february 23, 2006karen herter, lbl/cec/ucb-erg 1 /29 temperature effects on residential electric...

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February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 1/29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

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Page 1: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 1/29

Temperature Effects on Residential Electric Price Response

Karen Herter

February 23, 2006

Page 2: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 2/29

Overview

Questions to Answer Do critical peak pricing (CPP) tariffs reduce peak

demand? How does local climate affect residential customer

response to CPP events?

Motivation – why CPP? Economics: better link wholesale and retail markets Reliability: respond to local or system emergencies Customer service: the California Statewide Pricing Pilot

(SPP) participants liked the experimental CPP rates

Page 3: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 3/29

Economics: California Power Costs, 2000

0

200

400

600

800

1,000

1,200

1,400

1,600

$/M

Wh

PX Price

Flat Residential Rate

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

Avg.

Page 4: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 4/29

Reliability: still working on response time & technology issues

Page 5: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 5/29

Customer Service: SPP Post-pilot Survey (N=196)

Why?

Save money 58%

Control/save energy 17%

I like it 12%

Why Not?

Need more time to decide 58%

Too much hassle 22%

23%

77%New Rate

Old Rate

25%

62%

Should it be offered to other customers?

Definitely

Probably

13%Definitely/ probably not

Why?

Save energy 19%

Save money 17%

It’s good/we like it 15%

Conservation awareness 13%

Chance to participate 12%

Control/manage energy use 5%

Would you stay on the new rate?

Source: Momentum 2004

(only about 50% actually did stay on the CPP rate once the pilot participation incentive was removed)

Page 6: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 6/29

I. Background

Page 7: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 7/29

CA Statewide Pricing Pilot, 2003-2004

Cooperative effort CEC, CPUC joint proceeding PG&E, SCE and SDG&E joint pilot

Pilot design ~2000 residential customers 3 new revenue-neutral rates 15-minute load data

Data stratification By climate zone (4) By building/usage type (3) Bayesian sampling

determined sample sizes for each of 12 strata

Page 8: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 8/29

Experimental CPP Tariff(approximate average values)

$

0 14 19 24

Hour of the day

$0.10$0.20

$0.60 critical peak price

peak price

off-peak price

Page 9: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 9/29

CA System Loads as a function of Temperature

25

30

35

40

45

50

50 55 60 65 70 75 80 85 90 95 100

Daily Statewide Maximum Temperature (population weighted)

Da

ily P

ea

k L

oa

d (

GW

)

Page 10: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 10/29

Two Groups Considered in this Analysis

Manual Group CPP rate Information on how to respond

PCT Group CPP rate Information on how to respond Programmable communicating thermostat (PCT)

programmed to automatically respond to CPP signals

Page 11: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 11/29

II. Manual Response

(no automated controls)

Page 12: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 12/29

Data Analysis for Manual Group

Divide hourly data (24-hour load shapes) 5°F peak temperature bins Normal/critical days

Average daily load shapes across days, by customer 2 load shapes per customer - one normal and one critical

Average customer load shapes across customers, by stratum 2 load shapes per stratum - one normal and one critical

Average stratum load shapes across strata, weighted by population and sample share 2 final load shapes - one normal and one critical - representing

the average response of SPP participants exposed to the given temperature and weighted to reflect the CA population

Page 13: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 13/29

For those who had coffee this morning…

Responseij = (Hourly Usage on Critical Days) - (Hourly Usage on Normal Days) =

Page 14: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 14/29

Manual Response, by 5°F Temperature Bin

-0.35

-0.30

-0.25

-0.20

-0.15

-0.10

-0.05

0.00

0.05

0.10

0.15

50

-54

.9

55

-59

.9

60

-64

.9

65

-69

.9

70

-74

.9

75

-79

.9

80

-84

.9

85

-89

.9

90

-94

.9

95

-99

.9

10

0-1

04

.9

Maximum Daily Temperature (°F)

Pea

k D

eman

d C

hang

e (k

Wh/

hour

)

ColdMildHot

Page 15: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 15/29

Hot: 95-104.9°F

0.0

0.2

0.4

0.6

0.8

1.0

1.2

1.4

1.6

1.8

2.0

2.2

2.4

1 2 3 4 5 6 7 8 9

10

11

12

13

14

15

16

17

18

19

20

21

22

23

24

Hour Ending Consumption Period

Ave

rag

e H

ou

seh

old

De

ma

nd

(k

Wh

/ho

ur)

Normal

Critical

Peak/Event Period

N=639

Manual Group: Diurnal Load Shapes, 95-105°F (Hot)

Average Response = -13%

Page 16: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 16/29

Mild: 60-94.9°F

0.0

0.2

0.4

0.6

0.8

1.0

1.2

1.4

1 2 3 4 5 6 7 8 9

10

11

12

13

14

15

16

17

18

19

20

21

22

23

24

Hour Ending Consumption Period

Ave

rag

e H

ou

seh

old

De

ma

nd

(k

Wh

/ho

ur)

Normal

Critical

Peak/Event Period

N=2149

Manual Group: Diurnal Load Shapes, 60-95°F (Mild)

Average Response = -4%

Page 17: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 17/29

Cold: 50.0-59.9°F

0.0

0.2

0.4

0.6

0.8

1.0

1.2

1.4

1 2 3 4 5 6 7 8 9

10

11

12

13

14

15

16

17

18

19

20

21

22

23

24

Hour Ending Consumption Period

Ave

rag

e H

ou

seh

old

De

ma

nd

(k

Wh

/ho

ur)

Normal

Critical

Peak/Event Period

N=638

Manual Group: Diurnal Load Shapes, 50-60°F (Cold)

