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    The Regulatory Assistance Project 50 State Street, Suite 3

    Montpelier, VT 05602

    Phone: 802-223-8199

    web: www.raponline.org

    Calculating Emissions Reductions:Module 2B

    Presented byChris James and John Shenot

    September 6, 2012

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    Overview of Module 2B: CalculatingEmissions Reductions

    1. Data needed2. Location and time of day considerations3. Understanding how emissions factors are

    calculated and used4. Methods to determine emissions saved:Average emissions Marginal emissions

    Stochastic process Dispatch modeling

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    1. Which Type of Energy Savings to Use?(Refresh from Module 2A)

    Savings can be determined by measure,program, project and portfolio

    How much time and effort can youdevote?

    Can another agency help you?

    Is it important for you to do most or all ofthe analysis yourself?

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    1. Data Needed

    Quantity of energy saved (from data sources like those wediscussed in module 1)

    What are you going to include in your analysis? Individualmeasures, project(s), program(s) or portfolio?

    Installation rate, persistence and lifetime of measures,

    program, project or portfolio analyzed N.B., the more granular your analysis, the more time and effort

    it will take. Precision will improve, but compared to theprotocols used for some traditional control measures, that maybe less important

    Decide whether coincidence between times that energy issaved and when pollutant levels are high matters to you

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    2. Location and Time of Day Considerations

    5

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    Methods to Determine Emissions Saved

    Average emissions method

    Marginal emissions method

    Stochastic process Dispatch modeling

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    4. Methods to Determine Emissions Saved-Average Emissions Method

    Simple, may be less precise than othermethods, but acceptable for first-orderapproximation

    Examples:

    Regulatory limit for NOx: 1.5 lbs/MWh

    Average emissions for the power pool or state

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    Methods to Determine Emissions Saved- AverageEmissions Method (cont.): Central Region of US

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    Methods to Determine Emissions Saved- AverageEmissions Method (cont.): NERC Sub-Regions

    Used for Egrid Emissions Factors

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    Methods to Determine Emissions Saved- AverageEmissions Method (cont.): Egrid Sub-Region

    Average Emissions Rates

    GRIDsubregion

    cronym

    eGRID subre ion name

    NOx

    lb/MWh

    Ozone

    season NOx

    lb/MWh

    SO2

    lb/MWh

    NOx

    lb/MWh

    Ozone

    season NOx

    lb/MWh

    SO2

    lb/MWh

    NOx

    lb/MWh

    Ozone

    season NOx

    lb/MWh

    SO2

    lb/MWh

    Total output emission rates

    Fossil fuel output

    emission rates

    Non-baseload output

    emission rates

    . . . . . . . . .

    . . . . . . . . .

    . . . . . . . . .

    . . . . . . . . . . . . . . . . . .

    . . . . . . . . .

    . . . . . . . . .

    . . . . . . . . .

    . . . . . . . . .

    . . . . . . . . .

    NEWE NPCC New England 0.5242 0.3851 1.4175 0.4724 0.3652 2.1776 0.6539 0.4892 2.1336NWPP WECC Northwest 1.0421 0.9679 1.0465 2.2506 2.1974 2.2627 1.5014 1.5262 1.1596

    NYCW NPCC NYC/Westchester 0.2792 0.2905 0.1030 0.3947 0.3981 0.0832 0.6110 0.6275 0.1427

    NYLI NPCC Long Island 1.1310 0.9693 1.0030 1.0073 0.8631 0.9377 1.1701 1.0261 1.1133

    NYUP NPCC Upstate NY 0.3954 0.4009 0.9849 1.0478 1.0882 2.7612 1.0146 1.0079 2.8584

    RFCE RFC East 0.8130 0.7444 4.6048 1.3964 1.2574 8.3936 1.4034 1.3682 8.3013

    . . . . . . . . .

