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Richard Perez
U. Albany, ASRC
© Richard Perez, et al.
Richard Perez, et al.
Each square foot in New York can generate 20 kWh of
                  photovoltaic electricity per year




                   Photograph courtesy of AltPower, Inc.




Richard Perez, et al.
120 billion kWh / year


More than twice
CONED’s sales

73 million metric tons
CO2
(13 million cars)




            © Richard Perez
© Richard Perez
Only 0.75% of New York’s
area* would be needed to
produce all the electricity
used in the State
*using 10% PV conversion




  Buildings, parking lots and
  roadways cover almost 3%
  of New York’s area
                                © Richard Perez
© Richard Perez, et al.
9 MW
                               10 kW



Richard Perez, et al.
© Richard Perez
All US electrical energy  25,000 km2 PV
                  0.32% US Land Area




© Richard Perez
7%US                 electricity


                  Hydropower artificial lakes > 100,000 km2




© Richard Perez
All World electrical energy from solar:
                  0.07% World Land Area




© Richard Perez
© R. Perez et al.




     World energy use
     16 TW-yr
     per year
     ~ 475 exajoules
16
     ~ 460 Quads
RENEWABLES
                                                                         1,2
                                                              25-70 WIND
               © R. Perez et al.
                                                              per year
                                                                         Waves11,3                     215
                                                                         0.2-2                          total


                                                                                Natural Gas 1,8



                                                            3 -11 per year
                                                                                                      240
                                                           OTEC1,4
                                                                                                      total

                                                                              Petroleum 1,8
                                                    2 – 6 per year                                              ANWR

                                                    Biomass 1,5

                                   3 – 4 per year
16                                                                                           90-300
                                   HYDRO 1,6                                                  Total
                      0.3 – 2 per year
     TIDES 1          Geothermal1,7
     0.3 per year
                                                                                                  Uranium 1,9




                                                                                900
                             FINITE ENERGY                                   Total reserve

                             RESERVES
                                                                                                  COAL 1,8
1,2
                                                                            25-70 WIND
                             © R. Perez et al.
                                                                            per year
                                                                                       Waves11,3                     215
                                                                                       0.2-2                          total


         SOLAR     10
                                                                                              Natural Gas 1,8

         23,000 per year
                                                                          3 -11 per year
                                                                                                                    240
                                                                         OTEC1,4
                                                                                                                    total

                                                                                            Petroleum 1,8
                                                                  2 – 6 per year                                              ANWR
World energy use
16 TW-yr                                                          Biomass 1,5
per year
                                                 3 – 4 per year
                                                                                                           90-300
                                                 HYDRO 1,6                                                  Total
                                    0.3 – 2 per year
                   TIDES 1          Geothermal1,7
                   0.3 per year
                                                                                                                Uranium 1,9




                                                                                              900
                                                                                           Total reserve




                                                                                                                COAL 1,8
© R. Perez et al.
© R. Perez et al.
© R. Perez et al.
Richard Perez, et al.
SOLAR ENERGY IS RELIABLE IN NEW YORK
© Richard Perez, et al.
ELECTRICAL DEMAND THROUGHOUT ONE YEAR




                                        Load Duration Curve




© Richard Perez et al.
ELECTRICAL DEMAND THROUGHOUT ONE YEAR




                                      NO PV
                                      PV at 10% Peak penetration   8760 hours




© Richard Perez et al.
PV IMPACT AT 10% CAPCITY PENETRATION




                                                NO PV
                                                PV at 10% Peak penetration             8760 hours


                                                                       NO PV
                                                                       PV at 10% Peak penetration




                         Displacing highest stress

                                                                                       8760 hours



© Richard Perez et al.
Minimal Load Management
                                              or Storage




                                                                        NO PV
                                                                        PV at 10% Peak penetration




                         Displacing highest stress

                                                                                        8760 hours



© Richard Perez et al.
SOLAR ENERGY IS RELIABLE IN NEW YORK




                                              Heat wave



                    © Richard Perez, et al.


                                               A/C electrical
                                               demand peak
Heat wave



© Richard Perez, et al.


                           A/C electrical
                           demand peak
NO PV
                                                PV at 10% Peak penetration   8760 hours




                   Site-time specific PV output information

                   Typical (TMY) data not suitable




© Richard Perez, et al.
SATELLITE-DERIVED SOLAR RESOURCE




                                                                                                                       TILTED IRRADIANCE

                               Modeled Irradiance
                                         MODELS

                                                                                                                              DAYLIGHT



                                                                                                                            Luminous efficacy




                                                                                                                 80
                                                                                                                 60
                                                                                                                 40
                                                                                                                 20
                                                                                                                 0
                                                                                                                 -20
                                                                                                                 -40
                                     Clear low sun blue scale




                                                                                                                 -60
                                                                                                                 -80
                                                                80



