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AURORA Workshop April 22, 2021

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Page 1: Aurora Workshop - Idaho Power

AURORA Workshop

April 22, 2021

Page 2: Aurora Workshop - Idaho Power

Agenda

• General Terms• Overview• Zonal Simulation (Portfolio Costing)• Long Term Capacity Expansion (LTCE)

2

Page 3: Aurora Workshop - Idaho Power

IRPAC Reminder

• Please provide feedback during IRPAC meetings • IRPAC meetings review/develop Input Assumptions• Feedback helps with:

– IRPAC discussions– Collaboration– New ideas– Developing the best IRP

3

Page 4: Aurora Workshop - Idaho Power

Commonly Used Terms• Area – Geographic, market, balancing area• ATC – Available Transmission Capability• aMW – Average Megawatt (average energy over a time period)• Link – Transmission line• LT – Long-Term• LTCE – Long-Term Capacity Expansion• Marginal Resource – Last Resource dispatched for the Zone• MW – Megawatt, (1,000 kilowatts or 1,000,000 watts)• Nameplate – Rated Resource Capacity• PPA – Power Purchase Agreement• PURPA – Public Utility Regulatory Policies Act • WECC – Western Electricity Coordinating Council• Zone – One or more Areas

4

Page 5: Aurora Workshop - Idaho Power

Capacity Versus Energy

• Capacity (MW) = highest demand for energy during a time period– PEAK HOUR– July 22, 2019 = 3,242 MW– All Time System Peak – July 7, 2017 = 3,422 MW

• Energy (MWh) = total energy used during a time period– ALL HOURS– 2019 Total Annual Sales = 17,387,636 MWh – aMW = 1,985 MW (17,387,636 MWh/8,760 hours)

5

Page 6: Aurora Workshop - Idaho Power

Capacity Versus Energy(Continued)

-

500

1,000

1,500

2,000

2,500

3,000

3,500

4,000

MW

Energy – MWh (Total of All Hours)

aMW

Capacity - MW (Peak Hour)

6

Page 7: Aurora Workshop - Idaho Power

Capacity Versus Energy(Continued)

Average Residential Homes Served

Capacity MW (System Peak Hour Demand) 45,739

Energy MWh (Total of all Hours) 72,681

Resource Size = 100 MWResource Availability = 93%Resource Peak Hour Contribution = 100 MWResource Annual Energy = 814,680 MWhAverage Annual Residential Usage = 11,209 kWhAverage Residential Customer Demand at System Peak = ~2.2 kW

7

Page 8: Aurora Workshop - Idaho Power

Aurora Overview

8

Page 9: Aurora Workshop - Idaho Power

Aurora• Developed by EPIS, Inc. in 1997• Merged with Energy Exemplar in 2018

– energyexemplar.com• Energy Exemplar Models

– Aurora, Plexos• Electric Market Price Forecasting Tool

– Hourly time step used for IRP– Simulates Entire WECC

• Used by multiple entities worldwide• Used in various areas within Idaho Power

– IRP, Regulatory, coal analyses, PURPA pricing, project valuation• Used in multiple IRP cycles

9

Page 10: Aurora Workshop - Idaho Power

System Topology

10

Page 11: Aurora Workshop - Idaho Power

System Topology(Continued)

• Resources and demand are located within each Area.• Area description

– Areas are assigned by geographic region.– One Area can occupy a zone.– Multiple Areas can occupy a zone.– Areas are connected by transmission links.

11

Page 12: Aurora Workshop - Idaho Power

Modeling Logic

• Basic concept – supply/demand• Resources supply demand

– Generation units are dispatched based on economics and constraints.– Electricity flows based on economics and constraints.– Resource stacks are calculated every hour.– Marginal generation units set the zonal price.

12

Page 13: Aurora Workshop - Idaho Power

Resource Stack Example

Resource MW

System Demand 1,200

Coal 300

Natural Gas (Base) 150

Hydro Generation 600

Must Run Resources 150

Resource MW

System Demand 3,400

Demand Response 300

Market Purchases 230

Natural Gas (Peaker) 350

Coal 800

Natural Gas (Base) 270

Hydro Generation 1,100

Must-run Resources 350

Note: Resource types and resource units are grouped together for this example.13

Page 14: Aurora Workshop - Idaho Power

Resource Stack Example(Aurora Peak Hour - Sample Output)

0

500

1,000

1,500

2,000

2,500

3,000

3,500

4,000

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

MW

Hour

WIND

PLUS SOLAR

PLUS COAL

PLUS HYDRO

PLUS LANGLEY

PLUS PEAKERS

PLUS PURCHASED POWER

PLUS DSM

14

Page 15: Aurora Workshop - Idaho Power

Aurora Database

• Aurora provides a default WECC database.• Many competing models don’t provide a database.• Database captures what’s happening around us.