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    5. Methods to Determine Emissions Saved-Marginal Emissions Analysis (MEA)

    The next slides focus on New England

    What you will see is the result of 10+ years ofcollaboration between air and energy

    regulators and ISO-NE Straight-forward approach, transparent

    assumptions

    Method is able to be adjusted to reflect marketand economic conditions

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    Methods to Determine Emissions Saved-MarginalEmissions Analysis (cont.): Framing Questions

    What units are being displaced by EE?

    What fuel(s) are combusted?

    What variables influence what unit ismarginal?

    Can simplifying assumptions be made?

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    Methods to Determine Emissions Saved-MarginalEmissions Analysis (cont.): ISO-NE Environmental

    Advisory Group

    Recognizes markets are not static

    Economics affect what fuels are combusted

    Analyzes peak and off-peak, and ozone vs. non-ozone periods

    Methodology has evolved, informed by airregulator input

    Reference to recent work: http://www.iso-ne.com/committees/comm_wkgrps/prtcpnts_comm/eag/mtrls/2012/apr202012/eag_mrgnl_ems_042012_v8.pdf

    http://www.iso-ne.com/committees/comm_wkgrps/prtcpnts_comm/eag/mtrls/2012/apr202012/eag_mrgnl_ems_042012_v8.pdfhttp://www.iso-ne.com/committees/comm_wkgrps/prtcpnts_comm/eag/mtrls/2012/apr202012/eag_mrgnl_ems_042012_v8.pdfhttp://www.iso-ne.com/committees/comm_wkgrps/prtcpnts_comm/eag/mtrls/2012/apr202012/eag_mrgnl_ems_042012_v8.pdfhttp://www.iso-ne.com/committees/comm_wkgrps/prtcpnts_comm/eag/mtrls/2012/apr202012/eag_mrgnl_ems_042012_v8.pdfhttp://www.iso-ne.com/committees/comm_wkgrps/prtcpnts_comm/eag/mtrls/2012/apr202012/eag_mrgnl_ems_042012_v8.pdfhttp://www.iso-ne.com/committees/comm_wkgrps/prtcpnts_comm/eag/mtrls/2012/apr202012/eag_mrgnl_ems_042012_v8.pdfhttp://www.iso-ne.com/committees/comm_wkgrps/prtcpnts_comm/eag/mtrls/2012/apr202012/eag_mrgnl_ems_042012_v8.pdfhttp://www.iso-ne.com/committees/comm_wkgrps/prtcpnts_comm/eag/mtrls/2012/apr202012/eag_mrgnl_ems_042012_v8.pdfhttp://www.iso-ne.com/committees/comm_wkgrps/prtcpnts_comm/eag/mtrls/2012/apr202012/eag_mrgnl_ems_042012_v8.pdfhttp://www.iso-ne.com/committees/comm_wkgrps/prtcpnts_comm/eag/mtrls/2012/apr202012/eag_mrgnl_ems_042012_v8.pdf
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    Methods to Determine Emissions Saved-MarginalEmissions Analysis (cont.): Factors Influencing

    Changes in Methodology

    Decreased natural gas prices

    Increased coal and oil prices

    Retirements of older electric generating uits

    Increased renewable generation

    Increased and cumulative energy savings fromenergy efficiency

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    Methods to Determine Emissions Saved-MarginalEmissions Analysis (cont.): Examples

    Three examples will be discussedA. Assume energy efficiency effects 500 MW

    of generation

    B. Existing: EE affects on the peak electricdemand days

    C. Proposed: look at actual dispatch in anygiven hour

    Showing all three since the earlier methodsmay be applicable to other regions

    16

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    A. ISO- NE Hourly NOxEmission Rates for a 500 MWGeneration Decrement from Peak with Elimination of

    Hydro Generation

    17

    0.00

    2.00

    4.00

    6.00

    8.00

    10.00

    12.00

    DecrementalNO

    xEmissionRate

    (lb/M

    Wh)

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    A. ISO-NE Hourly NOxEmission Rates for a 500 MWGeneration Decrement from Peak with No Elimination of

    Hydro Generation

    18

    0.00

    2.00

    4.00

    6.00

    8.00

    10.00

    12.00

    DecrementalN

    OxEmissionRate

    (lb/

    MWh)