                                                                      60



                                                                           40



                                                                                20



                                                                                     0



                                                                                         -20



                                                                                               -40



                                                                                                     -60



                                                                                                           -80
                                                                       Sky luminance                                         Vertical Diffuse
                                                                     Angular Distribution                                     Illuminances




                                                                                                                                  © R. Perez et al
2007 – Real Time
Clean Power Research
SolarAnywhere R
                                                                                                                  TILTED IRRADIANCE

                          Modeled Irradiance
                                    MODELS

                                                                                                                         DAYLIGHT
                  1-hour to 7-Day
                  Forecasts
                                                                                                                       Luminous efficacy

1998 – 2006




                                                                                                            80
                                                                                                            60
NSRDB NREL




                                                                                                            40
                                                                                                            20
                                                                                                            0
                                                                                                            -20
                                                                                                            -40
                                Clear low sun blue scale




                                                                                                            -60
                                                                                                            -80
                                                           80



                                                                 60



                                                                      40



                                                                           20



                                                                                0



                                                                                    -20



                                                                                          -40



                                                                                                -60



                                                                                                      -80
                                                                  Sky luminance                                         Vertical Diffuse
                                                                Angular Distribution                                     Illuminances




                                                                                                                             © R. Perez et al
Summer 2006 peak demand day
New York City
                 12000

                 11500

                 11000
L o a d (M W )




                 10500

                 10000

                  9500

                  9000

                          NYC L O A D
                  8500
                          NYC L O A D with 1 0 0 0 M W P V
                  8000

© Richard Perez, et al.
Commonwealth Edison
                                                            Minnesota Power and Light
                       HAWAIIAN ELECTRIC                    Indianapolis Power & Light
                                                            First Energy
                                                            Wisconsin Public Service Corp
                                                            Central Illinois Light Co
                               Black Hills Corporation
                                                            Wisconsin Electric Power Co
                               Idaho Power Company
                                                            Northern States Power
                                                            Ameren
                  Seattle Dept. of Lighting
                                                            Illinois Power Company
           Bonneville Power Administration
                         Portland General


                                                                                             Central Maine Power
                                                                                             Consolidated Edison
                                                                                             Orange and Rockland
                                                                                             Cambridge Electric Light Co
                                                                                             Boston Edison
              Tucson Electric                                                                United Illuminating Co
           Salt River Project                                                                Rochester Gas & Electric
      Arizona Public Service
                      SMUD
   S.Diego Gas & Electric Co                                                       Tennessee Valley Authority
       Pacific Gas & Electric                                                      City of Chattanooga
              Nevada Power


                                                                                 Jacksonville Electric Authority
                                                                                 Tampa Electric
                                                                                 Florida Power and Light
                          Lincoln Electric System
                      Colorado Public Service Co
                     Omaha Public Power District         Golden Spread Electric Coop
                                                         City of Austin


© Richard Perez et al., ASRC
Traditional View
Lowest Capacity
Random Energy
output Power Plant

                     Highest Capacity
                                                                  ENERGY
                     Ideally Dispatchable
                     Power Plant




                                                                           source: RReDC




                     CAPACITY


Effective View
                                        © Richard Perez, et al.
Idaho Power Company
                   Nevada Power
           Pacific Gas & Electric
      S.Diego Gas & Electric Co
                                                                                   EFFECTIVE CAPACITY
                           SMUD
       Rochester Gas & Electric
    Omaha Public Power District

                                                                                   1991-2003 tendencies
          Arizona Public Service
   Golden Spread Electric Coop
     Colorado Public Service Co
                Salt River Project
           Lincoln Electric System
         Illinois Power Company
            United Illuminating Co
                  Tucson Electric
                          Ameren
                   Boston Edison
    Cambridge Electric Light Co
          Northern States Power
   Wisconsin Electric Power Co
           Orange and Rockland
          Central Illinois Light Co
          Black Hills Corporation
  Wisconsin Public Service Corp
            Consolidated Edison
                       First Energy
         Florida Power and Light
             City of Chattanooga
      Indianapolis Power & Light
                    Tampa Electric
          Commonwealth Edison
                Hawaiian Electric
            Central Maine Power
   2000-2005
   Jacksonville Electric Authority

   Anomaly Authority
    Tennesee Valley
                                                          2002-03
            Portland General
                                                          experimental
      Minnesota Power and Light
                                                          values
 Bonneville Power Administration                          .
                                                          1991-estimates
            Seattle Dept. of Lighting

                                      0%   20%      40%    60%     80%      100%
© Richard Perez et al., ASRC               2-axis-tracking reference ELCC
Northeast US – AUG 14th, 2003



Perez et al., ASRC
Toronto

Detroit
                              Boston


Cleveland
                       NYC




                      © Richard Perez, et al.
X                                    Sub-Island with enough generation to meet demand
                                      Sub-Islands with insufficient generation to meet demand




