transfers are carried out using 8” pipelines and are situated such that the transport distances are minimized.

• Biorefinery capacity can be designed across a continuum, such that the optimization could be solved as the relaxation of a mixed integer facility location problem.

• Emissions from feedstock collection, transport, and fuel production scale linearly with biomass quantities. • As a means of reducing the dimensionality of our optimization model, which is discussed in a later section, we

combine the mill and urban wood wastes into a single category deemed scrapwood. • Facilities are assumed to support more than one biomass-to-biofuel pathway (e.g., by building two different

biorefineries next to each other in close proximity). • Emissions associated with storage are ignored (e.g., initial biomass handling, evaporative emissions from refined

products, etc.).

Page 63: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Backup: Model

Variables

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Emission Factors for Biomass Handling

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• Corn stover used as proxy for all crop residues. • Wood wastes: biomass is ground into course material using a

hammermill grinder, which requires a direct electricity input of 77 kWh per dry ton

Page 65: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Well-to-Wheel Emission Factors for Freight Modes

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• Heavy-duty truck EFs based on CA In-State Class-8 truck (model year: 2012) using California Air Resources Board’s EMission FACtors (EMFAC) model

• 20.5 MJ/km operational fuel used to calculate the well-to-pump emissions associated with this mode using CA-GREET

• Average of 24.1 metric tons of payload, 50% of the kilometers driven are empty.

• Locomotives achieve the fleet-average fuel economy of 1,132 gross metric ton-km per gallon, hauls an average of 3,500 metric tons/train

Page 66: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Pipeline Emission Factors

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• Assumed the average pipeline diameter across the distribution network was 8”

• Energy demand: 71 kJ/tkm (electricity) • GIS data for the petroleum product pipeline network data from the

U.S. Energy Information Administration used to determine distances traveled

Page 67: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

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CAP Assumptions

Page 68: The Future of Drop-In Fuels · PDF fileThe Future of Drop-In Fuels Arpad Horvath, Corinne Scown, Michael Taptich, Kate Piscopo University of California, Berkeley December 19th, 2016

Mode-Shares by Segment

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