LFAPDIFI · Digital Adaptive Filter Design Based on the Fast Affine Projection Algorithm and the Logarithmic Number System Arithmetic
6РП — Действия „Мария Кюри“
- Период
- 2004-03-12 → 2006-03-11
- Финансиране от ЕС
- 147 640 €
- Участници
- 1
- Схема
- EIF
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Накратко на български
Дигиталните адаптивни филтри за премахване на ехо и шум се оптимизират чрез нови алгоритми и logarithmic аритметика върху FPGA чипове. Това позволява по-бързо адаптиране към шума в комуникационните системи при използване на по-малки и евтини процесори.
Кратко обяснение, генерирано от езиков модел по текста на CORDIS. Оригиналът е по-долу.
Резултати накратко
Final Activity Report Summary - LFAPDIFI (Digital adaptive filter design based on the fast affine projection algorithm and the logarithmic number system arithmetic)
Digital adaptive filters are an important aspect of Digital Signal Processing (DSP) and are used in a wide variety of data communication systems for echo and noise cancellation amongst other tasks. Filters are vital in these systems for improving the quality of received signals. Recently the demand for versions of filters that deliver improved performance and stability has grown. Critical to the performance of these filters is the algorithms ability to adapt to the noise characteristics of a signal. The current standard algorithms are easily implemented; however they take a significant length of time to adapt to the noise characteristics of a signal and struggle to track changes in the noise characteristics once they are running. A new class of adaptive algorithms has emerged which has substantially better performance in this regard, without requiring large amounts of additional computing resources. These algorithms are called Fast Affine Projection (FAP) algorithms. Meanwhile the use of reconfigurable computer processors such as field programmable gate arrays (FPGAs) has seen dramatic growth in recent years. Many of these FPGAs are used for performing Digital Signal Processing (DSP), to the point that certain FPGA vendors now sell FPGAs customised to the needs of DSP systems. However, the use of FPGAs for digital adaptive filters is an area where much work is still to be done. We have implemented and evaluated one of these algorithms for FPGAs using the innovative Logarithmic Arithmetic system.This system provides excellent performance for FPGA based DSP systems and due to its resource efficient nature allows us to use substantially smaller and cheaper FPGAs than would be possible with other arithmetic systems. Our implementation is stable and has excellent filtering properties which we have demonstrated by filtering noise from real speech signals. Our implementation is a significant breakthrough in the design and implementation of digital adaptive filters in FPGA devices and provides the first available hardware implementation of a new generation of adaptive digital filters with superior adaptability and tracking ability to any existing implementation.
Текст от CORDIS, на английски · Данни: CORDIS, © Европейски съюз
Цел на проекта
The aim of the project is to study the design of a digital adaptive filter at algorithmic level and its efficient implementation in an FPGA device. The use of the Fast Affined Projection (FAP) adaptive algorithm proposed in this project represents a qualitative leap in digital filter design. A class of the FAP algorithms outperforms the classical Least Mean Square (LMS) approach used in commercial devices for digital filtering with many parameters and fast adaptation, without substantial increase of complexity. The thorough investigation and analysis of the FAP will provide a sound theoretical background in order to design an efficient FPGA hardware implementation. A successful implementation of the fast and robust digital adaptive filter requires the use of inappropriate floating-point like arithmetic suitable furan FPGA device. The application of the Logarithmic Number System (LNS) arithmetic as an alternative to the standard floating-point appears to be an attractive and suitable solution. The project will build on an existing cooperation between two partners, one from an EU member country and one from an Associate Candidate Country. The project will provide the young researcher from the prospective country with the opportunity to work within the advanced research group preparing him for work in unified Europe. Thus, the collaboration in this project will provide a step forward towards the integration of the prospective members to the European Community.
Оригинален текст от CORDIS (на английски).
Участници
- THE PROVOST, FELLOWS AND SCHOLARS OF THE COLLEGE OF THE HOLY AND UNDIVIDED TRINITY OF QUEEN ELIZABETH NEAR DUBLIN HEREINAFTER TRINITY COLLEGE DUBLIN · DUBLINКоординаторИрландия
Връзки
Данни: CORDIS, © Европейски съюз
