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APPENDIX

ENERGY MODELING FORUM

SENIOR ADVISORY PANEL

Mr. Charles J. Hitch (Chairman)
President, Resources for the Future

Dr. Philip Abelson

Editor, Science

Dr. Harvey Brooks

Professor, Harvard University

Mr. David Cohen

President, Common Cause

Mr. Gordon R. Corey

Vice Chairman, Commonwealth Edison

Dr. Floyd L. Culler, Jr.

President, Electric Power Research Institute

Mr. Charles Di Bona

President, American Petroleum Institute

Mr. Herman M. Dieckamp

President, General Public Utilities Service Corporation

The Honorable John D. Dingell

Member, United States House of Representatives

The Honorable Joseph L. Fisher

Member, United States House of Representatives

The Honorable William P. Hobby
Lieutenant Governor of Texas

Mr. Jack K. Horton

Chairman, Southern California Edison Company

Mr. W.F. Kieschnick, Jr.

Vice Chairman, Atlantic Richfield Company

Dr. Henry R. Linden

President, Gas Research Institute

Mr. Guy W. Nichols

President, New England Electric System

Mr. John F. O'Leary

Deputy Secretary, United States Department of Energy

Dr. Alan Pasternack

Member, California Energy Commission

Dr. John Sawhill

President, New York University

Dr. Chauncey Starr

Vice Chairman, Electric Power Research Institute

The Honorable Morris K. Udall

Member, United States House of Representatives

ENERGY MODELING FORUM

Adam Borison

Research Assistant

John Lindsay Bower

Research Assistant

Patrick Coene

Research Assistant

Wendelin Dintersmith

Administrative Assistant

Darylin Druhe

Secretary

Mark Edgerton

Research Associate

Kathleen Favor

Research Assistant

Elizabeth Heck

Secretary

Charles Kolstad

Research Assistant

Douglas Logan

Research Assistant

Susan Missner

Research Associate

Zakia Rahman

Research Assistant

Dorothy Sheffield

Research Associate

Pamela Sherby

Secretary

Nancy Silvis

Editorial Assistant

James Sweeney

Executive Director

John Weyant

Associate Director

Thomas A. Wilson

Research Assistant

ELECTRIC LOAD FORECASTING:

PROBING THE ISSUES WITH MODELS

Bernard H. Cherry

Vice President
GPU Service Corp.

Working Group Three of the Energy Modeling Forum was convened in December of 1977 in order to evaluate the approaches utilized for the forecasting of electric energy demand in several utilities across the country. The final report of this activity was published in the spring of 1979.

After the selection of load forecasting as a topic for the third working group, potential participants were identified. There was an attempt to get a cross section of participants in the utility sector in terms of the type of service area, geographical location, and the economy of the service area. There was no attempt to pick the best ten electric tility load forecasting approaches, but rather to randomly select a number of utilities across the country. Invitations were issued to about 25 utilities. Invitations were also forwarded to university odelers active in energy modeling and finally to a number of state and federal regulators active in the field. The ten models which were ltimately used in the load forecasting study are shown in Figure 1.

The initial meeting of the group was aimed at trying to define a umber of issues: (1) what to evaluate in the study; (2) how to comare the results of these evaluations; and (3) how to select the cenarios for evaluation. There was substantial concern about the ltimate use of a comparison of various utility and university odels. There was concern particularly among the utility particiants of the perception of study results by one or more of their espective regulatory agencies. While this might be viewed as an nnecessary concern, those who are interested in the validation and omparison of models will have to come to grips with this very real

oncern.

he Working Group meetings (the first two in particular) resembled, sort of encounter session. There were very strong views and opinions eld by a large number of the participants in the sessions, and the esolutions and accommodation of some rather divergent points of view, ecame a very difficult and tedious task for all of us. However, it s to the credit of all of the members of the Working Group, that the ey issues were resolved. The difficulties which were faced in the arly meetings can be highlighted by the problems associated with he selection of a title for the study: Electric Load Forecasting: robing The Issues With Models. The word "Probing", in particular, as one which required a good deal of negotiation to gain ultimate greement. There was a resistance in using any words which conveyed more quantitative comparison than "Probing". Rejected were words

like evaluating, comparing, and investigating.

The next issue was to decide exactly how the evaluation could go forward. The key was the definition of a base or reference case for each modeler. It was ultimately agreed that the most efficient approach was to use each modeler's current planning scenario as a base case with certain adjustments relating to time of day pricing and appliance efficiency standard effects removed. This provided a relatively quick opportunity to run calculations based upon input which already included the best judgements of all of the modelers. In the course of the discussions, it was agreed that it would be extremely time consuming to start from scratch and construct an artificial set of data, and have each of the participating modelers attempt to run some standard computation. While it was recognized that there were deficiencies in the approach chosen, particularly relating to an explicit understanding of the judgements which went int the base data, the participants agreed that this was the most efficien way of proceeding.

The selection of the scenarios to be evaluated beyond the reference was the subject of an entire meeting and after discussion of a large number of issues which could be important in the future, about a dozen were selected as being worthy of future evaluation. Of those, seven were viewed as being able to be evaluated by some of the models which were being investigated.

The scenarios which were ultimately evaluated in the forecasting study are shown in Figure 2.

Figure 3 indicates that while at least one model was able to evaluate every scenario, not all models were able to evaluate all scenarios. It should be noted in Figure 3 that some modelers did not evaluate all scenarios due to personnel availability and time constraints.

Two major objectives were met in the EMF 3 Working Group. First, the experiments identified and illuminated key forecasting issues, and second, the interactions among the model developers and users improved the understanding of the model's capabilities and limitations. The second objective, in the author's view, was most important in this evaluation, inasmuch as there was little formal communication between model developers and users in various utilities prior to the convening of this working group.

The major findings of the analysis and the discussions of the group are shown below:

Future electricity consumption, given the assumptions
of the modelers, is forecast to grow more slowly than
in the past as shown in Figure 4.

Load shape, as well as peak demand and electricity con-
sumptions, is a critical determinant of future genera-
tion capacity requirements. Implementation of time-

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