                                      Boston

                Toronto

    Detroit
                              NYC

    Cleveland




                                Northeast Electrical Island Boundary


                          © Richard Perez, et al.
NYC           $1 Billion
                     (Reuters)
                     $1.1 Billion
                     (The Guardian)


       US-Can $6.8 - $10.3 B
                     (ICF Consulting)




Perez et al., ASRC
Perez et al., ASRC
18:00 GMT
                                    17:00 GMT



As little as 500 MW of
PV dispersed around
the major northeastern
cities would have
prevented the blackout

An investment of $ 3
billion                                         20:00 GMT
                                    19:00 GMT

Outage cost $ 8 billion




          © Richard Perez, et al.
© Richard Perez, et al.
SHORT-TERM VARIABILITY
                           IMPLICATIONS FOR THE POWER GRID




© Richard Perez, et al.
Very High Penetration
     Storage & Load Management
                                2000
                               16000     S o la r G e ne ra tio n                   P e a king s to ra ge utiliza tio n
                                         No rma l s to ra ge o r v a ria ble ge n   E xc e s s s o la r to s to ra ge
                                         Base Load
                               12000
                                1500
          N et L o ad (M W )




                               8000
                               1000




                                4000
                                 500




                                    0
                                    0




                               -4000
                                -5 0 0
© Richard Perez, et al.
Richard Perez, et al.
Richard Perez, et al.
What is the value of PV for New York?
 Value to                        S ystem O w n ers   U tility   C on stitu en ts


                                 cost
E qu ipm en t

                                 benefit                        cost
In cen tives

                                 benefit             cost
U tility B ill

                                 benefit                        cost
T ax E ffects

                                                     benefit
U tility C ost S avin gs


                                                                benefit
C on stitu en t B en efits


N et B en efit                   ???                 ???        ???




 © Richard Perez & Thomas Hoff
What is the value of PV for New York?
 Value to                        S ystem O w n ers   U tility   C on stitu en ts


                                 cost
E qu ipm en t

                                 benefit                        cost
In cen tives

                                 benefit             cost
U tility B ill

                                 benefit                        cost
T ax E ffects

                                                     benefit
U tility C ost S avin gs


                                                                benefit
C on stitu en t B en efits


N et B en efit                   ???                 ???        ???




 © Richard Perez & Thomas Hoff
What is the value of PV for New York?
 Value to                        S ystem O w n ers   U tility   C on stitu en ts


                                 cost
E qu ipm en t

                                 benefit                        cost
In cen tives

                                 benefit             cost
U tility B ill

                                 benefit                        cost
T ax E ffects

                                                     benefit
U tility C ost S avin gs


                                                                benefit
C on stitu en t B en efits


N et B en efit                   ???                 ???        ???




 © Richard Perez & Thomas Hoff
What is the value of PV for New York?
                                 S ystem O w n ers   U tility   C on stitu en ts


                                 cost
E qu ipm en t

                                 benefit                        cost
In cen tives

                                 benefit             cost
U tility B ill

                                 benefit                        cost
T ax E ffects

                                                     benefit
U tility C ost S avin gs


                                                                benefit
C on stitu en t B en efits


N et B en efit                   ???                 ???        ???




 © Richard Perez & Thomas Hoff
What is the value of PV for New York?
                                 S ystem O w n ers   U tility   C on stitu en ts


                                 cost
E qu ipm en t

                                 benefit                        cost
In cen tives

                                 benefit             cost
U tility B ill

                                 benefit                        cost
T ax E ffects

                                                     benefit
U tility C ost S avin gs


                                                                benefit
C on stitu en t B en efits


N et B en efit                   ???                 ???        ???




 © Richard Perez & Thomas Hoff
What is the value of PV for New York?
                                 S ystem O w n ers   U tility   C on stitu en ts


                                 cost
E qu ipm en t

                                 benefit                        cost
In cen tives

                                 benefit             cost
U tility B ill

                                 benefit                        cost
T ax E ffects

                                                     benefit
U tility C ost S avin gs


                                                                benefit
C on stitu en t B en efits


N et B en efit                   ???                 ???        ???




 © Richard Perez & Thomas Hoff
What is the value of PV for New York?
                                 S ystem O w n ers   U tility   C on stitu en ts


                                 cost
E qu ipm en t

                                 benefit                        cost
In cen tives

                                 benefit             cost
U tility B ill

                                 benefit                        cost
T ax E ffects

                                                     benefit
U tility C ost S avin gs


                                                                benefit
C on stitu en t B en efits


N et B en efit                   ???                 ???        ???




