TY - CPAPER KW - Demand response and distributed energy resources center KW - Demand Response Research Center (DRRC) KW - Automated demand response KW - Cluster analysis KW - Critical peak pricing KW - Demand reduction KW - K-means KW - Regression model KW - Sensitivity to outside air temperature AU - Nobuyuki Yamaguchi AU - Junqiao Han Dudley AU - Girish Ghatikar AU - Sila Kiliccote AU - Mary Ann Piette AU - Hiroshi Asano AU - Junqiao Han AB -

This paper provides new regression models for demand reduction of Demand Response programs for the purpose of ex ante evaluation of the programs and screening for recruiting customer enrollment into the programs. The proposed regression models employ load sensitivity to outside air temperature and representative load pattern derived from cluster analysis of customer baseline load as explanatoryvariables.The proposed models examined their performances from the viewpoint of validity of explanatory variables and fitness of regressions, using actual load profile data of Pacific Gas and Electric Company’s commercial and industrial customers who participated in the 2008 Critical Peak Pricing program including Manual and Automated Demand Response.

BT - IEEE-PES/IAS Conference on Sustainable Alternative Energy C2 - LBNL-2259E C4 -

September 28-30, 2009

C5 -

demand response

C6 -

Commercial Building Systems

C7 -

y

CY - Valencia, Spain LA - eng N2 -

This paper provides new regression models for demand reduction of Demand Response programs for the purpose of ex ante evaluation of the programs and screening for recruiting customer enrollment into the programs. The proposed regression models employ load sensitivity to outside air temperature and representative load pattern derived from cluster analysis of customer baseline load as explanatoryvariables.The proposed models examined their performances from the viewpoint of validity of explanatory variables and fitness of regressions, using actual load profile data of Pacific Gas and Electric Company’s commercial and industrial customers who participated in the 2008 Critical Peak Pricing program including Manual and Automated Demand Response.

PP - Valencia, Spain PY - 2009 T2 - IEEE-PES/IAS Conference on Sustainable Alternative Energy T3 - IEEE-PES/IAS Conference on Sustainable Alternative Energy TI - Regression Models for Demand Reduction based on Cluster Analysis of Load Profiles ER -