– Important to model entire WECC during sensitivity analyses.• Examples – high carbon cost future, high gas cost future, etc.• As futures change – MARKET PRICES CHANGE

– Never a good idea to plan in a bubble.

15

Page 16: Aurora Workshop - Idaho Power

Example Data Sources

Resource Information– NERC Electric Supply & Demand Database

• nerc.com/pa/RAPA/ESD/Pages/default.aspx– EIA-860

• eia.gov/electricity/data/eia860/– EIA Form-411

• eia.gov/electricity/data/eia411/– California Energy Commission, StatCanada, USDOE, Energy Exemplar, NREL,

EPA, FERC

16

Page 17: Aurora Workshop - Idaho Power

Transmission Information– WECC Power Supply Assessment

• wecc.biz/SystemAdequacyPlanning/Pages/Default.aspx– WECC Path Ratings Catalog

• wecc.biz/Pages/results.aspx?k=ALL(Path+Rating+Catalog)– BC Hydro actual transmission flows– Approximations from published maps

Example Data Sources(continued)

17

Page 18: Aurora Workshop - Idaho Power

Fuel Information– Natural Gas

• EIA– eia.gov/naturalgas/

• NYMEX– cmegroup.com/company/nymex.html

• Proprietary subscriptions– Coal

• EIA

Example Data Sources(continued)

18

Page 19: Aurora Workshop - Idaho Power

• IRP Process– IRPAC recommendations

• Default database is a good starting point• Additional reasons for refinements:

– Newer price forecasts are available– Standard industry practice– Proprietary information– Sensitivity analyses

Aurora Database Refinement

19

Page 20: Aurora Workshop - Idaho Power

Zonal Simulation

20

Page 21: Aurora Workshop - Idaho Power

Zonal Simulation

• Hourly simulation for entire WECC is performed– Existing and New Resources

• Portfolio simulation for Idaho Power (portfolio costing)• Resources are dispatched to serve demand• Energy flows based on demand/economics

21

Page 22: Aurora Workshop - Idaho Power

Zonal Simulation(Continued)

• Hourly dispatch considerations:– Economics– Ramp rates– Regulation services

• Examples: RegUp, RegDown– Min Up/Min Down– Maintenance schedules– Transmission ratings– Must-run resources

22

Page 23: Aurora Workshop - Idaho Power

Ramp Rate Examples

• Amount a resource can increase generation within the next hour.• Peaking resource – 100% ramp rate

– Used for limited hours to meet high-load hours– 150 MW nameplate, 100% Ramp Rate– Hour 1 = off; hour 2 = 150 MW (full output)

• Baseload resource – 50% ramp rate– Used for all hours to meet all load hours– 150 MW nameplate, 50% ramp rate– Hour 1 = off; hour 2 = 75 MW; hour 3 = 150 MW (full output)

23

Page 24: Aurora Workshop - Idaho Power

0

20

40

60

80

100

120

140

160

1 2 3 4 5 6 7 8 9 10 11 12

MW

Hours

Ramp Rate Examples(Continued)

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80

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140

160

1 2 3 4 5 6 7 8 9 10 11 12

MW

Hours

Peaking Resource Base Load Resource

24

Page 25: Aurora Workshop - Idaho Power

Regulation Services Example

• Reg Up = under supply– Example: Variable resource generation decreases; flexible resource needs to

increase generation.

• Reg Down = over supply– Example: Variable resource generation increases; flexible resource needs to

decrease generation.

25

Page 26: Aurora Workshop - Idaho Power

Regulation Services Example(Continued)

Resource size = 100 MW

RegUp = 25 MW

RegDown = 25 MWGeneration = 75 MW

Min = 50 MW

Max = 100 MW

26

Page 27: Aurora Workshop - Idaho Power

Regulation Services Example - Hydro(Continued)

-200

-100

0

100

200

300

400

500

600

700

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

MW

Hour

Generation Reg Up Reg Down

27

Page 28: Aurora Workshop - Idaho Power

Min Up/Down Example

• Operational constraints often require resources to remain on or off for designated time periods.

