DocumentCode
31743
Title
Two-State Markov Model of Solar Radiation and Consideration on Storage Size
Author
Kakimoto, Naoto ; Matsumura, Syo ; Kobayashi, Kaoru ; Shoji, Mamoru
Author_Institution
Dept. of Electr. & Electron. Eng., Ibaraki Univ., Hitachi, Japan
Volume
5
Issue
1
fYear
2014
fDate
Jan. 2014
Firstpage
171
Lastpage
181
Abstract
This paper proposes a two-state Markov model to determine the storage size of a photovoltaic system. The system is usually connected to a distribution grid, but once a large disaster occurs, it becomes the main source of supply. Daily solar radiation changes due to the weather, and it could become lower than a specified supply level for a sequence of days. Transition probabilities are determined from meteorological data on the solar radiation. The Markov model shows that its frequency exponentially decreases as the sequence becomes long. One or two days of storage is adequate to reduce the number of insufficient supply days to an acceptable level, and the value of adding the storage exponentially decreases, too. Some simulations and experiments are executed to verify these facts.
Keywords
Markov processes; distribution networks; photovoltaic power systems; power grids; probability; sunlight; distribution grid; energy storage; meteorological data; photovoltaic system; solar radiation; transition probability; two-state Markov model; Batteries; Equations; Generators; Markov processes; Mathematical model; Reliability; Solar radiation; Markov model; photovoltaic system; storage size;
fLanguage
English
Journal_Title
Sustainable Energy, IEEE Transactions on
Publisher
ieee
ISSN
1949-3029
Type
jour
DOI
10.1109/TSTE.2013.2278547
Filename
6615951
Link To Document