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Project Descriptions - Digital Signal Processing, Mathematics & Software Development: STx
Project Title:
Practical Time Frequency Analysis
Objective:
Numerous implementations and algorithms for time frequency analysis can be
found in literature or on the internet. Most of them are either not well documented
or no longer maintained. P.
Soendergaard started to develop the Linear
Time Frequency Toolbox for MATLAB.
It is the goal of this project to find typical applications of this toolbox
in acoustic applications, as well as incorporate successful, not-yet-implemented
algorithms in STx.
Method:
The linear time-frequency toolbox is a small open-source Matlab toolbox with
functions for working with Gabor frames for finite sequences. It includes
1D Discrete Gabor Transform (sampled STFT) with inverse. It works with full-length
windows and short windows. It computes the canonical dual and canonical tight
windows.
Application:
These algorithms are used for acoustic applications, like formants, data
compression, or de-noising. These implementations are compared to the ones
in STx, and will be implemented in this software package if they improve its
performance.
Partners:
- H. G. Feichtinger et al.,
NuHAG,
Faculty of Mathematics, University of Vienna
- B. Torrésani,
Groupe
de Traitement du Signal, Laboratoire d'Analyse Topologie
et Probabilités, LATP/ CMI, Université de Provence, Marseille
- P. Soendergaard,
Department of Mathematics,
Technical University of Denmark
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Last Updated ( Thursday, 30 October 2008 )
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Project Title:
Numerics of Block Matrices
Objective:
During the current project of efficiently calculating a resynthesis window
and an iterative scheme for a finite element method algorithm for vibrations
in soils and liquids, it became apparent that block matrices are a powerful
tool to find numerically efficient algorithms.
Method:
In this project, the focus should be the investigation of the numeric features
of block matrices. How can this structure be used to calculate or approximate
the inverse of a matrix or its norm? How can this be used to speed up iterative
schemes?
Application:
The results should be used for the two projects mentioned below:
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Last Updated ( Thursday, 30 October 2008 )
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Project Title:
Perfect Reconstruction Overlap Add Method (PROLA)
Objective:
In signal processing, synthesis is important in addition to analysis. This
is especially true for the modification of data. For the Short-Time Fourier
Transformation, the synthesis is often done using a simple overlap add (OLA),
which is the sum of the outputs of the filter. Also, the output is re-weighted
with the analysis window, such as occurs when using the phase vocoder. It
is often presumed that with standard windows this will give satisfactory results.
Aside from Gabor frame theory, if the well-known construction of synthesis
windows was possible, it would guarantee perfect reconstruction. However,
this method is not used often in signal processing algorithms.
Method:
In this project, we will systematically investigate if and for which parameters
the respective OLA synthesis with the original window gives good reconstruction.
We will compare it to the reconstruction with the dual window, introducing
and motivating it as perfect reconstruction overlap add (PROLA). We will show
that this method is always preferable to others and that it can be calculated
very efficiently.
Application:
This is currently being implemented in STx.
There the phase vocoder will have the option to guarantee perfect
reconstruction, either with dual or tight windows.
Partners:
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Last Updated ( Thursday, 30 October 2008 )
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Project Title:
Double Preconditioning for Gabor Frames
Objective:
The Short-Time Fourier Transform (STFT), in its sampled version (the Gabor
transform), is a well known, valuable tool for displaying the energy
distribution of a signal over the time-frequency plane. The equivalence between
Gabor analysis and certain filter banks is a well-known fact. The main task
is how to find a Gabor analysis-synthesis system with perfect (or depending
on the application, satisfactorily accurate) reconstruction in a numerically
efficient way. This is done by using the dual Gabor frame, which implies the
need to invert the Gabor frame operator.
Method:
This project incorporates an application of the general idea of preconditioning
in the context of Gabor frames. While most (iterative) algorithms aim at a
relatively costly exact numeric calculation of the inverse Gabor frame matrix,
we will use a "cheap method" to find an approximation. The inexpensive
method will be based on (double) preconditioning using diagonal and circulant
preconditioners. As a result, good approximations of the true dual Gabor atom
can be obtained at low computational costs.
Application:
For a number of applications, such as time stretching without changing the
frequency content in audio processing or more complex modifications like
psychoacoustical masking, the time domain
signal needs to be reconstructed using the time-frequency domain coefficients.
Partners:
- H. G. Feichtinger et al., NuHAG,
Facultyof Mathematics, University of Vienna
Publications:
-
P. Balazs, H.G. Feichtinger, M. Hampejs, G. Kracher; "Double
Preconditioning for Gabor Frames?; IEEE Transactions on
Signal Processing, Vol. 54, No.12, December 2006 (2006), preprint
- P. Balazs, H.G. Feichtinger, M. Hampejs, G. Kracher; "Double
Preconditioning for the Gabor Frame Operator?; Proceedings ICASSP
'06, May 14-19, Toulouse, DVD (2006)
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Last Updated ( Wednesday, 29 October 2008 )
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Project Title:
S_TOOLS-STx Recorder
Monitoring System for Permanent Measurements of Acoustic Signals
Project Objective:
The project aims to implement an automatic sound recording system that would
allow continuous sound recordings for any length of time (several weeks) without
user intervention. The long-term investigation of sound data is used for the
observation of noise emission from machines in continuous operation and for
the documentation of noise situations. The hardware and system complexity
are to be restricted to standard measurement microphones and standard PCs
or for continuously running, suitable laptops with external disk storage units.
Method:
The recorder contained in the standard S_TOOLS-STx software package is controlled
by the macro programming so that the sound files (about the length of one
hour) are generated consecutively with date-and-time specification and then
written on the hard disk. The intelligent segmentation algorithms insert automatic
"tags" and annotations in real-time or in post-processing. The segmentation
data are administrated dynamically and enable the direct inclusion of the
recorded sound events in the sound data files, signal analytical processes,
and statistical processes. Using the currently available storage units, e.g.
disk storage on the scale of 1.28 TByte, continuous measuring (2-canal stereo,
44.1. kHz, 16bit) over a period of 2.5 months is possible.
Application:
For the investigation of noise emissions, e.g. traffic and environmental
noise, permanent control stations that measure all sound sources in their
time context are needed. Only with a broad analysis of the whole situation
can noise pollution and health risks be collected.
Ref.:
PACS: 43.50.Rq; Project: NOIDESc: Deskriptoren zur Bewertung von Lärmsignalen
(FFG-809085, bmvit-isb2).
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Last Updated ( Wednesday, 12 November 2008 )
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