• Min Up = 12 Hours• Min Down = 12 Hours• Once a resource starts up, it must remain operational for 12 hours.• Once a resource shuts down, it must remain off for 12 hours.

28

Page 29: Aurora Workshop - Idaho Power

Min Up/Down Example(Continue)

0

20

40

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1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36

MW

Hours

Min Down TimeMin Up Time

29

Page 30: Aurora Workshop - Idaho Power

Maintenance Schedule Example

• Designated maintenance schedules for planned maintenance• Turbine overhaul• Bearing replacements• Generator rebuilds• Etc.

30

Page 31: Aurora Workshop - Idaho Power

Maintenance Schedule Example(Continued)

0

20

40

60

80

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120

140

1 5 9 13 17 21 25 29 33 37 41 45 49 53 57 61 65 69 73 77 81 85 89 93 97 101

105

109

113

117

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133

137

141

145

149

153

157

161

165

169

173

177

181

185

189

193

MW

Hours

1 Week Maintenance Schedule

31

Page 32: Aurora Workshop - Idaho Power

Transmission Rating Example

• Transmission line ratings can limit the amount of energy flow.• Energy might be cheaper in one zone, but if the line doesn’t have

sufficient capacity, energy can’t flow.

32

Page 33: Aurora Workshop - Idaho Power

Transmission Rating Example(Continued)

Zone 1Excess energy = 500 MWZonal price = $26/MWh

Zone 3Energy shortfall = 500 MW

ATC = 200 MW

Zone 2Excess energy = 500 MWZonal price = $32/MWh

ATC = 500 MW300 MW @ $32/MWh

200 MW @ $26/MWh

33

Page 34: Aurora Workshop - Idaho Power

Must Run Resources Example

• PURPA/PPA• Forecasted generation is input into Aurora.• Must-run resources always run at 100% of forecasted generation.

34

Page 35: Aurora Workshop - Idaho Power

Heavy Load Hour – Example

35

Page 36: Aurora Workshop - Idaho Power

Light Load Hour - Example

36

Page 37: Aurora Workshop - Idaho Power

Aurora Dispatch Example(Hells Canyon Complex)

0

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1,500

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1,000

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

MW

MW

Hours

HCC Demand

37

Page 38: Aurora Workshop - Idaho Power

Aurora Dispatch Example(Run of River)

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

MW

MW

Hours

ROR Demand

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Page 39: Aurora Workshop - Idaho Power

Aurora Dispatch Example(Jim Bridger)

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

MW

MW

Hours

Bridger Demand

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Page 40: Aurora Workshop - Idaho Power

Aurora Dispatch Example(PURPA – PPA)

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

MW

MW

Hours

PURPA - PPA Demand

40

Page 41: Aurora Workshop - Idaho Power

Aurora Dispatch Example(Solar – Battery)

0

500

1,000

1,500

2,000

2,500

3,000

3,500

4,000

-40

-30

-20

-10

0

10

20

30

40

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

MWM

W

Hours

Solar Battery Demand

Battery Discharge

Battery ChargeBattery Charge

41

Page 42: Aurora Workshop - Idaho Power

Aurora Dispatch Example(Solar – Battery Combined)

0

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1,000

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2,500

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4,000

0

5

10

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

MW

MW

Hours

Solar Plus Battery Demand

42

Page 43: Aurora Workshop - Idaho Power

Model Verification-Validation• Flow-through inputs are checked for accuracy.• Examples of flow-through inputs:

– Load forecast– Hydro generation– Natural gas prices– Coal prices– PURPA/PPA– New resource assumptions

• Inputs must equal outputs

43

Page 44: Aurora Workshop - Idaho Power

Model Verification-Validation Example(Load Forecast)

Aurora Output 0 Time_Period Report_Year Item Energy Input Differences

2021_01_01 Hr 01 2021 Total 1,591 1,591 (0.00)

2021_01_01 Hr 02 2021 Total 1,591 1,591 0.00

2021_01_01 Hr 03 2021 Total 1,487 1,487 (0.00)

2021_01_01 Hr 04 2021 Total 1,474 1,474 (0.00)

