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    NREL is a national laboratory of the U.S. Department of Energy Office of Energy Efficiency and Renewable Energy operated by the Alliance for Sustainable Energy, LLC

    Michael MilliganNational Renewable Energy Laboratory

    Golden, Colorado USA

    10 FAQs(Frequently Asked Questions)

    About Wind Energy Integration

    and Answers

    State of the Electric

    Industry

    Missouri Public Service

    Commission

    August 24, 2009

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    10 FAQs about Wind

    1) How much wind is currently installedin the US?

    2) What are the benefits of wind energyto the power system?

    3) How can winds variability beincorporated into power systemoperations

    4) Does wind plant output start/stopsuddenly?

    5) Can wind be predicted?

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    10 FAQs about Wind

    6) Can the power system be reliablyoperated with wind energy?

    7) Does wind need backup or storage?

    8) Is there a limit to how much wind canbe accommodated on the grid?

    9) Can wind power plants be controlled?

    10)Can wind energy make effective useof transmission lines?

    11)Bonus Question: How can more windbe accommodated on the grid?

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    Where do the Answers Come From?

    Extensive analysis

    Power system simulations that mimic real-timeoperations

    Statistical analysis of wind and load data Experience operating power systems with wind

    International Energy Agency Task 25 Report:Design and operation of power systems with largeamounts of wind power State of the art report. http://www.vtt.fi/inf/pdf/workingpapers/2007/W82.pdf

    Utility Wind Integration Group www.uwig.org

    NREL Systems Integration http://www.nrel.gov/wind/systemsintegration/ http://www.nrel.gov/publications

    http://www.vtt.fi/inf/pdf/workingpapers/2007/W82.pdfhttp://www.uwig.org/http://www.nrel.gov/wind/systemsintegration/http://www.nrel.gov/publicationshttp://www.nrel.gov/publicationshttp://www.nrel.gov/wind/systemsintegration/http://www.uwig.org/http://www.vtt.fi/inf/pdf/workingpapers/2007/W82.pdf
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    1) How much wind is currently installed in the US?

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    1) How much wind is currently installed in the US?

    Colorado/Xcel:

    Approx 20% windpenetration (wind

    capacity/system peak)

    Iowa: Approx 18%

    wind penetration(wind energy/annual

    demand, est. 2009)

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    MW Installed End 2006 Installed 2007 End 2007

    Total EU-12 419 263 675

    Total EU-15 47,651 8,291 55,860

    Total EU-27 48,069 8,554 56,535

    1b) How much wind is currently installed in Europe?

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    Wind energy displaces Fuel Emissions; carbon

    Wind provides a hedgeagainst rising fuel prices

    (natural gas, coal) Wind is an energy source

    with limited capacitycontribution other

    generation is also required Wind can be cost-competitive with otherforms of generation andmay reduce electricity cost

    2) What are the benefits of wind energy to the

    power system?

    )

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    3) How can winds variability be

    incorporated into power system operations?

    (Approximately 8 hours)National Renewable Energy Laboratory Innovation fo r Our Energy Future

    1.6

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    15 Turbines Stdev = 1.21, Stdev/Mean = .184

    200 Turbines Stdev = 14.89, Stdev/Mean = .126215 Turbines Stdev = 15.63, Stdev/Mean = .125

    3) H i d i bilit b i t d i t

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    Electric load (without wind) varies considerably

    Power system operating practices are built aroundmeeting the variable load with dispatchable generatorsthat can change their output level

    Wind adds more variability to the system Existing operating practice can be used/expanded

    upon with wind

    3) How can winds variability be incorporated into

    power system operations?

    3) H i d i bilit b i t d i t

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    Minnesota 25% wind energy penetration (by energy)causes an increase in variability that must be met bypower system operators and the non-wind generation fleet

    5-minute variability does not increase as much as

    variability over 10s of minutes to a few hours

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    L

    3) How can winds variability be incorporated into

    power system operations?