Average Response = -9%

Page 18: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 18/29

Manual Response as a Fraction of Normal Load

-20%

-15%

-10%

-5%

0%

5%

10%

15%1 2 3 4 5 6 7 8 9

10

11

12

13

14

15

16

17

18

19

20

21

22

23

24

Hour Ending Consumption Period

Ave

rag

e R

esp

on

se (

%)

50-59.9°F 60-94.9 °F 95-104.9 °F

Peak/Event Period

Page 19: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 19/29

III. Response with PCTs

(Programmable Communicating Thermostats)

Page 20: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 20/29

Data Analysis for PCT Group

Divide hourly data (24-hour load shapes) 5°F peak temperature bins Normal/critical days

Average load shapes across days for each customer

Average load shapes across customers PCT sample not stratified

Page 21: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 21/29

PCT Response, by 5°F Temperature Bin

-1.2

-1.0

-0.8

-0.6

-0.4

-0.2

0.0

0.2

70.0-74.9 75.0-79.9 80.0-84.9 85.0-89.9 90.0-94.9

Maximum Temperature (°F)

Pea

k D

eman

d C

hang

e (k

Wh/

hour

)

PCT 5-hr events

PCT 2-hr events

Page 22: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 22/29

5-hour PCT Response, 90-95°F

0.0

0.5

1.0

1.5

2.0

2.5

3.0

3.5

1 2 3 4 5 6 7 8 9

10

11

12

13

14

15

16

17

18

19

20

21

22

23

24

Hour Ending Consumption Period

Ave

rag

e E

lect

rica

l Lo

ad

(kW

h/h

) p

er

Cu

sto

me

r

Normal

Critical

Peak/Event Period

N=90 Average Response = -25%

Page 23: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 23/29

2-hour PCT Response, 90-95°F

0.0

0.5

1.0

1.5

2.0

2.5

3.0

-14

-13

-12

-11

-10 -9 -8 -7 -6 -5 -4 -3 -2 -1 C1

C2

+1

+2

+3

+4

+5

+6

Hour Ending Consumption Period

Ave

rag

e H

ou

seh

old

De

ma

nd

(k

Wh

/ho

ur)

Normal

Critical

Peak/Event Period

N=75

Average Response = -41%

Page 24: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 24/29

2-hour PCT Response, 80-85°F

PCT Group, 2-hour Critical Period, 80-84.9°F

0.0

0.5

1.0

1.5

2.0

2.5

3.0

-14

-13

-12

-11

-10 -9 -8 -7 -6 -5 -4 -3 -2 -1 C1

C2

+1

+2

+3

+4

+5

+6

Hour Ending Consumption Period

Ave

rag

e E

lect

rica

l Lo

ad

(kW

h/h

)p

er

Cu

sto

me

r

Normal

Critical

Peak/Event Period

N=227 Average Response = -16%

Page 25: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 25/29

Average Normal Load Shapes:Manual and PCT Groups, 70-95°F

0.0

0.5

1.0

1.5

2.0

2.5

3.0

1 2 3 4 5 6 7 8 9

10

11

12

13

14

15

16

17

18

19

20

21

22

23

24

Hour Ending Consumption Period

Ave

rag

e E

lect

rica

l Lo

ad

(kW

h/h

) p

er

Cu

sto

me

r

Manual

PCT

Peak/Event Period

N=126

N=122

Page 26: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 26/29

Manual vs. PCT Response, by 5°F Temperature Bin Comparison Between Manual and PCT Groups

-0.7

-0.6

-0.5

-0.4

-0.3

-0.2

-0.1

0.0

0.1

70.0-74.9 75.0-79.9 80.0-84.9 85.0-89.9 90.0-94.9

Maximum Peak Temperature

Res

pons

e (k

Wh/

h)

PCT

Manual

Page 27: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 27/29

California System Response Potential under Mandatory CPP: Recent ISO Emergencies

A.Date

B.Peak Load

C.Temperature

Exposure

D.All ManualResponse

E.Manual and PCT

Response

Res.(GW)

System(GW)

>90°F(%)

>95°F(%)

Res.(%)

Res.(GW)

System (%)

Res.(%)

Res.(GW)

System(%)

7/10/02 14.0 40.8 54 54 -9 -1.3 -3 -16 -1.5 -4

7/22/05 13.8 43.1 66 56 -9 -1.3 -3 -19 -1.6 -4

7/21/05 13.7 43.1 56 56 -9 -1.2 -3 -17 -1.5 -3

7/9/02 13.3 40.7 66 43 -8 -1.0 -3 -19 -1.4 -3

5/28/03 11.6 38.4 54 38 -7 -0.9 -2 -16 -1.1 -3

3/29/04 7.4 31.8 56 0 -4 -0.3 -1 -17 -0.5 -2

Page 28: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 28/29

Conclusions

In hot weather, households on CPP tariffs alone (without technology) reduced peak load by 13% over a 5-hour critical event period

In hot weather, households on CPP tariffs coupled with programmable communicating thermostats reduced peak load by 25% over a 5-hour critical event period and 41% over a 2-hour critical peak period

Comparable groups with and without PCTs responded similarly in mild weather, but PCT customers outperformed manual customers in hot weather

Assuming similar response by all California customers, residential CPP tariffs could have reduced system load by 1-4% during recent California ISO events

Page 29: February 23, 2006Karen Herter, LBL/CEC/UCB-ERG 1 /29 Temperature Effects on Residential Electric Price Response Karen Herter February 23, 2006

February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 29/29

The End

Full report available at:

http://www-library.lbl.gov/docs/LBNL/589/56/PDF/LBNL-58956.pdf

(or just search the LBL library for LBNL-58956)