2021_01_01 Hr 05 2021 Total 1,464 1,464 0.00

2021_01_01 Hr 06 2021 Total 1,511 1,511 (0.00)

2021_01_01 Hr 07 2021 Total 1,579 1,579 (0.00)

2021_01_01 Hr 08 2021 Total 1,696 1,696 (0.00)

2021_01_01 Hr 09 2021 Total 1,798 1,798 0.00

2021_01_01 Hr 10 2021 Total 1,875 1,875 0.00

2021_01_01 Hr 11 2021 Total 1,916 1,916 (0.00)

2021_01_01 Hr 12 2021 Total 1,912 1,912 (0.00)

44

Page 45: Aurora Workshop - Idaho Power

Long-Term Capacity Expansion(LTCE)

45

Page 46: Aurora Workshop - Idaho Power

LTCE Description

• Resources are built or retired based on the following:– Load and resource balance analysis

• Planning margin requirements– Economics

• Future/existing resource costs– Constraints

• RPS requirements• Regulation requirements• Etc.

46

Page 47: Aurora Workshop - Idaho Power

LTCE Differences2019 IRP 2021 IRP

47

Page 48: Aurora Workshop - Idaho Power

Load and Resource Balance Analysis

+ Existing and future resources+ Existing and future transmission capacity- Load forecast= Surplus / (Deficiency)

+ Supply- Demand= Surplus / (Deficiency)

48

Page 49: Aurora Workshop - Idaho Power

Load and Resource Balance AnalysisAdjusted for Planning Margin

Demand = Demand * Planning MarginExample Demand = 3,500 MWPlanning margin = 15%Planning margin requirement = 4,025 MW

+ Supply- Demand= Surplus / (Deficiency)

49

Page 50: Aurora Workshop - Idaho Power

Demand - Year 2021

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500

1,000

1,500

2,000

2,500

3,000

3,500

4,000

MW

Year 2021 - Hours

Peak Hour

50

Page 51: Aurora Workshop - Idaho Power

Economics/Constraints

• Need determined from load and resource balance– New and existing resources are ranked on cost.– Resources are added or retired based on cost and resource attributes.– Constraints can alter resource selections.

• RPS requirements• Emission constraints

51

Page 52: Aurora Workshop - Idaho Power

LTCE Simulation

• Step 1 – Load and resource balance analysis performed• Step 2 – New/existing resource valuation created• Step 3 – New/existing resources added/removed for first LTCE• Step 4 – First LTCE iteration starts

– Zonal simulation sampling is used for Average System Cost calculations.• All hours, one week per month, 20 years

• Step 5 – Repeat steps 3 and 4 (using different resource combinations) until a minimum of five iterations are performed.

• Final step – convergence

52

Page 53: Aurora Workshop - Idaho Power

Convergence

• Convergence requirements:– Average System Cost between iterations must be within study precision level.– Resource additions or retirements between iterations must be similar.

• If large changes are occurring, model convergence doesn’t occur, even if the precision level is met.

53

Page 54: Aurora Workshop - Idaho Power

2019 IRP System Convergence

$40

$50

$60

$70

$80

$90

$100

$110

$120

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15

Aver

age

Syst

em C

ost (

$/M

Wh)

LTCE Iteration

P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 P12

P13 P14 P15 P16 P17 P18 P19 P20 P21 P22 P23 P24

54

Page 55: Aurora Workshop - Idaho Power

System Convergence

• Final LT iteration creates a Resource Modifier Table (RMT) within Aurora.

• RMT is used to adjust the default WECC database.– New resource additions– Existing resource retirements

• Every LTCE creates an RMT.

55

Page 56: Aurora Workshop - Idaho Power

2019 IRP Results

LTCE WECC Portfolio 14(“Planning Gas – Planning Carbon”)

56

Page 57: Aurora Workshop - Idaho Power

ConvergenceLTCE WECC Portfolio 14

$42

$43

$44

$45

$46

$47

$48

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15

Aver

age

Syst

em C

ost (

$/M

Wh)

LTCE Iteration

LT Iteration Average System Cost Change1 $47.65 2 $44.47 -6.67%3 $43.09 -3.12%4 $44.35 2.94%5 $43.79 -1.28%6 $44.18 0.90%7 $43.89 -0.65%8 $44.17 0.63%

