TY - GEN
T1 - On the impact of SmartGrid metering infrastructure on load forecasting
AU - Alizadeh, Mahnoosh
AU - Scaglione, Anna
AU - Wang, Zhifang
PY - 2010/12/1
Y1 - 2010/12/1
N2 - Accurate real-time load forecasting is essential for the reliable and efficient operation of a power system. Assuming that the number of electrical vehicles will increase substantially in the near future, the load profiles of the system will become too volatile and unpredictable for the current forecasting techniques. We propose to utilize the accurate reporting of the emerging Advanced Metering Infrastructure (AMI) to track the incoming PHEV load requests and their statistics. We propose a model for the PHEV loads statistics and an optimization of the generation dispatch that uses the full statistical information. This model offers an example of the potential impact of the smart metering infrastructure currently being deployed.
AB - Accurate real-time load forecasting is essential for the reliable and efficient operation of a power system. Assuming that the number of electrical vehicles will increase substantially in the near future, the load profiles of the system will become too volatile and unpredictable for the current forecasting techniques. We propose to utilize the accurate reporting of the emerging Advanced Metering Infrastructure (AMI) to track the incoming PHEV load requests and their statistics. We propose a model for the PHEV loads statistics and an optimization of the generation dispatch that uses the full statistical information. This model offers an example of the potential impact of the smart metering infrastructure currently being deployed.
UR - http://www.scopus.com/inward/record.url?scp=79952417104&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=79952417104&partnerID=8YFLogxK
U2 - 10.1109/ALLERTON.2010.5707109
DO - 10.1109/ALLERTON.2010.5707109
M3 - Conference contribution
AN - SCOPUS:79952417104
SN - 9781424482146
T3 - 2010 48th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2010
SP - 1628
EP - 1636
BT - 2010 48th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2010
T2 - 48th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2010
Y2 - 29 September 2010 through 1 October 2010
ER -