 © Richard Perez & Thomas Hoff
What is the value of PV for New York?
                              S ystem O w n ers   U tility   C on stitu en ts


                              cost
 E qu ipm en t

                              benefit                        cost
 In cen tives

                              benefit             cost
 U tility B ill

                              benefit                        cost
 T ax E ffects

                                                  benefit
 U tility C ost S avin gs


                                                             benefit
 C on stitu en t B en efits

Energy Production Value
 N et B en efit       ???                         ???        ???
Generation Capacity Value
T&D capacity deferral value
Loss savings
Environmental compliance value
Fuel price hedge protection                                   © Richard Perez & Thomas Hoff
Long-term, system-wide rate protection
Environmental health benefits
Business development opportunities (job and business creation)
Use of in-state resource and reduction of state imports
Power grid security enhancement
Disaster recovery
                              S ystem O w n ers    U tility      C on stitu en ts


                              cost
 E qu ipm en t

                              benefit                            cost
 In cen tives

                              benefit              cost
 U tility B ill

                              benefit                            cost
 T ax E ffects

                                                   benefit
 U tility C ost S avin gs


                                                                 benefit
 C on stitu en t B en efits

Energy Production Value
 N et B en efit       ???                          ???           ???
Generation Capacity Value
T&D capacity deferral value
Loss savings
                                                  INITIAL EVALUATION
Environmental compliance value
Fuel price hedge protection                                       © Richard Perez & Thomas Hoff
Long-term, system-wide rate protection
Environmental health benefits
Business development opportunities (job and business creation)
Use of in-state resource and reduction of state imports
What is the value of PV for New York?
Power grid security enhancement
Disaster recovery
                              S ystem O w n ers    U tility      C on stitu en ts


                              cost
 E qu ipm en t

                              benefit                            cost
 In cen tives

                              benefit              cost
 U tility B ill

                              benefit                            cost
 T ax E ffects

                                                   benefit
 U tility C ost S avin gs


                                                                 benefit
 C on stitu en t B en efits

Energy Production Value
 N et B en efit       ???                          ???           ???
Generation Capacity Value
T&D capacity deferral value
Loss savings
                                                  INITIAL EVALUATION
Environmental compliance value
Fuel price hedge protection                                       © Richard Perez & Thomas Hoff
3 CASE STUDIES


                                       CAPITAL



                  WEST

                                                 LONG
                                                 ISLAND




Energy Production Value
Generation Capacity Value
T&D capacity deferral value
Loss savings
                                 INITIAL EVALUATION
Environmental compliance value
Fuel price hedge protection                      © Richard Perez & Thomas Hoff
ENERGY PRODUCTION VALUE



  LBMP
       Location Based
       Marginal Pricing




                                                                              CAPITAL



                                 WEST

                                                                                        LONG
                               PV Value / MWh                                           ISLAND
ALL YEAR                        P V G e o m e try            AVERAGE
                                               o
                              S o u th e s t 3 0 T ilt
L o c a tio n                                                 P R IC E
L o n g Is la n d         $                        109   $               93
C a p ita l               $                         78   $               73
W est                     $                         62   $               55
SUMMER                          P V G e o m e try            AVERAGE
                                               o
                              S o u th e s t 3 0 T ilt
L o c a tio n                                                 P R IC E
L o n g Is la n d         $                        123   $               91
C a p ita l               $                         81   $               69
W est                     $                         73   $               60             © Richard Perez & Thomas Hoff
ENERGY PRODUCTION VALUE


 CONGESTION
                          Penalty




                                                            CAPITAL



                 WEST

                                                                      LONG
                PV Value / MWh                                        ISLAND
ALL YEAR         PV Geometry              AVERAGE
                Southest 30o Tilt
Location                                   PRICE
Long Island   $               (34)    $             (24)
Capital       $                 (7)   $              (8)
West          $                 (2)   $              (2)
SUMMER           PV Geometry              AVERAGE
                Southest 30o Tilt
Location                                   PRICE
Long Island   $               (39)    $             (19)
Capital       $                 (2)   $               (1)
West          $               -       $             -
                                                                      © Richard Perez & Thomas Hoff
GENERATION CAPACITY VALUE




               CAPITAL



WEST

                         LONG
                         ISLAND




                         © Richard Perez & Thomas Hoff
ELCC-SLC COMPOSITE CAPACITY CREDIT
                                                                                                                          CAPITAL



                                                                                                      WEST

                                                                                                                                    LONG
                                                                                                                                    ISLAND




                                  100%                                       C apac ity   C redit W es t
                                                                                                   L.Is land
                                                                             C apac ity   C redit L.Is land
                                                                             C apac ity   C redit C apital
                                                                             C apac ity   C redit C apital
                                                                             C apac ity   F ac tor W es t
                                                                             C apac ity   F ac tor L.Is land
                                  80%                                        C apac ity   F ac tor L.Is land
                                                                             C apac ity   F ac tor C apital
        C a p a c ity C re d it




                                  60%




                                  40%




                                  20%




                                   0%
                                         2%   5%            10%              15%                20%

                                                   G rid P e n e tra tio n




                                                                                                      © Richard Perez & Thomas Hoff
GENERATION CAPACITY VALUE

Unlike energy, is not a directly traded commodity

But it can be estimated:

         •    NYISO DR programs provide up to $100 per kW per
              year for stand-by customer-sited capacity that may, or
              may not be called upon.