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    Comparison of Cost-Based Integration Studies

    * 3-year average; total is non-market cost

    ** highest integration cost of 3 years; 30.7% capacity penetration corresponding to 25% energy penetration;

    24.7% capacity penetration at 20% energy penetration

    *** found $4.37/MWh reduction in UC cost when wind forecasting is used in UC decision

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    Large wind farmshave many individualwind turbines

    The turbines arespread over many

    miles and do notexperience the samewind at the sametime

    TX event Feb 24,2007: drop of 1,500MW over 2 hours issimilar to behavior ofload

    Total WIND

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    2/24/07 9:00 2/24/07 9:28 2/24/07 9:57 2/24/07 10:26 2/24/07 10:55 2/24/07 11:24 2/24/07 11:52 2/24/07 12:21 2/24/07 12:50

    Total WIND

    2 Hours

    www.osei.noaa.gov

    4) Can wind power start and stop suddenly?

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    5) Can wind be predicted?

    Wind forecastsare derivedfrom weatherprediction

    models Wind forecast

    accuracy isimproving

    Several windforecastingfirms in U.S.

    Courtesy: WindLogics, Inc. St. Paul, MN

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    Forecasts must be tuned to the needs of the system

    operator and integrated in control room Forecasts of potentially large ramp events?

    High-wind warning systems?

    Aggregate wind forecast error is reduced with large

    geographic aggregation Geographic dispersion can reduce forecast errors by

    30-50% (WindLogics, UWIG Forecasting Workshop, Feb 2008)

    Mean Absolute Error (Percent)

    Next day hourly wind power forecast 10-14% of rated capacity

    Next day total energy forecast 20% of energy delivered

    Next 2-3 hour power schedule 5-7% of rated capacity

    Are wind forecasts being used?

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    UWIG/WindLogics RDF Xcel/CO

    http://www.ercot.com/meetings/ros/keydocs/2008/0313/07._ERCOT_OPERATIONS_REPORT_EECP022608_pub

    Wind Forecasts in the Control Room

    6) C th t b li bl t d ith

    http://www.ercot.com/meetings/ros/keydocs/2008/0313/07._ERCOT_OPERATIONS_REPORT_EECP022608_public.dochttp://www.ercot.com/meetings/ros/keydocs/2008/0313/07._ERCOT_OPERATIONS_REPORT_EECP022608_public.doc
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    Yes additional flexible generation (operating reserves)

    may be necessary at higher wind penetrations This additional operating reserve has a modest cost,

    typically about 10% of the cost of the wind energy itself

    Graph shows this level of operating reserve (blue) is a

    relatively small, varying fraction of wind generation Split between spinning and non-spinning reserves

    EnerNex: Minnesota 20% Wind study

    6) Can the power system be reliably operated with

    wind energy?

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    Increased operating reserves may benecessary, but not dedicated backup

    Although new storage has value, it maynot be cost effective

    There is typically already storage on thesystem Natural gas in the pipeline or storage

    facility

    Controllable hydro A recent study by Xcel Energy in

    Colorado found existing pumped storage provided

    $1.30/MWh offset to wind integrationcost

    Enlarging existing gas storage facilitywas economic at large wind penetration

    Wind Penetration 10% 15%

    $/ MWH Gas Impact No Storage Benefits $2.17 $2.52

    $ / MWH Gas Impact With Storage Benefits $1.26 $1.45

    EnerNex: Xcel ColoradoWind Integration Study

    7) Does wind need backup or storage?

    8) Is there a limit to how much wind can be

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    Current studies in theU.S. have analyzed upto 25% of all electricenergy from wind

    Based on work done sofar, the question is notwhetherwind can beaccommodated at high

    penetrations, thequestion is howand atwhat cost of integration

    8) Is there a limit to how much wind can be

    accommodated on the grid?

    8) Is there a limit to how much wind can be

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    8) Is there a limit to how much wind can be

    accommodated on the grid?

