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Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

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Page 1: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Load Research Status

Presentation to the

Load Research/Forecasting Working Group

June 3rd, 2010

Page 2: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Presentation Format

1. Current status of Load Research at Rocky Mountain Power

2. What is Load Research?

3. Issues to be addressed by the working group

Load Research sampling (A Study in Philosophy, Science and Art) Comparison of class load estimates to billing data What do we do with irrigation? Forecasting class loads Weather normalization of class loads The calibration conundrum

Page 3: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Status Report

Page 4: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Utah        

  Data  Design  Sample Install 

Class/Schedule Source Criteria Size Date

Sch 001 Stratified random sample 90/5 170 October 2008

         

Sch 006 Stratified random sample 90/10 108 January 2009

Sch 023 Stratified random sample 90/10 75 October 2008

         

Sch 010 Stratified random sample 90/10 130 May 2006

         

Sch 008 Direct Measurement Census Census Ongoing

Sch 009 Direct Measurement Census Census Ongoing

Sch 021 Direct Measurement Census Census Ongoing

Sch 031 Direct Measurement Census Census Ongoing

         

Page 5: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Load Research Meters

MT

NV

Load Research Meters

226

WA

723

OR 389

WY

435

ID

1,262

UT

19

CA

Page 6: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Sample Rotation Schedule

Idaho 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023

Res 001 64 75

Res 036 54 75

Com 006 89

Com 023 56 75

Irr 010 125

Oregon 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023

Res 004 75

Com 023 125

Com 028 72

Com 030 152

Utah 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023

Res 001 170

Com 006 107 Bonus Depreciation

Com 023 75 Bonus Depreciation

Irr 010 130

Washington 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023

Res 016 75

Com 024 60

Com 036 44

Wyoming 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023

Res 002 44 45

Com 025 120 Bonus Depreciation

Com 028

Irr 040 75

Page 7: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Load Research Clients & Activities

Support Organizations: Power Delivery Metering &

Meter Reading CBS/Information

Technology Regulation Commercial & Trading Forecasting

Industry Affiliations: Association of Edison

Electric Companies (AEIC) Western Load Research

Association (WLRA)

Client Organizations: Regulation Customer Billing Power Delivery

Customer Service Power Supply Transmission/Wholesale

Billing Forecasting Engineering Marketing & Demand

Side/Strategic Planning Power Delivery Metering

Page 8: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Load Research Group by Work Assignment

Regulatory AnalysisRegulatory ComplianceSample DesignStatistical AnalysisLR Process Control

Regulatory AnalysisRegulatory ComplianceSystems DevelopmentStatistical AnalysisLR Process Control

SB 1149 Customer BillingMV90 Operations – UTMVSTAR OperationsAutomated Billing

Energy Profiler OnlineDCSI/Turtle ProcessesMVLT OperationsMV90 Operations

Sample MaintenanceClass Load DevelopmentRegulatory Reporting

Large Customer BillingMV90 Operations – OR, WA, CAMVSTAR OperationsAutomated Billing

SB1149 SupportMV90 OperationsMVSTAR Operations

Regulatory AnalysisRegulatory ComplianceSample DesignStatistical AnalysisLR Process Control

Regulatory AnalysisRegulatory ComplianceSystems DevelopmentStatistical AnalysisLR Process Control

SB 1149 Customer BillingMV90 Operations – UTMVSTAR OperationsAutomated Billing

Energy Profiler OnlineDCSI/Turtle ProcessesMVLT OperationsMV90 Operations

Sample MaintenanceClass Load DevelopmentRegulatory Reporting

Large Customer BillingMV90 Operations – OR, WA, CAMVSTAR OperationsAutomated Billing

SB1149 SupportMV90 OperationsMVSTAR Operations

MV90 Operations – ID, WYMVSTAR OperationsDCSI/Turtle ProcessesEnergy Profiler OnlineAutomated Billing

ManagerScott Thornton

Ld/Sr AnalystConsultant Ld/Sr Analyst

Analyst

Analyst

Analyst

Page 9: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

What is Load Research?

Page 10: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

What is Load Research?

“an activity embracing the measurement and study of the characteristics of electric loads to provide a thorough and reliable knowledge of trends, and the general behavior of load characteristics of the more important services rendered by the electrical utility.”

Association of Edison Illuminating Companies 2001

Page 11: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Huh?

“load research allows utilities to study the ways their customers use electricity, either in total or by individual end uses”

Association of Edison Illuminating Companies 2001

Page 12: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

So… What is it really?

