Carrots, Sticks and Other Smart Tricks Seth Blumsack Penn State - - PowerPoint PPT Presentation

carrots sticks and other smart tricks
SMART_READER_LITE
LIVE PREVIEW

Carrots, Sticks and Other Smart Tricks Seth Blumsack Penn State - - PowerPoint PPT Presentation

Carrots, Sticks and Other Smart Tricks Seth Blumsack Penn State University and Santa Fe Institute Other people whose tricks make me look smart: Paul Hines, Jason Clothiaux, Suman Gautam, Roger Mina Support from DOE and Green Mountain


slide-1
SLIDE 1

Carrots, Sticks and Other “Smart” Tricks

Seth Blumsack Penn State University and Santa Fe Institute

Other people whose tricks make me look smart: Paul Hines, Jason Clothiaux, Suman Gautam, Roger Mina Support from DOE and Green Mountain Power (nee Central Vermont Public Service)

1

slide-2
SLIDE 2

Carrots for Smart Grid Tricks!

2

  • Research funded through a

Smart Grid Investment Grant(SGIG) program to eEnergy Vermont, a utility consortium.

  • SGIG provided substantial

ARRA funding for “smart grid” deployment, but DOE dangled carrots in front of utilities who were willing to conduct “consumer behavior studies.”

slide-3
SLIDE 3

Carrots for Smart Grid Tricks!

3

Download our reports here: https://smartgrid.gov/project/vermont_transco_llc_eenergy_vermont.html

slide-4
SLIDE 4

Carrots and Sticks

4 Source: Sanem Sergici, Brattle Group

slide-5
SLIDE 5

eEnergy Vermont Experiment

5

slide-6
SLIDE 6

eEnergy Vermont Experiment

6

  • RCT involving 3,735 GMP residential customers in Rutland;
  • Opt-in to enroll; opt-out at any time;
  • Event-based study with 24-hour notification of “peak days,” rate

treatments: peak pricing, peak rebates and a transition group who started on a rebate and were moved to peak pricing;

  • Tech and no-tech groups;
  • Notification mode choices (phone, e-mail, text message);
  • Detailed pre/mid/post study surveys.
slide-7
SLIDE 7

eEnergy Vermont Experiment

7

slide-8
SLIDE 8

eEnergy Vermont Experiment

8

Rate/Information-Treatment Technology-Treatment IHD No&IHD IHD No&IHD IHD No&IHD Flat&Rate&w/Notification No&IHD Flat&Rate&w/o&Notification No&IHD Critical&Peak&Price&(CPP) Critical&Peak&Rebate&(CPR) CPR&in&Year&1,&CPP&in&Year&2

~ 4,000 customers involved in the pilot. A “Hawthorne” group was created but no Hawthorne effect detected.

slide-9
SLIDE 9

!$(0.70)! !$(0.60)! !$(0.50)! !$(0.40)! !$(0.30)! !$(0.20)! !$(0.10)! !$.!!!! !$0.10!! !$0.20!! 1! 2! 3! 4! 5! 6! 7! 8! 9! 10! 11! 12! 13! 14! 15! 16! 17! 18! 19! 20! 21! 22! 23! 24! Rate%($%per%kWh)% Regular!Rate! PTR!credit!

The Carrot: Critical Peak Rebates (CPR)

9

Consumers are given a credit for measured reductions in electricity use during declared peak periods

slide-10
SLIDE 10

!$#!!!! !$0.10!! !$0.20!! !$0.30!! !$0.40!! !$0.50!! !$0.60!! !$0.70!! 1! 2! 3! 4! 5! 6! 7! 8! 9! 10! 11! 12! 13! 14! 15! 16! 17! 18! 19! 20! 21! 22! 23! 24! Rate%($%per%kWh)% Regular!Rate! CPP!Rate!

The Stick: Critical Peak Pricing (CPP)

10

Electric rate increases during declared peak periods, but is slightly lower (relative to flat- rate) during all other periods.

slide-11
SLIDE 11

In Home Device (Circa the Stone Age)

11

slide-12
SLIDE 12

CPR, CPP and GMP

  • Some utilities have run pilot

programs that use peak-time

  • rebates. Others have used

critical-peak pricing.

  • GMP was convinced to do
  • both. This made their state

regulator confused, and a little

  • irritated. Aren’t peak prices

and peak rebates basically the same thing? Why punish the poor people of Vermont?

12

Image source: NPR

slide-13
SLIDE 13

Framing Gains and Losses

“The aggravation that one experiences in losing a sum of money appears to be greater than the pleasure associated with gaining the same amount.” - Kahneman and Tversky, 1979

13 Graphic: Annika Todd, LBNL

  • Avoiding a loss is

somehow preferred to achieving a gain that is identical in magnitude.