         •    Demand-based tariffs e.g., $180/kW per year upstate
              (National Grid) and $250/kW per year downstate
              (ConEdison).




                                                         © Richard Perez & Thomas Hoff
ALL YEAR                         P V G e o m e try            AVERAGE
                                              o

              GENERATION iltCAPACITY3VALUE
                    S o u th e s t 3 0 T
L o c a tio n                                P R IC E
L o n g Is la n d $                    109 $          9
C a p ita l              $                           78   $               73
W est                    $                           62   $               55
                Unlike energy,enot try directlyVtraded commodity
                          PV G om e a
SUMMER                                        A ERAGE
                                              o
                             S o u th e s t 3 0 T ilt
L o c a tio n                                                  P R IC E
                But it can be estimated: $
L o n g Is la n d        $          123                                   91
C a p ita l              $                           81   $               69
W est                    $                           73   $               60

                             •         NYISO DR programs provide up to $100 per kW per
                                       year for stand-by customer-sited capacity that may, or
                                       may not be called upon.

                             •
                             Demand-based tarrifs e.g., $180/kW per year upstate
                          10.9 ¢ per kWh Displaced energy year downstate
                             (National Grid) and $250/kW per
                             (ConEdison).
                         + 4.5 ¢ per kWh Displaced capacity
                              15.4 ¢ per kWh value of net metered systems in L.I.


        Net-metered retail rate in L. I.                                 20 ¢ per kWh
                                                               X
                                                                                         © Richard Perez & Thomas Hoff
Long-term, system-wide rate protection
Environmental health benefits
Business development opportunities (job and
business creation)
                                                    Energy Production Value
Use of in-state resource and reduction of state
                                                    Generation Capacity Value
imports
                                                    T&D capacity deferral value
Power grid security77%
                    enhancement
                                                    Loss savings
Disaster recovery
     Very likely that utility
                                                    Environmental compliance value
     VALUE TO COST RATIO                            Fuel price hedge protection



     >>100%
                                                                     Value to Cost Ratio
                     15.4 ¢ per kWh               Value to utility


                                                                     77%
     Net-metered retail to utility I. 
                 Cost rate in L.                   20 ¢ per kWh

                                                                      © Richard Perez & Thomas Hoff
Thanks for your attention

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Richard Perez | Practical Solar Analysis

