UNCERTAINTY IN THE NATIONAL ENERGY MODELING SYSTEM .1. METHOD DEVELOPMENT

Citation
C. Baghelai et al., UNCERTAINTY IN THE NATIONAL ENERGY MODELING SYSTEM .1. METHOD DEVELOPMENT, Journal of energy engineering, 121(3), 1995, pp. 108-124
Citations number
19
Categorie Soggetti
Engineering, Civil","Energy & Fuels
ISSN journal
07339402
Volume
121
Issue
3
Year of publication
1995
Pages
108 - 124
Database
ISI
SICI code
0733-9402(1995)121:3<108:UITNEM>2.0.ZU;2-S
Abstract
This work documents a major part of a large effort to characterize the uncertainty present in key elements of the U.S. Department of Energy' s new National Energy Modeling System (NEMS). It is expected that NEMS will be used to estimate the impact that Federal policy initiatives, such as taxes, subsidies, and regulations, will have on energy markets well into the 21st century. But, the effective use of NEMS requires t hat the uncertainties in its predictions be well understood. So, the E nergy Information Administration, the Washington Consulting Group, and the School of Information Technology and Engineering of George Mason University collaborated on the development and testing of methods for quantifying uncertainty in the three most important NEMS submodel type s, namely, linear-optimization, econometric, and heuristic or balance equations. We constructed assessment procedures for each of these clas ses, and used them on the Energy Information Administration transporta tion sector demand model, petroleum market model, and electricity fuel dispatch model. The methods used include special sampling procedures applied to computer-based experiments, response surface techniques, an d Taylor series methods, and they are described in this first of a two -part paper on the complete study. The important numerical results of our experiments and their subsequent analyses are presented in the com panion paper.