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    B. New England 20 Peak Days HourlyNOx Emissions

    19

    0.00

    2.00

    4.00

    6.00

    8.00

    10.00

    12.00

    14.00

    1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24

    NOx(Tonsperhour)

    Hour

    NOx Emissions from EPA & ISO Data for(5) Peak Load Days per Year: 2005-2008

    50719 50726 50727 50805 50811 60717 60718

    60801 60802 60803 70726 70727 70802 70803

    70807 80609 80610 80708 80709 80718

    All time peak day

    Peak Days:

    Yr/Mo/Day

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    B. Peak Hourly NOx vs. System Generationat Peak NOx Hour

    20

    0.00

    2.00

    4.00

    6.00

    8.00

    10.00

    12.00

    14.00

    22,500 23,000 23,500 24,000 24,500 25,000 25,500 26,000 26,500

    NOx(Tons)

    Generation (MW)

    Peak Hourly NOx Rate = 4 lbs/MW

    (slope of line)

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    30

    9.35

    3.773.00

    1.49 1.460.54 0.47 0.24 0.10

    0.00

    2.00

    4.00

    6.00

    8.00

    10.00

    12.00

    14.00

    16.00

    18.00

    20.00

    NOxR

    ate-(lbs/MWh)

    NOx EMISSIONS RATES for

    ELECTRIC GENERATION UNITS IN CONNECTICUT

    Coal

    Residual Oil

    Distillate Oil

    Natural Gas

    .

    .

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    Methods to Determine Emissions Saved-Marginal EmissionsAnalysis (cont.):Analysis by CT DEP: Relation between Ambient

    Temperature and Emissions Rate

    22

    0

    10

    20

    30

    40

    50

    60

    70

    80

    90

    100

    0

    5

    10

    15

    20

    25

    30

    35

    40

    45

    Temperature(F)

    N

    OxEmissions(tons

    )

    Daily NOx Emissions for Connecticut EGUsSorted by Total Daily NOx Emissions

    (June 1, 2007 - September 15, 2007)

    Diesel & Other Oil

    Residual Oil

    Pipeline Natural Gas

    Coal

    Hartford Max Temperature (F)

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    B. Methods to Determine Emissions Saved-Marginal Emissions Analysis (cont.)Marginal

    Emissions Analysis -2010

    On-Peak Off-Peak On-Peak Off-Peak

    NOX 0.27 0.17 0.14 0.15 0.18

    On-Peak Off-Peak

    SO2 0.13 0.06 0.09

    CO2 941 945 943

    Ozone Season Non-Ozone Season

    Annual

    Annual Emissions (SO2and CO2)

    Ozone / Non-Ozone Season Emissions (NOx)

    Annual

    Average

    (All Hours)

    Air

    Emission

    Annual

    Average

    (All Hours)

    Air

    Emission

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    C. Methods to Determine Emissions Saved-Marginal Emissions Analysis (cont.):Proposed

    MEA Method .

    1. Identify all marginal units for each hour in the year of interest.

    2. Calculate the percentage share of each identified units emission contribution in

    each hour.

    3. Sum percentages from #2, organized by month and marginal unit.

    4. Multiply with the unit ks Emissions Ratem(lb/MWh) associated with a specific

    month.

    5. Calculate #4 for all identified marginal units and sum those equivalent unit

    emissions for the year.

    6. Calculate the annual marginal emissions rate by dividing by the number of hours

    in the year.

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    C. Methods to Determine Emissions Saved-Marginal Emissions Analysis (cont.): Results to be

    Produced by Proposed Method .

    % of Time Marginal by Fuel Type

    Marginal Emission Rates (lb/MWh & lb/MMBtu)

    NOX: Annual, On-Peak and Off Peak during Ozone andNon-Ozone Season

    SO2: Annual, On-Peak and Off-Peak

    CO2: Annual, On-Peak and Off-Peak

    Marginal Heat Rate (MMBtu/MWh)

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    .