  • Suggests that we should

expect larger savings from CPP than CPR

  • Can ratepayers be trained

to like the stick?

slide-14
SLIDE 14

Data and Estimation

14

) yit = β + β jTij

j

+ βk

DBDBik k

+ βk

DEDEik k

+ βk

DADAik k

+ β jk

DE(k) k

TijDBkt + β jk

DB(k) k

TijDEkt

j

j

+ β jk

DB(k) k

TijDAkt

j

+βt

CDCDt + βt HIHIt +εit

  • 15-minute interval meter data for several thousand GMP

residential customers in Rutland

  • Plus some socio-economic data (house size, appliance stock,

income, education, household size, etc)

slide-15
SLIDE 15

Weekday Load Shapes

Blumsack, 11 Aug 2010 15

slide-16
SLIDE 16

Event-Day Behavior, 2012 and 2013

16

IHD Customers, 2012 Non-IHD Customers, 2012 IHD Customers, 2013 Non-IHD Customers, 2013

slide-17
SLIDE 17

Average Peak Time Load Reductions

17

!0.16& !0.14& !0.12& !0.10& !0.08& !0.06& !0.04& !0.02& 0.00&

Average'Hourly'KW'Difference'During'Event' Hours'(Treatment':'No:No<fica<on'Control)' CPR' CPR+IHD' CPP' CPP+IHD' Flat'Rate'w/ no<fica<on' 5.3%& 7.4%& 14.1%& 7.3%& 6.5%&

slide-18
SLIDE 18

Before/During/After Event

18

slide-19
SLIDE 19

Monetary Savings

Blumsack, 11 Aug 2010 19

slide-20
SLIDE 20

So, What Did We Learn?

20 Source: Sanem Sergici, Brattle Group

slide-21
SLIDE 21

Capacity Value of Retail DR

21

!50%% !40%% !30%% !20%% !10%% 0%% 10%%

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

Flat%Rate%w/No8fica8on% CPR!CPR% CPR!CPR%w/IHD% CPP!CPP% CPP!CPP%w/IHD% CPR!CPP% CPR!CPP%w/IHD% 2012%Events % % % %2013%Events% %%9/12%%%%%%%%9/21%%%%%%%%9/25%%%%%%%%%10/5%%%%%%%%7/5%%%%%%%%%%7/15%%%%%%%%7/16%%%%%%%%7/17%%%%%%%%7/18%%%%%%%%7/19%%%%%%%%8/13%%%%%%%8/21%%%%%%%%8/22%%%%%%%%%8/28% %%%%78°%%%%%%%%%%%69°%%%%%%%%%%65°%%%%%%%%%%%%70°%%%%%%%%86°%%%%%%%%%%%%88°%%%%%%%%%%87°%%%%%%%%%%%89°%%%%%%%%%%87°%%%%%%%%%%%90°%%%%%%%%%%68°%%%%%%%%%82°%%%%%%%%%%%82°%%%%%%%%%%%%83°%

slide-22
SLIDE 22

How Not to be Popular!

22

100 200 300 400

  • No. of customers

4/12 5/12 6/12 7/12 8/12 9/12 10/12 11/12 12/12 1/13 2/13 3/13 4/13 5/13 6/13 7/13 8/13 9/13 20 40 60 80 100 Percent Month CPR CPR+IHD CPP CPP+IHD CPRCPP CPRCPP+IHD Control

slide-23
SLIDE 23

How Not to be Popular!

23

100 200 300 400

  • No. of customers

4/12 5/12 6/12 7/12 8/12 9/12 10/12 11/12 12/12 1/13 2/13 3/13 4/13 5/13 6/13 7/13 8/13 9/13 20 40 60 80 100 Percent Month CPR CPR+IHD CPP CPP+IHD CPRCPP CPRCPP+IHD Control

Who dropped out???

  • Receive Peak-Time

Notification by Phone

  • Younger Customers
  • Large Households
slide-24
SLIDE 24

How Not to be Popular!

24

100 200 300 400

  • No. of customers

4/12 5/12 6/12 7/12 8/12 9/12 10/12 11/12 12/12 1/13 2/13 3/13 4/13 5/13 6/13 7/13 8/13 9/13 20 40 60 80 100 Percent Month CPR CPR+IHD CPP CPP+IHD CPRCPP CPRCPP+IHD Control

Period of interim surveys

slide-25
SLIDE 25

Actions Reported

25

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% CPR CPR+IHD CPP CPP+IHD Flat7Rate7 w/Notification Proportion(of(Customers(Who(Reported(Taking(Each(Action Thermostat7Settings Turn7off7Lights Appliance7Timers Delay7Laundry Delay7Cooking Adjust7Air7Conditioning

slide-26
SLIDE 26

Efficacy-Popularity Frontier

26

0% 2% 4% 6% 8% 10% 12% 14% 16% 0% 5% 10% 15% 20% 25% Average Peak Time Demand Reduction Proportion Viewing Pilot Favorably CPP + IHD CPR Notification Only CPP CPR + IHD

slide-27
SLIDE 27

How Do Consumers Value Smart Grids?

27

Monetary Savings 41% Like Conserving Energy 14% Like the IHD Technology 5% Improvement in Service 40%

“They knew where we were when we had power outages”

  • -GMP customer

(without IHD)

slide-28
SLIDE 28

Words Are Worth a Thousand Pictures

28

CPR Customers CPP Customers

slide-29
SLIDE 29

Utility Lessons

Sticks work better than carrots… Customers DO respond to incentives… Information CAN be useful…

29

…but sticks are unpopular, especially after dangling carrots before customers/regulators. …but not persistently enough to have much (retail) capacity value. …but the supporting systems need to become as EASY as making coffee.

slide-30
SLIDE 30

A Final Musing

30

  • Why do households

care about the carrot

  • r the stick?
  • GMP customers each

saved tens of cents during every peak event!

  • What motivates

customers? Does the penny make the conservation choice more or less complicated?

slide-31
SLIDE 31

Thank You!

Seth Blumsack blumsack@psu.edu

31