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Presentation Overview
1. Process Overview and Timelines2. Inputs3. Algorithm Details4. Results5. Outstanding issues
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1. Process Overview and Timelines
a. What is the ERTAC Growth Committee? b. Criteria for productc. Committee structured. Progress & Timeline
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What are we trying to accomplish ?
• Develop Methodology to Create EGU FY Emission Inventories that meets certain criteria:– Conservative predictions of unit activity– Relies primarily on state knowledge of unit retirement, fuel
switching & controls– Can be re-run iteratively to look a variety of scenarios– Stable/stiff– Transparent– Inexpensive– Relies on base year activity data– Flexible
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ERTAC EGU Growth
• Eastern Regional Technical Advisory Committee• Collaboration:– NE, Mid-Atlantic, Southern, and Lake Michigan states– Multi-jurisdictional organizations– Industry
• [adds weight who in industry]• How were they involved• Realistic inputs and refine the logic, such as reserve
capacity
5
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Subcommittees and Co-Chairs • ERTAC EGU Growth Committee Co-chairs:
– Laura Mae Crowder, WV DEP – Bob Lopez, WI DE – Danny Wong, NJ DEP
• Four Subcommittees and Leads:– Implementation/Doris McLeod VA, Mark Janssen, LADCO: Create logic for
software – Growth/Bob Lopez, WI & Laura Mae Crowder, WV: Regional specific growth
rates for peak and off peak – Data Tracking/Wendy Jacobs, CT: Improve default data to reflect state
specific information – Renewables & Conservation Programs/Danny Wong, NJ & Laura Boothe,
NC: Characterize programs not already included in growth factors
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State Involvement
• Regional lead identified per RPO to coordinate their state review of model and inputs
• State leaded identified in each state for QA of the input files
• These representatives will also review the output to provide guidance
• If Future Year (FY) emission goals are not met given known controls, states will indicate what strategy will be applied to meet the goal
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Progress So Far ....
• Model Development: – Methodology created, documentation crafted – Preprocessor & projection running on Linux and
Windows (GA, VA, MARAMA, IN, NJ, OTC) – Developing postprocessing software
• Estimating Growth in Generation: – Growth rates and regions defined – Created growth rate inputs for 2009 & 2010
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Progress So Far ....
• Input File Development: – Unit file and future controls file reviewed by states– Cap files are being converted to use CAIR caps – Further state input ongoing
• Results:– Ran through first iterations of the postprocessor– Distributed to member states for review
• Sensitivities:– Conducted scenarios with varied techniques for input values– Ran alternative growth rate sensitivities
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ERTAC TimelineSeptember - October, 2012• Initial “East of the Mississippi” test runs• Goal: Demonstrate a “Proof of Concept”• Review output, revise and rerun• Present results to states for comment
November, 2012 • Goal: Determine areas of improvement• Present to full ERTAC Committee• Present model and “Proof of Concept” results to USEPA
technical staff
Spring 2013• Goal: Improve input and model• Develop AEO 2012 growth factors which reflect new fuel mix
paradigm
Anticipated Future tasks• Develop new base year 2011
10
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ERTAC Inputs
• Starting Point: BY CAMD activity data – Gross load hourly data, unit fuel, unit type, location – Units categorized by:
• Fuel Type [Boiler Gas, Oil, Simple Cycle, Combined Cycle, Coal]
• Region [AEO regions (e.g. MACE, LILC, WUMS)]
• States review provides known new units, controls, retirements, fuel switches, etc
• EIA AEO growth factors • NERC peak growth factors
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Preprocessing Functions
• Data Edit Checks– Unit availability file– Controls file– Growth rates file– BY hourly CAMD data
• Removes non-EGUs• Determines hourly temporal hierarchy – Based on regional hourly GL– Important for load distribution and growth
rates
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Preprocessing Functions
• Assigns hourly usage profile for FY to new units• Assesses partial year reporting units• Creates unit hierarchies for growth distribution• For every hour, calculates “hourly load values” by
region and fuel/unit type– Retired generation– New unit generation– Existing generation
• Calculates “non peak” growth rates
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Growth Rates (GR)• Hour specific growth rates allow program to adjust temporal
profile of unit based on regional and fuel/unit type hourly growth profiles– Resulting FY profile might different from BY
• Provides ability to understand effects of peak episodic GR and control programs on air quality
• AEO Growth combined with NERC peak growth – Peak Growth – First 200 hour in hierarchy– Transition growth – 200-2000 hours in hierarchy– Non-peak growth – last remaining hours in hierarchy out to 8760 hours.