    Comparison with 2010 Emissions ReportOil & Gas Units NO

    X

    0 0.2 0.4 0.6 0.8

    NOx All Hours

    NOx Ozone Season On-Peak

    NOx Ozone Season Off-Peak

    NOx Non-Ozone Season On-Peak

    NOx Non-Ozone Season Off-Peak

    Emissions Rate (lb/MWh)

    Oil & Gas Units Emitting Units All Marginal Units 2010 Emissions Report

    ,

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    6. Methods to Determine Emissions Saved-Stochastic Approach

    Assesses impact of EE on actualgeneration without dispatch modeling

    Uses 8760 hours from one year of

    generation and actual dispatch Assumes future dispatch will behave

    similarly to the year chosen

    Apply quantity of EE to assess affect ongeneration

    27

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    Methods to Determine Emissions Saved-StochasticApproach(Cont.): Connecticut Example

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    Methods to Determine Emissions Saved-StochasticApproach (cont):Simplifying Assumptions for CT

    Use 2005 load shape, grow load to 2020assuming similar weather patterns andfuel prices

    Assume that Connecticuts affect on ISO-NE (and vice versa) are similar inproportion to Connecticuts share of the

    regions load

    M h d D i E i i S d

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    Methods to Determine Emissions Saved-Stochastic Approach (cont.): CT EE

    Assumptions EE measures are applied across all hours EE programs reduce load by a constant

    percentage

    EE programs do not expire

    EE measures are cumulative andcompounded

    M h d D i E i i S d

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    Methods to Determine Emissions Saved-Stochastic Approach(cont.): Stochastic

    Analysis Conclusions Simplifying assumptions facilitate analysis

    but effect precision

    The example discussed applies to

    Connecticut for a particular time period.Your results will be different

    EE programs are reducing NOx (and otherpollutant) emissions today. Ramping up

    (all cost-effective EE) can achieve evenmore significant benefits

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    7. Methods to Determine Emissions Saved-Dispatch Modeling

    Typically completed by utility (e.g. IRP),transmission planners, EPA (IPM is adispatch model)

    Results are economically driven (least-costresources are dispatched first)

    Uses historical dispatch to forecast futuredispatch based on input reference scenario

    and sensitivities Unit by unit results

    32

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    Methods to Determine Emissions Saved-Dispatch Modeling (cont.)

    Applies the same principles discussedearlier on stochastic, but for several years

    Can also be done for a region (>one state)

    Results include: costs, emissions, numberof hours each generating unit is expectedto run

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    Methods to Determine Emissions Saved-Dispatch Modeling (cont.): Caveats

    Critical variables: load growth assumption,fuel price and forecast, construction costs

    EE is a dispersed resource with cumulative

    attributes. Many models requiresimplifying assumptions to assess affects

    34

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    Methods to Determine Emissions Saved-Dispatch Modeling (cont.): Examples

    For more details, below are just a fewexamples:

    http://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&fil

    ter_option=Displaced+Emissions&advanced=false(link to several current and pastreports)

