Curtin University Homepage
  • Library
  • Help
    • Admin

    espace - Curtin’s institutional repository

    JavaScript is disabled for your browser. Some features of this site may not work without it.
    View Item 
    • espace Home
    • espace
    • Curtin Research Publications
    • View Item
    • espace Home
    • espace
    • Curtin Research Publications
    • View Item

    Intra-Hour Cloud Tracking Based on Probability Hypothesis Density Filtering

    Access Status
    Fulltext not available
    Authors
    Barbieri, F.
    Rifflart, C.
    Vo, Ba Tuong
    Rajakaruna, Sumedha
    Ghosh, A.
    Date
    2017
    Type
    Journal Article
    
    Metadata
    Show full item record
    Citation
    Barbieri, F. and Rifflart, C. and Vo, B.T. and Rajakaruna, S. and Ghosh, A. 2017. Intra-Hour Cloud Tracking Based on Probability Hypothesis Density Filtering. IEEE Transactions on Sustainable Energy.
    Source Title
    IEEE Transactions on Sustainable Energy
    DOI
    10.1109/TSTE.2017.2733258
    ISSN
    1949-3029
    School
    Department of Electrical and Computer Engineering
    URI
    http://hdl.handle.net/20.500.11937/58574
    Collection
    • Curtin Research Publications
    Abstract

    IEEE Swift variations in the cloud cover may cause significant power output fluctuations in solar power systems, jeopardizing power quality. Forecasting the power output with a very short horizon below 30 seconds can be seen as a cloud cover forecasting problem solved by processing images from a sky camera. After a pre-processing stage that identifies clouds with a criterion based on the red-green blue (RGB) values of each pixel, a Probability Hypothesis Density (PHD) filter or a more advanced Cardinalized Probability Hypothesis Density (CPHD) filter can be used to an unknown and varying number of clouds. The time when cumulus clouds will shade the sun can be forecasted with an absolute precision 6 seconds ahead and with an acceptable accuracy 27 seconds ahead. It has been found that both filters are equally well-suited for a real-time online nowcasting application. They also have the potential to deal with noise and the swift dynamics and high variability of clouds.

    Related items

    Showing items related by title, author, creator and subject.

    • Absorption variability as a probe of the multiphase interstellar media surrounding active galaxies
      Macquart, Jean-Pierre; Tingay, Steven (2016)
      © 2016 The Authors Published by Oxford University Press on behalf of the Royal Astronomical Society. We examine a model for the variable free-free and neutral hydrogen absorption inferred towards the cores of some compact ...
    • Battery-Less Short-Term Smoothing of Photovoltaic Generation Using Sky Camera
      Saleh, M.; Meek, L.; Masoum, Mohammad Sherkat; Abshar, M. (2017)
      IEEE There is a growing concern over addressing the adverse effects of variations in the output power of distributed generators such as photovoltaic generation (PVG) systems that continue to be widely introduced into power ...
    • Influence of Controller High Pass Filter on the Performance of Shunt Hybrid Power Filter
      Jamali, S.; Masoum, Mohammad; Mousavi, S. (2008)
      This paper presents an investigation on influence of the control system high pass filter characteristics on the performance of the shunt hybrid power filter. The power filter is consisting of a shunt passive filter connected ...
    Advanced search

    Browse

    Communities & CollectionsIssue DateAuthorTitleSubjectDocument TypeThis CollectionIssue DateAuthorTitleSubjectDocument Type

    My Account

    Admin

    Statistics

    Most Popular ItemsStatistics by CountryMost Popular Authors

    Follow Curtin

    • 
    • 
    • 
    • 
    • 

    CRICOS Provider Code: 00301JABN: 99 143 842 569TEQSA: PRV12158

    Copyright | Disclaimer | Privacy statement | Accessibility

    Curtin would like to pay respect to the Aboriginal and Torres Strait Islander members of our community by acknowledging the traditional owners of the land on which the Perth campus is located, the Whadjuk people of the Nyungar Nation; and on our Kalgoorlie campus, the Wongutha people of the North-Eastern Goldfields.