  • 4. Each square foot in New York can generate 20 kWh of photovoltaic electricity per year Photograph courtesy of AltPower, Inc. Richard Perez, et al.
  • 5. 120 billion kWh / year More than twice CONED’s sales 73 million metric tons CO2 (13 million cars) © Richard Perez
  • 7. Only 0.75% of New York’s area* would be needed to produce all the electricity used in the State *using 10% PV conversion Buildings, parking lots and roadways cover almost 3% of New York’s area © Richard Perez
  • 9. 9 MW 10 kW Richard Perez, et al.
  • 11. All US electrical energy  25,000 km2 PV 0.32% US Land Area © Richard Perez
  • 12. 7%US electricity Hydropower artificial lakes > 100,000 km2 © Richard Perez
  • 13. All World electrical energy from solar: 0.07% World Land Area © Richard Perez
  • 14. © R. Perez et al. World energy use 16 TW-yr per year ~ 475 exajoules 16 ~ 460 Quads
  • 15. RENEWABLES 1,2 25-70 WIND © R. Perez et al. per year Waves11,3 215 0.2-2 total Natural Gas 1,8 3 -11 per year 240 OTEC1,4 total Petroleum 1,8 2 – 6 per year ANWR Biomass 1,5 3 – 4 per year 16 90-300 HYDRO 1,6 Total 0.3 – 2 per year TIDES 1 Geothermal1,7 0.3 per year Uranium 1,9 900 FINITE ENERGY Total reserve RESERVES COAL 1,8
  • 16. 1,2 25-70 WIND © R. Perez et al. per year Waves11,3 215 0.2-2 total SOLAR 10 Natural Gas 1,8 23,000 per year 3 -11 per year 240 OTEC1,4 total Petroleum 1,8 2 – 6 per year ANWR World energy use 16 TW-yr Biomass 1,5 per year 3 – 4 per year 90-300 HYDRO 1,6 Total 0.3 – 2 per year TIDES 1 Geothermal1,7 0.3 per year Uranium 1,9 900 Total reserve COAL 1,8
  • 17. © R. Perez et al.
  • 18. © R. Perez et al.
  • 19. © R. Perez et al.
  • 21. SOLAR ENERGY IS RELIABLE IN NEW YORK
  • 23. ELECTRICAL DEMAND THROUGHOUT ONE YEAR Load Duration Curve © Richard Perez et al.
  • 24. ELECTRICAL DEMAND THROUGHOUT ONE YEAR NO PV PV at 10% Peak penetration 8760 hours © Richard Perez et al.
  • 25. PV IMPACT AT 10% CAPCITY PENETRATION NO PV PV at 10% Peak penetration 8760 hours NO PV PV at 10% Peak penetration Displacing highest stress 8760 hours © Richard Perez et al.
  • 26. Minimal Load Management or Storage NO PV PV at 10% Peak penetration Displacing highest stress 8760 hours © Richard Perez et al.
  • 27. SOLAR ENERGY IS RELIABLE IN NEW YORK Heat wave © Richard Perez, et al. A/C electrical demand peak
  • 28. Heat wave © Richard Perez, et al. A/C electrical demand peak
  • 29. NO PV PV at 10% Peak penetration 8760 hours Site-time specific PV output information Typical (TMY) data not suitable © Richard Perez, et al.
  • 30. SATELLITE-DERIVED SOLAR RESOURCE TILTED IRRADIANCE Modeled Irradiance MODELS DAYLIGHT Luminous efficacy 80 60 40 20 0 -20 -40 Clear low sun blue scale -60 -80 80 60 40 20 0 -20 -40 -60 -80 Sky luminance Vertical Diffuse Angular Distribution Illuminances © R. Perez et al
  • 31. 2007 – Real Time Clean Power Research SolarAnywhere R TILTED IRRADIANCE Modeled Irradiance MODELS DAYLIGHT 1-hour to 7-Day Forecasts Luminous efficacy 1998 – 2006 80 60 NSRDB NREL 40 20 0 -20 -40 Clear low sun blue scale -60 -80 80 60 40 20 0 -20 -40 -60 -80 Sky luminance Vertical Diffuse Angular Distribution Illuminances © R. Perez et al
  • 32. Summer 2006 peak demand day New York City 12000 11500 11000 L o a d (M W ) 10500 10000 9500 9000 NYC L O A D 8500 NYC L O A D with 1 0 0 0 M W P V 8000 © Richard Perez, et al.
  • 33. Commonwealth Edison Minnesota Power and Light HAWAIIAN ELECTRIC Indianapolis Power & Light First Energy Wisconsin Public Service Corp Central Illinois Light Co Black Hills Corporation Wisconsin Electric Power Co Idaho Power Company Northern States Power Ameren Seattle Dept. of Lighting Illinois Power Company Bonneville Power Administration Portland General Central Maine Power Consolidated Edison Orange and Rockland Cambridge Electric Light Co Boston Edison Tucson Electric United Illuminating Co Salt River Project Rochester Gas & Electric Arizona Public Service SMUD S.Diego Gas & Electric Co Tennessee Valley Authority Pacific Gas & Electric City of Chattanooga Nevada Power Jacksonville Electric Authority Tampa Electric Florida Power and Light Lincoln Electric System Colorado Public Service Co Omaha Public Power District Golden Spread Electric Coop City of Austin © Richard Perez et al., ASRC
  • 34. Traditional View Lowest Capacity Random Energy output Power Plant Highest Capacity ENERGY Ideally Dispatchable Power Plant source: RReDC CAPACITY Effective View © Richard Perez, et al.