57

Page 58: Aurora Workshop - Idaho Power

Resource SelectionLTCE WECC Portfolio 14

(MW) Gas Solar Battery DR BridgerIteration Add UnAdd Add UnAdd Add UnAdd Add UnAdd Retire Change

1 411 0 535 0 80 0 35 0 0 02 177 03 111 111 240 335 10 0 0 177456 300 111 0 12078

Total 600 320 80 45 177

58

Page 59: Aurora Workshop - Idaho Power

WECC Buildout – LTCE WECC P14

(2,000)

(1,000)

0

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2,000

3,000

4,000

5,000

2019

2020

2021

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MW

Additions Retirements

59

Page 60: Aurora Workshop - Idaho Power

WECC Buildout – LTCE WECC P14

(2,000)

(1,000)

0

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5,000

2019

2020

2021

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MW

Renewable Non-Renewable

60

Page 61: Aurora Workshop - Idaho Power

WECC Buildout SummaryLTCE WECC Portfolio 14

• Total additions = 72,505 MW– Renewables = 38,125 MW– Non-renewables = 34,380 MW

• Total retirements = (11,443 MW)– Renewables = (2 MW) – Non-renewables = (11,441 MW)

• Net position – 61,062 MW61

Page 62: Aurora Workshop - Idaho Power

2019 IRP Results

LTCE WECC Portfolio 24(“High Gas – High Carbon”)

62

Page 63: Aurora Workshop - Idaho Power

ConvergenceLTCE WECC Portfolio 24

$85

$90

$95

$100

$105

$110

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15

Aver

age

Syst

em C

ost (

$/M

Wh)

LTCE Iteration

LT Iteration Average System Cost Change1 $109.01 2 $100.53 -7.78%3 $87.85 -12.61%4 $93.07 5.94%5 $89.73 -3.59%6 $91.66 2.15%7 $90.44 -1.33%8 $91.27 0.91%9 $91.64 0.41%

10 $91.35 -0.32%11 $91.54 0.20%12 $91.35 -0.20%13 $91.42 0.07%14 $91.39 -0.03%

63

Page 64: Aurora Workshop - Idaho Power

Resource SelectionLTCE WECC Portfolio 24

(MW) Gas Solar Wind Battery Biomass DR Nuclear Pumped Storage BridgerIteration Add UnAdd Add UnAdd Add UnAdd Add UnAdd Add UnAdd Add UnAdd Add UnAdd Add UnAdd Retire Change

1 495 0 30 0 60 0 30 0 420 02 300 0 850 455 1100 0 0 30 180 30 15 0 0 240 528 03 925 770 0 900 100 0 0 210 0 45 0 180 500 0 180 1774 0 300 40 80 100 0 0 20 20 056 40 0 300 0 120 0 0 5 0 1777 500 08 0 200 0 30 0 159

101112 200 0 30 6013 100 0 0 30

Total 0 1045 1200 80 30 0 0 500 708

64

Page 65: Aurora Workshop - Idaho Power

WECC Buildout – LTCE WECC P24

(4,000)

(2,000)

0

2,000

4,000

6,000

8,000

10,00020

19

2020

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MW

Additions Retirements

65

Page 66: Aurora Workshop - Idaho Power

WECC Buildout – LTCE WECC P24

(4,000)

(2,000)

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19

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MW

Renewable Non-Renewable

66

Page 67: Aurora Workshop - Idaho Power

WECC Buildout SummaryLTCE WECC Portfolio 24

• Total additions = 111,579 MW– Renewables = 72,250 MW– Non-renewables = 39,329 MW

• Total retirements = (18,720 MW)– Renewables = (102 MW) – Non-renewables = (18,619 MW)

• Net position – 92,859 MW67

Page 68: Aurora Workshop - Idaho Power

WECC Buildout Comparison

(MW) LTCE WECC Portfolio 14 LTCE WECC Portfolio 24 Differences

Total Additions 72,505 111,579 39,074

Renewables 38,125 72,250 34,125

Non-Renewables 34,380 39,329 4,949

Total Retirements (11,443) (18,720) (7,277)

Renewables (2) (102) (100)

Non-Renewables (11,441) (18,619) (7,178)