The study of how and when our customers use energy so that PacifiCorp can most effectively:

•Allocate Costs as per Regulatory Mandate•Design or Maximize Customer Rates•Forecast Loads•Service Customer Data Requests•Size Transformers & Distribution Circuits•Provide Enhanced Customer Service

Page 13: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Customer Usage - kWh Meter

Time for Some Known Period

Ele

ctri

cal

Usa

ge

Load ShapeElectric usage varies over time and by customer type

PacifiCorp is obligated to provide electricity (load) when the customer demands (kW) and for the length of time that the customer needs it (kWh).

Load research (interval) data provides an important data input into planning, regulatory and financial decision making processes…

Customer Usage - kWh Meter

Time for Some Known Period

Ele

ctri

cal

Usa

ge

1,000 kWh

1,000 kWh

Page 14: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Energy Profiler Online (EPO)

Page 15: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Energy Profiler Online (EPO)

Page 16: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010
Page 17: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010
Page 18: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010
Page 19: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

A brief history…………

Some utilities have performed load research since the 1930’s.

The AEIC Load Research Committee held it’s first organizational meeting in 1944.

In 1978, the Public Utilities Regulatory Policy Act (PURPA) required the utility industry to develop load research programs as a basis for cost-of-service filings with FERC and public utility commissions.

Page 20: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

So, what is a load profiling meter?

Page 21: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Load Research Sampling (A Study in Philosophy,

Science and Art)

Page 22: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010
Page 23: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Section 133 of the 1978 Public Utilities Regulatory Policy Act (PURPA), Code of Federal Regulations (CFR), Title 18,

Chapter 1, Subchapter K, Part 290.403, Subpart B

“Accuracy Level. If sample metering is required, the sampling method and procedures for collecting, processing, and analyzing the sample loads, taken together, shall be designed so as to provide reasonably accurate data consistent with available technology and equipment. An accuracy of plus or minus 10 percent at the 90 percent confidence level shall be used as a target for the measurement of group loads at the time of system and customer group peaks.”

Page 24: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Pop

ulat

ion

kW Demand

75,000

150,000

225,000

300,000

375,000

450,000

5 10 15 20 25 30 35 40

An absurdity…

.

Total Customers = 456,310

Average kW = 1.925

Total Customers = 456,310

Average kW = 1.927

Page 25: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Oregon Residential Usage Curve

010,00020,00030,00040,00050,00060,00070,00080,00090,000

100,000

Avg Monthly kWh

Po

pu

lati

on

Page 26: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Delanius-Hodges

Bill Frequency AnalysisSummary

Page 27: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Sample Design

Page 28: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Random Sample Selection

Page 29: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Sampling Challenges

Voltage level breakouts Requests for load estimates by demand breakouts

on non-demand metered customers (OR 23). New tariffs (OR 28 & 30, WY 28) Samples are designed for a specific purpose, which

makes their usefulness in other areas very limited

Page 30: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Comparison of class load data to billing estimates

Page 31: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Load Research Processing Steps1.)INCLUDE NEW SAMPLE IN LOAD RESEARCH MV90 SYSTEM

-Ensure master files are correct

-Build summary maps

-Add contributors by strata

-Input weight factors

-Determine statistics to be stored

-Input sample size, pop size, thresholds

2.)VERIFY EXISTING SAMPLES VS CSS

-Rate change, disconnected, alternates

3.)ENTER SYSTEM PEAK DAY AND TIMES INTO MV90 SYSTEM

4.)DETERMINE 305 DATA BROKEN DOWN BY RATE AND STRATA

5.)CALCULATE USAGE DATA FOR ALL CONTRIBUTORS

Page 32: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Load Research Processing Steps6.)CALCULATE AVERAGE USAGE FOR CLASS AND STRATA  7.)INPUT MONTHLY POPULATIONS AND KWH BY CLASS AND STRATA

8.)TOTALIZE BY STRATA

9.)RUN REPORTS AND GRAPHS-Check for missing data, gaps, outliers-Modify summary map start/stop times-Delete data directory-Delete or Add to calculate usage data files (step 5)-Re-calculate average usage (step 6)-Re-totalize (step 8)-Run reports and graphs (step 9) 

10.)VERIFY MV90 SAMPLE AVERAGES ARE COMPLETE

Page 33: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

LOAD RESEARCH PROCESSING STEPS

11.)EXPORT MV90 SAMPLE AVERAGES INTO SAS FILES

12.)EXPAND MV90 SAMPLE AVERAGES BY POPULATION

13.)BUILD STREET LIGHTING AND OFF SEASON IRRIGATION SCHEDULES

14.)ADJUST LOAD RESEARCH KWH TO PRICING KWH

15.)DETERMING DISTRIBUTION PEAK DAY AND TIMES

16.)EXTRACT VARIOUS REPORT DATA

-System peaks

-Distribution peaks

-Schedule peaks

-Class peaks

-etc.