  • 35. Idaho Power Company Nevada Power Pacific Gas & Electric S.Diego Gas & Electric Co EFFECTIVE CAPACITY SMUD Rochester Gas & Electric Omaha Public Power District 1991-2003 tendencies Arizona Public Service Golden Spread Electric Coop Colorado Public Service Co Salt River Project Lincoln Electric System Illinois Power Company United Illuminating Co Tucson Electric Ameren Boston Edison Cambridge Electric Light Co Northern States Power Wisconsin Electric Power Co Orange and Rockland Central Illinois Light Co Black Hills Corporation Wisconsin Public Service Corp Consolidated Edison First Energy Florida Power and Light City of Chattanooga Indianapolis Power & Light Tampa Electric Commonwealth Edison Hawaiian Electric Central Maine Power 2000-2005 Jacksonville Electric Authority Anomaly Authority Tennesee Valley 2002-03 Portland General experimental Minnesota Power and Light values Bonneville Power Administration . 1991-estimates Seattle Dept. of Lighting 0% 20% 40% 60% 80% 100% © Richard Perez et al., ASRC 2-axis-tracking reference ELCC
  • 36. Northeast US – AUG 14th, 2003 Perez et al., ASRC
  • 37. Toronto Detroit Boston Cleveland NYC © Richard Perez, et al.
  • 38. X Sub-Island with enough generation to meet demand Sub-Islands with insufficient generation to meet demand Boston Toronto Detroit NYC Cleveland Northeast Electrical Island Boundary © Richard Perez, et al.
  • 39. NYC $1 Billion (Reuters) $1.1 Billion (The Guardian) US-Can $6.8 - $10.3 B (ICF Consulting) Perez et al., ASRC
  • 41. 18:00 GMT 17:00 GMT As little as 500 MW of PV dispersed around the major northeastern cities would have prevented the blackout An investment of $ 3 billion 20:00 GMT 19:00 GMT Outage cost $ 8 billion © Richard Perez, et al.
  • 43. SHORT-TERM VARIABILITY IMPLICATIONS FOR THE POWER GRID © Richard Perez, et al.
  • 44. Very High Penetration Storage & Load Management 2000 16000 S o la r G e ne ra tio n P e a king s to ra ge utiliza tio n No rma l s to ra ge o r v a ria ble ge n E xc e s s s o la r to s to ra ge Base Load 12000 1500 N et L o ad (M W ) 8000 1000 4000 500 0 0 -4000 -5 0 0 © Richard Perez, et al.
  • 46.
  • 48. What is the value of PV for New York? Value to S ystem O w n ers U tility C on stitu en ts cost E qu ipm en t benefit cost In cen tives benefit cost U tility B ill benefit cost T ax E ffects benefit U tility C ost S avin gs benefit C on stitu en t B en efits N et B en efit ??? ??? ??? © Richard Perez & Thomas Hoff
  • 49. What is the value of PV for New York? Value to S ystem O w n ers U tility C on stitu en ts cost E qu ipm en t benefit cost In cen tives benefit cost U tility B ill benefit cost T ax E ffects benefit U tility C ost S avin gs benefit C on stitu en t B en efits N et B en efit ??? ??? ??? © Richard Perez & Thomas Hoff
  • 50. What is the value of PV for New York? Value to S ystem O w n ers U tility C on stitu en ts cost E qu ipm en t benefit cost In cen tives benefit cost U tility B ill benefit cost T ax E ffects benefit U tility C ost S avin gs benefit C on stitu en t B en efits N et B en efit ??? ??? ??? © Richard Perez & Thomas Hoff
  • 51. What is the value of PV for New York? S ystem O w n ers U tility C on stitu en ts cost E qu ipm en t benefit cost In cen tives benefit cost U tility B ill benefit cost T ax E ffects benefit U tility C ost S avin gs benefit C on stitu en t B en efits N et B en efit ??? ??? ??? © Richard Perez & Thomas Hoff
  • 52. What is the value of PV for New York? S ystem O w n ers U tility C on stitu en ts cost E qu ipm en t benefit cost In cen tives benefit cost U tility B ill benefit cost T ax E ffects benefit U tility C ost S avin gs benefit C on stitu en t B en efits N et B en efit ??? ??? ??? © Richard Perez & Thomas Hoff
  • 53. What is the value of PV for New York? S ystem O w n ers U tility C on stitu en ts cost E qu ipm en t benefit cost In cen tives benefit cost U tility B ill benefit cost T ax E ffects benefit U tility C ost S avin gs benefit C on stitu en t B en efits N et B en efit ??? ??? ??? © Richard Perez & Thomas Hoff
  • 54. What is the value of PV for New York? S ystem O w n ers U tility C on stitu en ts cost E qu ipm en t benefit cost In cen tives benefit cost U tility B ill benefit cost T ax E ffects benefit U tility C ost S avin gs benefit C on stitu en t B en efits N et B en efit ??? ??? ??? © Richard Perez & Thomas Hoff
  • 55. What is the value of PV for New York? S ystem O w n ers U tility C on stitu en ts cost E qu ipm en t benefit cost In cen tives benefit cost U tility B ill benefit cost T ax E ffects benefit U tility C ost S avin gs benefit C on stitu en t B en efits Energy Production Value N et B en efit ??? ??? ??? Generation Capacity Value T&D capacity deferral value Loss savings Environmental compliance value Fuel price hedge protection © Richard Perez & Thomas Hoff