    Recent International Energy Agency Report:

    Design and operation of power systems withlarge amounts of wind power

    http://www.uwig.org/IEA_Annex25-State_of_the_Art_Report.pdf

    International Energy Agency Report: Wind Integration Studies

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    Denmark has access to large export markets

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    9) Can wind power plants be controlled?

    New low-voltage ride-through (LVRT) grid codes in the U.S. willhelp wind turbines contribute to grid reliability

    Wind turbines can be controlled but not to the extent thatconventional generation can be controlled Ramp rate limits Up-regulation (operate below potential so that wind output can be

    increased if needed) [Kirby and Milligan, forthcoming] Curtailment, if necessary and economic, at low-load/high-wind

    conditions

    10) Can wind energy make effective use of

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    10) Can wind energy make effective use of

    transmission lines?

    Conditional-firmtransmission tariff (recentFERC ruling)

    Wind does not need

    transmission all of thetime

    Most transmission pathshave some open capacity

    most of the time Adding wind can result in

    more efficient usage ofexisting transmission

    11) Bonus: How can more wind be accommodated

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    11) Bonus: How can more wind be accommodated

    on the grid?

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    ExcessRampingandRampPenalty(MW

    /hr)

    Operating separate balancing areas causesextra ramping compared to combined operations.Blue: up-rampGreen: down-rampYellow: combined ramp

    Ramping that could be eliminated by combining operations

    Some areas are ramping up nearly 1000 MW/hrwhile other areas are ramping down nearly 500 MW/hr

    Utility balancing areas

    can combine orcooperate largeelectricity markets

    Example: Ramping, orchanging output of

    generators that can beeliminated with largerbalancing areas

    Milligan & Kirby 2007, Impact of Balancing AreasSize, Obligation Sharing, and Ramping Capabilityon Wind Integration .http://www.nrel.gov/docs/fy07osti/41809.pdf

    11) Bonus: How can more wind be accommodated

    http://www.nrel.gov/docs/fy07osti/41809.pdfhttp://www.nrel.gov/docs/fy07osti/41809.pdf
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    11) Bonus: How can more wind be accommodated

    on the grid?

    Power system operations

    practices and wind farmcontrol/curtailment

    Integration of windforecasting and real timemeasurements into controlroom operations ongoingwork at ERCOT, AESO

    Coordination between BAs Bi-lateral agreement

    Fast scheduling Pseudo-tie or dynamic

    schedule

    Virtual BA (ACE DiversityInterchange, Joint Initiative)

    Responsive load

    Hydro dispatch, pumpedhydro

    Longer term: other storageand markets (plug-hybridelectric vehicles, hydrogen)

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    Large-Scale Studies in Process

    Western Wind & Solar Integration Study 30% wind + % solar in footprint, 20% in WECC

    Eastern Wind Integration and Transmission Study,20-30% in study footprint

    LEGEND

    WestConnect LinesCalifornia Lines

    LADWP LinesDC Lines

    Control areas:

    APS

    El Paso

    Nevada Power

    PNM

    Sierra Pacific

    SRP

    Tristate

    Tucson

    Xcel

    WAPA

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    IEEE Transactions on PowerSystems (2007)IEEE Power Engineering SocietyMagazine, November/December2005Updated in 2007 and upcoming

    Nov-Dec issue in 2009Wind Power CoordinatingCommittee Wind Super-Session,Summer 2008Utility Wind Integration Group(UWIG): Operating Impacts and

    Integration Studies User Group www.uwig.org

    Increasing Attention in North America

    http://www.uwig.org/http://www.uwig.org/
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    Discussion (if time/interest)

    Impact of 25% Wind Energy Penetration:

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    Ramp requirements increase with 25% wind energypenetration. The upper panel also shows theimportance of being able to achieve lower minimumloads by the conventional generation fleet.

