Title :
A residential load scheduling approach based on load behavior analysis
Author :
Siyun Chen ; Feng Gao ; Xiaohong Guan ; Ting Liu ; Yulin Che ; Yuqi Liu
Author_Institution :
SKLMS Lab., Xi´an Jiaotong Univ., Xi´an, China
Abstract :
Residential load scheduling is of great significance for the building energy saving. But it is difficult for current methods to discover and consider the relationship between the various comfort requirements and uncertain load demand of customers. In this paper, a new method for the residential load scheduling based on load behavior analysis is proposed to reduce the electrical cost while considering the human behavior. Firstly, the multi-dimensional feature-based load profile identification is applied to identify the operating status of the appliances from the historical load data. Then, the environment record and the state models of appliances are used to estimate the comfort preferences and load demand of customers. The personalized optimal strategy of the household appliance operation is given to minimize the daily cost, according to the dynamic electrical price and the real time weather condition. Three simulations are designed to demonstrate how to identify the operation status of appliances, how to obtain the load behavior, and the performance of proposed method on cost saving.
Keywords :
building management systems; cost reduction; demand side management; domestic appliances; energy conservation; building energy saving; customer comfort requirement; customer uncertain load demand; electrical cost reduction; household appliance; human behavior; load behavior analysis; multidimensional feature based load profile identification; residential load scheduling; Buildings; Electricity; Harmonic analysis; Home appliances; Load flow control; Load modeling; Water heating; comfort requirements; dynamic electrical price; load behavior analysis; load identification; residential load scheduling;
Conference_Titel :
Automation Science and Engineering (CASE), 2014 IEEE International Conference on
Conference_Location :
Taipei
DOI :
10.1109/CoASE.2014.6899441