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Training Methods For Shunting Inhibitory Artificial Neural Networks, Son Lam Phung Jan 1999

Training Methods For Shunting Inhibitory Artificial Neural Networks, Son Lam Phung

Theses : Honours

This project investigates a new class of high-order neural networks called shunting inhibitory artificial neural networks (SIANN's) and their training methods. SIANN's are biologically inspired neural networks whose dynamics are governed by a set of coupled nonlinear differential equations. The interactions among neurons are mediated via a nonlinear mechanism called shunting inhibition, which allows the neurons to operate as adaptive nonlinear filters. The project's main objective is to devise training methods, based on error backpropagation type of algorithms, which would allow SIANNs to be trained to perform feature extraction for classification and nonlinear regression tasks. The training algorithms developed will …


Light Aircraft Management System, Evan Karjalainen Jan 1999

Light Aircraft Management System, Evan Karjalainen

Theses : Honours

This report details methods to construct a flight data logging system that can be used to manage student flight and aircraft maintenance records. These methods utilise GPS, embedded processors and associated software to depict the occurrence of landings, "Touch and Goes" and record aircraft total flight time. By manipulating these methods it was possible to produce a usable data-logging unit which facilitated the automation of flight maneuver recording. This datatogging unit was constructed from embedded components and interfaced with a user defined database. Perusal of the details within should provide the reader with a clear understanding of the tasks involved …


A 2d Dwt Architecture Suitable For The Embedded Zerotree Wavelet Algorithm, James Martinez Jan 1999

A 2d Dwt Architecture Suitable For The Embedded Zerotree Wavelet Algorithm, James Martinez

Theses : Honours

Digital Imaging has had an enormous impact on industrial applications such as the Internet and video-phone systems. However, demand for industrial applications is growing enormously. In particular, internet application users are, growing at a near exponential rate. The sharp increase in applications using digital images has caused much emphasis on the fields of image coding, storage, processing and communications. New techniques are continuously developed with the main aim of increasing efficiency. Image coding is in particular a field of great commercial interest. A digital image requires a large amount of data to be created. This large amount of data causes …


Software Quality Function Deployment : A Method For Building Better Software, Dean Carruthers Jan 1999

Software Quality Function Deployment : A Method For Building Better Software, Dean Carruthers

Theses : Honours

In recent years it is becoming increasingly more apparent that quality even more than productivity is emerging as the key issue in the development of software. The quality systems currently employed by most software companies however arc simply not up to the task, traditional quality systems focus upon conformance to company standards, automation to eliminate human error and in some cases quality improvement teams. These traditional quality assurance methods lead to quality as defined from the organizations point of view, all work performed is done to their standards, however a what it is that makes a quality product is defined …


Implementing Flexible Software Techniques In A 4gl Environment, Stephen O'Connor Jan 1999

Implementing Flexible Software Techniques In A 4gl Environment, Stephen O'Connor

Theses : Honours

Today more IT professionals arc employed on the maintenance of existing software applications than are employed to develop new systems. Why is there such a need for this maintenance? Part of the problem is that developers have traditionally seen system requirements as fixed from the time they have been 'signed off. In reality requirements arc dynamic and subject to change as an organisation's environment changes. Flexible software techniques recognise that software requirements are subject to future changes. Flexibility is seen as an important design goal criterion with "true" or "strong" flexibility implying that an application's behaviour can be altered without …


Embed[D]Ed Zerotree Codec, Karma Wangdi Jan 1999

Embed[D]Ed Zerotree Codec, Karma Wangdi

Theses : Honours

This thesis discusses the findings of the final year project involving the VHDL (V= Very High Speed Integrated Circuit, Hardware Description Language) design and simulation of an EZT (Embedded Zero Tree) codec. The basis of image compression and the various image compression techniques that are available today have been explored. This provided a clear understanding of image compression as a whole. An in depth understanding of wavelet transform theory was vital to the understanding of the edge that this transform provides over other transforms for image compression. Both the mathematics of it and how it is implemented using sets of …