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    6,600 Hours of 5-minute Electric Load and Wind

    Impact of 25% Wind Energy Penetration:

    5-minute data

    T d i i d

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    Lower Turn-down is required

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    05-Minute Periods for Approximately 9 Months

    Load OnlyLoad and Wind

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    3200

    3000

    2800

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    4:00 AM 6:00 AM 8:00 AM 10:00 AM 12:00 PM 2:00 PM 4:00 PM 6:00 PM

    Base Load - $10/MWh

    Peaking -$90/MWh

    Energy Price $10/MWhEnergy Price $10/MWh

    Energy Price Increasesto $90/MWh becausebase unit can't rampfast enough

    Can the non-wind fleet ramp quickly enough?

    B tt f i ti fl ibilit

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    Better use of existing flexibility

    Tap into maneuverable

    generation that may bebehind the wall1

    Provide a mechanism(market, contract, other)that benefits systemoperator and generator

    Fast energy markets helpprovide needed flexibility2

    and can often supply load

    following flexibility at nocost31Kirby & Milligan, 2005 Methodology for Examining Control Area Ramping Capabilities with Implications for Windhttp://www.nrel.gov/docs/fy05osti/38153.pdf2Kirby & Milligan, 2008 Facilitating Wind Development: The Importance of Electric Industry Structure.http://www.nrel.gov/docs/fy08osti/43251.pdf3Milligan & Kirby 2007, Impact of Balancing Areas Size, Obligation Sharing, and Ramping Capability on Wind Integration .http://www.nrel.gov/docs/fy07osti/41809.pdf

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    PJM

    CA ISO

    CA ISO PJM WAPA

    42,400 55,600 3,087 MW Peak Load Generation21,900 47,000 2,911 Fossil (measured)13,100 2,500 700 Hydro4,600 13,500 0 Nuclear3,700 600 11 Other

    2002 Hourly Data and Generation Capacity

    WAPA

    A i dditi l fl ibilit BA

    http://www.nrel.gov/docs/fy05osti/38153.pdfhttp://www.nrel.gov/docs/fy08osti/43251.pdfhttp://www.nrel.gov/docs/fy07osti/41809.pdfhttp://www.nrel.gov/docs/fy07osti/41809.pdfhttp://www.nrel.gov/docs/fy08osti/43251.pdfhttp://www.nrel.gov/docs/fy05osti/38153.pdf
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    Reduce the need for ramping by combined BAs (real or virtual) Ramping capabilityadds linearly

    Ramping needadds less than linearly

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    ExcessRamping(MW/hr)

    Operating separate balancing areas causesextra ramping compared to combined operations.Blue: up-rampGreen: down-rampYellow: combined ramp

    Ramping that could be eliminated by combining operations

    Some areas are ramping up nearly 1000 MW/hrwhile other areas are ramping down nearly 500 MW/hr

    Milligan & Kirby 2007, Impact of Balancing Areas Size, Obligation Sharing, and Ramping

    Capability on Wind Integration . http://www.nrel.gov/docs/fy07osti/41809.pdf

    Acquire additional flexibility across BAs

    http://www.nrel.gov/docs/fy07osti/41809.pdfhttp://www.nrel.gov/docs/fy07osti/41809.pdf
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    BA Consolidation Reduces Ramp Requirements

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    Excess ramping required by separate operations

    Excess ramp durationHourly data

    ns

    Large infrequent 5

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    ExcessRampComparison:Separatevs.

    CombinedOperation

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    5-Minute Periods

    Load and WindLoad Only

    This graph shows the difference in excess rampingrequirements between wind and no-wind cases.

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    ExcessRampComparison:Separate

    vs.CombinedOperations

    100080060040020 00

    5-Minute Periods

    Load and WindLoad Only

    Milligan & Kirby 2008, An Analysis of Sub-Hourly Ramping Impacts

    of Wind Energy and Balancing Area Size

    Large, infrequent 5-

    Minute Ramps can be

    significantly reduced