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
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
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.
February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 4/29
Reliability: still working on response time & technology issues
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)
February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 6/29
I. Background
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
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
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
)
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
February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 11/29
II. Manual Response
(no automated controls)
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
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) =
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
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%
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%
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%
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
February 23, 2006 Karen Herter, LBL/CEC/UCB-ERG 19/29
III. Response with PCTs
(Programmable Communicating Thermostats)
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
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
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%
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%
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%
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
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
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
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
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)