    http://www.epa.gov/cleanenergy/documents

    /suca/evaluation_guide.pdf http://www.4cleanair.org/EmissionsModelin

    gPhaseIIFinal.pdf

    http://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&filter_option=Displaced+Emissions&advanced=falsehttp://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&filter_option=Displaced+Emissions&advanced=falsehttp://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&filter_option=Displaced+Emissions&advanced=falsehttp://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&filter_option=Displaced+Emissions&advanced=falsehttp://www.epa.gov/cleanenergy/documents/suca/evaluation_guide.pdfhttp://www.epa.gov/cleanenergy/documents/suca/evaluation_guide.pdfhttp://www.4cleanair.org/EmissionsModelingPhaseIIFinal.pdfhttp://www.4cleanair.org/EmissionsModelingPhaseIIFinal.pdfhttp://www.4cleanair.org/EmissionsModelingPhaseIIFinal.pdfhttp://www.4cleanair.org/EmissionsModelingPhaseIIFinal.pdfhttp://www.4cleanair.org/EmissionsModelingPhaseIIFinal.pdfhttp://www.epa.gov/cleanenergy/documents/suca/evaluation_guide.pdfhttp://www.epa.gov/cleanenergy/documents/suca/evaluation_guide.pdfhttp://www.epa.gov/cleanenergy/documents/suca/evaluation_guide.pdfhttp://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&filter_option=Displaced+Emissions&advanced=falsehttp://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&filter_option=Displaced+Emissions&advanced=falsehttp://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&filter_option=Displaced+Emissions&advanced=falsehttp://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&filter_option=Displaced+Emissions&advanced=falsehttp://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&filter_option=Displaced+Emissions&advanced=falsehttp://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&filter_option=Displaced+Emissions&advanced=falsehttp://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&filter_option=Displaced+Emissions&advanced=falsehttp://www.synapse-energy.com/cgi-bin/synapseProjects.pl?filter_type=Topic&filter_option=Displaced+Emissions&advanced=false
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    Concluding Thoughts: Using Emissions Datato Your Advantage

    Think about the emissions profile shownon the next slide

    What factors do you think are driving loadincreases in Connecticut?

    What do these tell you about ways inwhich the EE program might be structured

    or prioritized?

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    About RAPThe Regulatory Assistance Project (RAP) is a global, non-profit team of experts thatfocuses on the long-term economic and environmental sustainability of the powerand natural gas sectors. RAP has deep expertise in regulatory and market policiesthat:

    Promote economic efficiency Protect the environment Ensure system reliability Allocate system benefits fairly among all consumers

    Learn more about RAP atwww.raponline.org

    Chris James: [email protected]

    John Shenot:[email protected]

    mailto:[email protected]:[email protected]:[email protected]:[email protected]
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    Extra Slidesif time permits

    The information gathered to determinethe emissions benefits of EE can also beused to calculate other non-energy

    benefits Including the air quality and public health

    benefits (and avoided costs) can allowadditional measures to be deemed cost-effective, and increase the potential forfuture energy savings

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    CT Load Profile

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    Analysis for Montville 5

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    Emissions Analysis

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    Stochastic Model Results

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    CT NOx Emissions, 2% per year EE

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    Scenario Analysis to Meet EmissionsReductions Requirement

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    Air Quality and Health Benefits (1)

    EPAs BenMAP model: calculate change inmorbidity and mortality fromimplementation of new policies

    National Academy of Sciences: HiddenCosts of Energy

    Epstein, et al Full Cost Accounting for

    Lifecycle of Coal

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    Air Quality and Health Benefits (2)

    BenMAP: free, desktop model that air staffcan run. Little if any training required ifproficient with computers.

    Hidden Cost: each kWh of coal posesaverage cost of 3.4 cents. Is as high as 12cents per kWh in some areas

    Full Cost Accounting: total costs of coal

    normalized to kWh produced range from9.36 to 26.89 cents per kWh

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    Electric System and Reliability Benefits

    EE has many energy related benefits

    Energy efficiency, load management andclean demand response defer or avoid

    need for new transmission and generation

    Economic benefits include reducing thepeak prices of electricity in a given hour or

    day

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    Electric System and Reliability Benefits

    Non-energy benefits were discussedearlier

    Avoiding transmission and distribution

    line losses: average is 6-8%. On peak days,such losses can be 20%

    Hourly electricity prices can exceed $1000

    per MWh on peak days. Reducing the peakalso reduces costs to consumers andutilities

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    Most analyses of EE arewoefully incomplete.

    Some look only atavoided energy costs.

    Many include productioncapacity costs, but nottransmission or

    distribution capacity.

    Few include otherresource savings (water,gas, oil).

    Very few make any effortto quantity non-energy

    benefits.$0

    $20

    $40

    $60

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    $120

    $140

    $160

    $180

    $200

    Vermont Energy Efficiency Savings Value

    Updated Externality and NEB Values

    Risk

    DTQ NEB

    Other Fuel

    O&M

    Other Resources

    Externalities

    Avoided Reserves

    Line Losses

    Distribution Capacity

    Transmission Capacity

    Capacity

    Energy