Net Position 61,062 92,859 31,79768

Page 69: Aurora Workshop - Idaho Power

LTCE vs Manual ProcessReserve Margin: 15% LTCE WECC Portfolio 14 Manual B2H PGPC

Time_Period Peak DemandResource Peak Capacity

Import Capacity with B2H

Surplus / Deficiency Planning Margin

Surplus / Deficiency Planning Margin

MW MW MW MW MW MW MW2019 3,479 3,847 634 480 28.81% 480 28.81%2020 3,528 3,736 863 542 30.36% 542 30.36%2021 3,576 3,678 923 489 28.67% 489 28.67%2022 3,627 3,678 923 430 26.87% 430 26.87%2023 3,677 3,678 923 246 21.69% 246 21.69%2024 3,732 3,678 923 183 19.89% 183 19.89%2025 3,780 3,678 923 127 18.37% 127 18.37%2026 3,825 3,543 1,554 572 29.95% 572 29.95%2027 3,871 3,543 1,554 520 28.43% 340 23.78%2028 3,918 3,538 1,554 461 26.76% 281 22.16%2029 3,966 3,536 1,554 402 25.14% 48 16.22%2030 4,012 3,534 1,554 353 23.79% 47 16.17%2031 4,058 3,525 1,554 296 22.29% 113 17.78%2032 4,103 3,523 1,554 247 21.03% 64 16.57%2033 4,146 3,515 1,554 194 19.67% 11 15.26%2034 4,193 3,515 1,554 145 18.46% 0 15.01%2035 4,242 2,807 1,554 6 15.14% 6 15.14%2036 4,291 2,807 1,554 282 21.57% 8 15.20%2037 4,340 2,800 1,554 224 20.16% 6 15.13%2038 4,389 2,800 1,554 173 18.95% 11 15.25%

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Page 70: Aurora Workshop - Idaho Power

LTCE vs Manual Process(continued)

15.00%

17.00%

19.00%

21.00%

23.00%

25.00%

27.00%

29.00%

31.00%20

19

2020

2021

2022

2023

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2025

2026

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2031

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Plan

ning

Mar

gin

Perc

enta

ge

LTCE WECC Portfolio 14 Manual B2H PGPC

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Page 71: Aurora Workshop - Idaho Power

2021 IRP LTCE TestingReserve Margin: 15% LTCE WECC Portfolio 14 Manual B2H PGPC 2021 IRP Testing B2H PGPC *

Time_Period Peak DemandResource Peak Capacity

Import Capacity with B2H

Surplus / Deficiency Planning Margin

Surplus / Deficiency Planning Margin

Surplus / Deficiency Planning Margin

MW MW MW MW MW MW MW MW MW2019 3,479 3,847 634 480 28.81% 480 28.81% 480 28.81%2020 3,528 3,736 863 542 30.36% 542 30.36% 542 30.36%2021 3,576 3,678 923 489 28.67% 489 28.67% 489 28.67%2022 3,627 3,678 923 430 26.87% 430 26.87% 430 26.87%2023 3,677 3,678 923 246 21.69% 246 21.69% 423 26.50%2024 3,732 3,678 923 183 19.89% 183 19.89% 360 24.64%2025 3,780 3,678 923 127 18.37% 127 18.37% 304 23.05%2026 3,825 3,543 1,554 572 29.95% 572 29.95% 572 29.95%2027 3,871 3,543 1,554 520 28.43% 340 23.78% 340 23.78%2028 3,918 3,538 1,554 461 26.76% 281 22.16% 281 22.16%2029 3,966 3,536 1,554 402 25.14% 48 16.22% 53 16.34%2030 4,012 3,534 1,554 353 23.79% 47 16.17% 4 15.09%2031 4,058 3,525 1,554 296 22.29% 113 17.78% 65 16.60%2032 4,103 3,523 1,554 247 21.03% 64 16.57% 16 15.40%2033 4,146 3,515 1,554 194 19.67% 11 15.26% 1 15.02%2034 4,193 3,515 1,554 145 18.46% 0 15.01% 0 15.01%2035 4,242 2,807 1,554 6 15.14% 6 15.14% 6 15.14%2036 4,291 2,807 1,554 282 21.57% 8 15.20% 1 15.02%2037 4,340 2,800 1,554 224 20.16% 6 15.13% 0 15.01%2038 4,389 2,800 1,554 173 18.95% 11 15.25% 1 15.01%

Note: Initial Testing for 2021 IRP using 2019 IRP Inputs with the newest Aurora version.71

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2021 IRP LTCE Testing(continued)

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