المستودع الأكاديمي جامعة المدينة

Multi-dimensional parametric estimation: two-dimensional sharpening by predictive bandwidth extrapolation and fast algorithms for three dimensional autoregressive estimation

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dc.contributor Marple, S. Lawrence
dc.contributor Lucchese, Luca
dc.contributor Liu, Huaping
dc.contributor Lee, Ben
dc.date 2006-08-02T22:01:53Z
dc.date 2006-08-02T22:01:53Z
dc.date 2006-06-06
dc.date 2006-08-02T22:01:53Z
dc.date.accessioned 2013-10-16T07:38:50Z
dc.date.available 2013-10-16T07:38:50Z
dc.date.issued 2013-10-16
dc.identifier http://hdl.handle.net/1957/2829
dc.identifier.uri http://koha.mediu.edu.my:8181/xmlui/handle/1957/2829
dc.description Graduation date: 2007
dc.description Achieving sharpened (enhanced detail) features of a multi-dimensional data source using the linear prediction (LP) bandwidth extrapolation (BWE) technique in the transform domain is the main objective of this research. The evolution of sensor technology has provided acquisition scenarios in which the data format is inherently multi-dimensional, including hyperspectral imaging (HSI), interferometric synthetic aperture radar (IF-SAR) imaging, and radar space-time adaptive processing (STAP). In all these applications, fully multi-dimensional signal processing that has the capability (1) to enhance the resolution of the final multi-dimensional analysis result, and (2) to provide reduced-dimension parametric features of the multi-dimensional data for purposes of data encoding/compression is highly desirable. This thesis provides algorithmic techniques that achieve both capabilities using a novel 2-D BWE approach and its associated fast computational algorithms. Furthermore, 3-D LP fast algorithms were developed, as part of this research, that estimate 3-D AR parameters of the original 3-D sensor domain data, which are then used to produce high resolution 3-D AR spectral estimates. These new 3-D algorithms will become components of future research in 3-D BWE algorithms that sharpen features in 3-D data sources.
dc.language en_US
dc.subject Parametric estimation
dc.subject Signal sharpening
dc.title Multi-dimensional parametric estimation: two-dimensional sharpening by predictive bandwidth extrapolation and fast algorithms for three dimensional autoregressive estimation
dc.type Thesis


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