• Combined factor is further adjusted to account for:– Retirements & new units
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The evolution of growth rates from annual to hourly
Transition(hours 201-2000 in
hierarchy)
AEO2010 (by region/fuel)
Nonpeak Growth(hours 2001-8760
in hierarchy)
NERC (by region/fuel)
Peak Growth(hours 1-200 in
hierarchy)
Final Hourly Growth
Adjusted for retirements/new units each hour
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Growth Rates• Peak GR = 1.07• Annual GR = 0.95
• Transition hours of 200 & 2,000• Non Peak GR = 0.9328 (calculated)
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EIA's AEO Projection of Coal Consumption for Electricity Generation
2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 20301500
1700
1900
2100
2300
2500
2700
2900
3100
AEO2008AEO2009AEO2010AEO2012
Mill
ion
Meg
awatt
-Hou
rs
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EIA's AEO Projection of Gas Consumption for Electricity Generation
2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030600
700
800
900
1000
1100
1200AEO2008AEO2009AEO2010AEO2012
Mill
ion
Meg
awatt
-Hou
rs
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EIA's AEO Projection of Oil Consumption for Electricity Generation
2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 203020
25
30
35
40
45
50
55
60
65
70AEO2008AEO2009AEO2010AEO2012
Mill
ion
Meg
awatt
-Hou
rs
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2007 2008 2009 2010 2011 20120
50000
100000
150000
200000
250000
300000
350000
Fossil Fuel Electric Power-to-Grid Generation TrendsMonthly Totals by Fuel Type - EIA Data - US Aggregate
Coal:Electric Power Linear (Coal:Electric Power)Petroleum Liquids:Electric Power Petroleum Coke:Electric PowerNatural Gas:Electric Power Linear (Natural Gas:Electric Power)Total Fossil Fuel Electric Power for Grid Linear (Total Fossil Fuel Electric Power for Grid)
Year (Monthly)
MWh*1000
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3. Algorithm Details
a. Regional modularityb. Adjusted FY Growth Ratesc. Excess generation poold. Generic units e. New Unit Utilizationf. Spinning Reserve
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Regional/Fuel Modularity
• Each ERTAC region analyzed independently• Reserve analyzed on a regional basis• Algorithm determines if capacity has been
met for each hour for the region and fuel/unit type
Use new units
For all ERTAC Regions
For all Fuel/Type Bins
Analyze capacity versus demand
Assign generation
Spinning Reserve
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Adjusted Future Year Growth Rates (AFYGR), Hour Specific
• For every region and fuel/unit type, each hour has a variable value for:– Total FY Load (Hour Specific GR * BY Load=FY Gen)– Total Retired Generation (RetGen)– Total New Unit Generation (NU Gen)
• GR for each hour adjusted before application to existing unit hourly BY loads!
AFYGR = (FY Generation – NU Gen) (BY Generation – RetGen)
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Excess Generation Pool
• If unit growth exceeds capacity– Unit is limited to capacity– Demand beyond capacity added to the excess generation
pool for that hour/region/ fuel/unit type bin• The pool is distributed to other units in unit allocation
hierarchy order– Units receive power up to optimal threshold or max
capacity in two distribution loops– Power distribution ceases when pool is depleted or all
units are at capacity (generic unit must be created to meet demand)
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New Generic Units
• Added to meet demand• Utilization determined on a fuel/unit type basis,
similar to new state supplied units• Receive unmet demand• Size/location of generic units adjustable• FY temporal profile assigned by region and
fuel/unit type• If a generic unit is added, the allocation hierarchy
is recalculated and the loop begins at the first hourFirst/next hour in the hierarchy
Does capacity meet demand?
Add generic unit
Reallocate unit order
Begin at first hour in the hierarchy
Y
N
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New Unit Utilization• New units receive generation from the excess
generation pool– Annual power production limited by default or state
input– Temporal profile based on similar unit (mimic) —
program allows user to change the “mimic” unit• New units (generic and state supplied) are high in
utilization relative to other similar units because assumed to be:– Very efficient– Very clean
• Variables assigned to region and fuel/unit type characteristics are adjustable
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Spinning Reserve check
• Following assignment of generation• Check if reserve capacity is available for each
hour in each region• If in any hour there is not reserve capacity
equal 100% of the capacity of the largest unit operating of any fuel type, a flag is raised
Determine reserve capacity needs for that hour
Is unused capacity > reserve capacity ?
Y
NAlert: More capacity needed
First/next hour
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Output/Results
• Future year hourly activity– Heat input (mmbtu)– Gross load (MW)– SO2 emissions (lbs)– NOx emissions (lbs)
• File includes 8,760 hours for each:– Existing unit that is not retired– New state supplied unit– New generic unit created by the code
• Summary files• Post-projection processing: graphs, more summaries, etc
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Example: Coal Fired Existing Unit, 800 MWAnnual GR=1.018, Peak GR=1.056, Nonpeak GR=1.012
9000
8000
7000
6000
5000
4000
3000
2000
1000
0
BY FY
Mm
btu/
hr
Calendar Hours
Variations in growth rate
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Example: Coal Fired Existing Unit, 800 MWAnnual GR=1.018, Peak GR=1.056, Nonpeak GR=1.012
9000
8000
7000
6000
5000
4000
3000
2000
1000
0
Mm
btu/
hr
Calendar Hours
Inefficient hour BY: 11,232 BTU/KW-hrFY: uses updated heat rate
50 hour depiction for an individual unit
BY FY
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Example: Coal Fired Existing Unit, 800 MW – SO2 ControlAnnual GR=1.018, Peak GR=1.056, Nonpeak GR=1.012
BY FY
BY lb
s/hr
Calendar Hours
FY lb
s/hr
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Example: Combined Cycle New Unit, 300 MWAnnual GR= 0.904, Peak GR=1.2, Nonpeak GR=0.901
New units are supplied with temporal variability with grounding in base year meteorology
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Example: Simple Cycle Existing Unit, 53 MWAnnual GR=1.39, Peak GR=1.549, Nonpeak GR=1.377
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Ver. 1 summary results – all regions
Heat Input
SO2 EmissionsNOX Emissions
Generation
AEO2010 says growth in coal
Controls plus clean new units
Shutdowns w/ new clean units
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In summary
• The model has been built• Output has been generated• Continuing effort to evaluate output and update
inputs– Partial year reporters– Generic units– Unit hierarchies– Thing Two
• New growth factors based on AEO 2012 are needed• Scenarios can be built to evaluate policy