Page 34: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Preparation of Class loads to be used in Rate Filing

Page 35: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Annual Summary Report

Page 36: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

July August

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 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

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

                                                                                                                           

Cycle Days

Page 37: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Adjust to Pricing Kwh

Page 38: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

What do we do with irrigation?

Page 39: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Issues Associated with Irrigation Samples

In 2008, there were 2,695 irrigation customers listed as active in the Company’s billing system. Of that amount:

240 had 0 usage for the season149 had less that 250 kWh of usage during the season 14% of total active customers had 0 or very low usage for the season

In 2009, there were 2,745 irrigation customers listed as active in the Company’s billing system. Of that amount:

230 had 0 usage for the season160 had less that 250 kWh of usage during the season 14% of total active customers had 0 or very low usage for the season

Page 40: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Issues Associated with Irrigation Samples

Typically a high variance group

There really is no standard irrigation load shape

Page 41: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Issues Associated with Irrigation Samples

Recommended solution:

Structure the sample design and customer selection process such that you have a high probability of selecting customers who are actively irrigating. The purpose of this design philosophy is to construct a load curve which reflects actual active irrigation.

Utilization of this philosophy will always provide estimates that exceed billed usage

Implementation of this philosophy requires that the load curves provided be adjusted downward to reflect billed energy for the class

Page 42: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Forecasting class loads

Page 43: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Peak Date Alignment

System Peak Day ComparisonBase Year - 2008 Base Year Aligned to Test Year Test Year - 2009/10 Test Year Aligned to Base Year

Jan 24, 2008 @ 09:00 Thu Jan 28, 2010 @ 09:00 Thu Jan 22, 2010 @ 09:00 FriFeb 05, 2008 @ 09:00 Tue Feb 09, 2010 @ 09:00 Tue Feb 04, 2010 @ 09:00 ThuMar 05, 2008 @ 09:00 Wed Mar 10, 2010 @ 09:00 Wed Mar 30, 2010 @ 09:00 TueApr 01, 2008 @ 09:00 Tue Apr 06, 2010 @ 09:00 Tue Apr 01, 2010 @ 09:00 ThuMay 19, 2008 @ 17:00 Mon May 24, 2010 @ 17:00 Mon May 19, 2010 @ 16:00 WedJun 30, 2008 @ 15:00 Mon   Jun 24, 2010 @ 16:00 ThuJul 09, 2008 @ 18:00 Wed Jul 08, 2009 @ 18:00 Wed Jul 20, 2009 @ 17:00 MonAug 14, 2008 @ 18:00 Thu Aug 13, 2009 @ 18:00 Thu Aug 27, 2009 @ 17:00 ThuSep 08, 2008 @ 17:00 Mon Sep 07, 2009 @ 17:00 Mon Sep 10, 2009 @ 17:00 ThuOct 01, 2008 @ 17:00 Wed Sep 30, 2009 @ 17:00 Wed Oct 30, 2009 @ 09:00 FriNov 05, 2008 @ 19:00 Wed Nov 05, 2009 @ 19:00 Thu Nov 25, 2009 @ 19:00 WedDec 15, 2008 @ 19:00 Mon Dec 14, 2009 @ 19:00 Mon Dec 16, 2009 @ 19:00 Wed

Page 44: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Weather normalization of class loads

Page 45: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010
Page 46: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

The calibration conundrum

Page 47: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Regulatory Support

End Use

Customer

Class

Tariff

Jurisdiction

System

Regulatory AnalysisPeak ForecastingLoss Analysis

Customer ServiceRetail AccessBillingEPO

PacifiCorp System PeakSystem Peak 12/21/1998

Peak Hour 18:00Demand in Kw

0

1,000,000

2,000,000

3,000,000

4,000,000

5,000,000

6,000,000

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

Time in Hours

Utah Oregon Total

State of OregonSystem Peak 12/21/1998

Peak Hour 18:00

0

500,000

1,000,000

1,500,000

2,000,000

2,500,000

3,000,000

3,500,000

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

Time in Hours

Residential Commercial Industrial Special Contract Total

C&T Back Office

LoadResearch

Page 48: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

The calibration philosophy rests upon a faulty assumption:

Any difference between class loads and jurisdictional loads is entirely attributable to sampling error in the sampled classes.

Page 49: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Calibration Issues

Jurisdictional loads and class loads are not homogeneous

Loss Factors

Real world vs. the theoretical

Page 50: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010
Page 51: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010
Page 52: Load Research Status Presentation to the Load Research/Forecasting Working Group June 3rd, 2010

Questions?