  • 56. Long-term, system-wide rate protection Environmental health benefits Business development opportunities (job and business creation) Use of in-state resource and reduction of state imports Power grid security enhancement Disaster recovery S ystem O w n ers U tility C on stitu en ts cost E qu ipm en t benefit cost In cen tives benefit cost U tility B ill benefit cost T ax E ffects benefit U tility C ost S avin gs benefit C on stitu en t B en efits Energy Production Value N et B en efit ??? ??? ??? Generation Capacity Value T&D capacity deferral value Loss savings INITIAL EVALUATION Environmental compliance value Fuel price hedge protection © Richard Perez & Thomas Hoff
  • 57. Long-term, system-wide rate protection Environmental health benefits Business development opportunities (job and business creation) Use of in-state resource and reduction of state imports What is the value of PV for New York? Power grid security enhancement Disaster recovery S ystem O w n ers U tility C on stitu en ts cost E qu ipm en t benefit cost In cen tives benefit cost U tility B ill benefit cost T ax E ffects benefit U tility C ost S avin gs benefit C on stitu en t B en efits Energy Production Value N et B en efit ??? ??? ??? Generation Capacity Value T&D capacity deferral value Loss savings INITIAL EVALUATION Environmental compliance value Fuel price hedge protection © Richard Perez & Thomas Hoff
  • 58. 3 CASE STUDIES CAPITAL WEST LONG ISLAND Energy Production Value Generation Capacity Value T&D capacity deferral value Loss savings INITIAL EVALUATION Environmental compliance value Fuel price hedge protection © Richard Perez & Thomas Hoff
  • 59. ENERGY PRODUCTION VALUE LBMP Location Based Marginal Pricing CAPITAL WEST LONG PV Value / MWh ISLAND ALL YEAR P V G e o m e try AVERAGE o S o u th e s t 3 0 T ilt L o c a tio n P R IC E L o n g Is la n d $ 109 $ 93 C a p ita l $ 78 $ 73 W est $ 62 $ 55 SUMMER P V G e o m e try AVERAGE o S o u th e s t 3 0 T ilt L o c a tio n P R IC E L o n g Is la n d $ 123 $ 91 C a p ita l $ 81 $ 69 W est $ 73 $ 60 © Richard Perez & Thomas Hoff
  • 60. ENERGY PRODUCTION VALUE CONGESTION Penalty CAPITAL WEST LONG PV Value / MWh ISLAND ALL YEAR PV Geometry AVERAGE Southest 30o Tilt Location PRICE Long Island $ (34) $ (24) Capital $ (7) $ (8) West $ (2) $ (2) SUMMER PV Geometry AVERAGE Southest 30o Tilt Location PRICE Long Island $ (39) $ (19) Capital $ (2) $ (1) West $ - $ - © Richard Perez & Thomas Hoff
  • 61. GENERATION CAPACITY VALUE CAPITAL WEST LONG ISLAND © Richard Perez & Thomas Hoff
  • 62. ELCC-SLC COMPOSITE CAPACITY CREDIT CAPITAL WEST LONG ISLAND 100% C apac ity C redit W es t L.Is land C apac ity C redit L.Is land C apac ity C redit C apital C apac ity C redit C apital C apac ity F ac tor W es t C apac ity F ac tor L.Is land 80% C apac ity F ac tor L.Is land C apac ity F ac tor C apital C a p a c ity C re d it 60% 40% 20% 0% 2% 5% 10% 15% 20% G rid P e n e tra tio n © Richard Perez & Thomas Hoff
  • 63. GENERATION CAPACITY VALUE Unlike energy, is not a directly traded commodity But it can be estimated: • NYISO DR programs provide up to $100 per kW per year for stand-by customer-sited capacity that may, or may not be called upon. • Demand-based tariffs e.g., $180/kW per year upstate (National Grid) and $250/kW per year downstate (ConEdison). © Richard Perez & Thomas Hoff
  • 64. ALL YEAR P V G e o m e try AVERAGE o GENERATION iltCAPACITY3VALUE S o u th e s t 3 0 T L o c a tio n P R IC E L o n g Is la n d $ 109 $ 9 C a p ita l $ 78 $ 73 W est $ 62 $ 55 Unlike energy,enot try directlyVtraded commodity PV G om e a SUMMER A ERAGE o S o u th e s t 3 0 T ilt L o c a tio n P R IC E But it can be estimated: $ L o n g Is la n d $ 123 91 C a p ita l $ 81 $ 69 W est $ 73 $ 60 • NYISO DR programs provide up to $100 per kW per year for stand-by customer-sited capacity that may, or may not be called upon. • Demand-based tarrifs e.g., $180/kW per year upstate 10.9 ¢ per kWh Displaced energy year downstate (National Grid) and $250/kW per (ConEdison). + 4.5 ¢ per kWh Displaced capacity 15.4 ¢ per kWh value of net metered systems in L.I. Net-metered retail rate in L. I.  20 ¢ per kWh X © Richard Perez & Thomas Hoff
  • 65. Long-term, system-wide rate protection Environmental health benefits Business development opportunities (job and business creation) Energy Production Value Use of in-state resource and reduction of state Generation Capacity Value imports T&D capacity deferral value Power grid security77% enhancement Loss savings Disaster recovery Very likely that utility Environmental compliance value VALUE TO COST RATIO Fuel price hedge protection >>100% Value to Cost Ratio 15.4 ¢ per kWh Value to utility 77% Net-metered retail to utility I.  Cost rate in L. 20 ¢ per kWh © Richard Perez & Thomas Hoff
  • 66. Thanks for your attention