DocumentCode
2393044
Title
An Event-State Depiction Algorithm Using CPA Methods with Continuous Feed Data
Author
Sallis, Philip ; Hernandez, S.
Author_Institution
Geoinformatics Res. Centre, Auckland Univ. of Technol., Auckland, New Zealand
fYear
2011
fDate
24-26 May 2011
Firstpage
144
Lastpage
148
Abstract
Change Point Analysis (CPA) is a formal method used for determining whether a change-of-state has taken place in a set of observed events. There are claims that this method is capable of detecting subtle changes missed by for example, control charts. By providing confidence levels and confidence intervals it claims to better characterise the changes detected. This is a bonus when for instance, tracking continuous wind velocity data in order to detect when perturbations occur in the oscillation patterns because these are potential predictors of wind gusts, which can have devastating physical effects on land based objects such as buildings and crops. This early-stage research paper describes some previous work in predicting wind gusts using a branch-and-bound algorithm. It considers the need for precision and early detection in wind pattern state-change and examines how fit-for-purpose a change-point analysis method could be for the early detection of velocity oscillation perturbations in a mixed variable analysis of condition change. Wind velocity data is sampled in real-time. The continuous data feed is processed by a change-point analysis algorithm, which has been derived for this purpose. The results are depicted and described.
Keywords
aerodynamics; control charts; oscillations; tree searching; weather forecasting; wind; CPA methods; branch-and-bound algorithm; change point analysis method; continuous feed data; continuous wind velocity data; control charts; event state depiction algorithm; perturbations; wind oscillation; wind pattern; Algorithm design and analysis; Feeds; Humidity; Oscillators; Real time systems; Wind forecasting; Wind speed; algorithms design; change-point analysis; continuous data; real-time systems;
fLanguage
English
Publisher
ieee
Conference_Titel
Modelling Symposium (AMS), 2011 Fifth Asia
Conference_Location
Kuala Lumpur
Print_ISBN
978-1-4577-0193-1
Type
conf
DOI
10.1109/AMS.2011.36
Filename
5961229
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