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Knowledge-based adaptive signal processing

ICASSP '87. IEEE International Conference on Acoustics, Speech, and Signal Processing, 2005
In this paper, the use of Artificial Intelligence (A.I.) techniques for improving the performance of adaptive signal processing algorithms is considered. Three potential application areas are identified: (1) The selection and adaptation of secondary control parameters and underlying models, (2) intelligent search methods for adaptation algorithms, and (
Yu Hen Hu, Ali Hussein Abdallah
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Self-adaptive software for signal processing

Communications of the ACM, 1998
Digital signal processing (DSP) systems are widely used in communication, medical, sonar, radar, equipment health monitoring and many other applications. Frequently, the signal processing system has to meet real-time requirements and provide very large throughput.
Janos Sztipanovits   +2 more
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Adaptive signal processing

1997 IEEE Ultrasonics Symposium Proceedings. An International Symposium (Cat. No.97CH36118), 2002
We describe a novel modular learning strategy for detection of a target signal of interest in a nonstationary environment, which is motivated by the information preservation rule. The strategy makes no assumptions on the environment. It incorporates three functional blocks: time-frequency analysis, feature extractions, and pattern classification, the ...
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Adaptive Systems for Signal Process

2000
The chapter describes an important class of the nonlinear adaptive system commonly known as artificial neural networks or just simply neural networks. A neural network is a massively parallel distributed processor that has a natural propensity for storing experiential knowledge and making it available for use.
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An Adaptive Signal-Processing Approach to Online Adaptive Tutoring

2011
Conventional intelligent or adaptive tutoring online systems rely on domain-specific models of learner behavior based on rules, deep domain knowledge, and other resource-intensive methods. We have developed and studied a domain-independent methodology of adaptive tutoring based on domain-independent signal-processing approaches that obviate the need ...
Bryan Bergeron, Andrew Cline
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Adaptive Signal Processing Techniques for Chaotic Systems

The Digital Signal Processing workshop, 1993
The issue of modeling chaotic systems is addressed. Present methods for treating chaotic dynamics are based on state space reconstruction through delay embedding. These approaches are computationally intensive and are adversely affected by noise in the experimental time series.
Fawad Rauf, Hassan M. Ahmed
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Adaptive Signal Processing

2015
Adaptive frequency band (AFB) and ultra-wideband (UWB) systems require either rapidly changing or very high sampling rates. Conventional analog-to-digital devices are nonadaptive and have limited dynamic range. We investigate AFB and UWB sampling via a basis projection method.
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Algorithmic engineering in adaptive signal processing

IEE Proceedings F Radar and Signal Processing, 1992
Algorithmic engineering provides a rigorous framework for describing and manipulating the type of building blocks commonly used to define parallel algorithms and architectures for digital signal processing. The concept is first illustrated by means of some fairly simple worked examples.
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Exploiting Nonlinearity in Adaptive Signal Processing

2007
Quantitative performance criteria for the analysis of machine learning architectures and algorithms have been long established. However, the qualitative performance criteria, e.g., nonlinearity assessment, are still emerging. To that end, we employ some recent developments in signal characterisation and derive criteria for the assessment of the changes
Phebe Vayanos   +3 more
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Fundamentals of Adaptive Signal Processing

2015
Explains the fundamental concepts of adaptive signal processing. Provides robust algorithms and evaluation tools for a wide range of application scenarios. Uses a simple mathematical language but adopts a rigorous approach. Includes detailed appendices, ensuring the text is self-contained This book is an accessible guide to adaptive signal processing ...
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