IEEE Transactions on Circuits and Systems II Analog and Digital Signal Processing · 1993 · 25 citations · 14 references
EngineeringElectrical EngineeringAnalog ElectronicsDynamical SystemsMicroelectronicsChaos TheoryControl TheoryDigital Signal ProcessingMixed-signal Integrated Circuit DesignNonlinear DynamicsA-d ConversionChaos In CircuitsChaotic DynamicsCircuit State VariablesD-a ConversionNonlinear SystemsState VariablesSystem Stability
Conventional Sigma Delta modulators are operated exclusively in the nonchaotic regime in which the internal integrators are stable. Theoretical interest in chaotic Sigma Delta modulators recently arose, mainly because the circuits are simple and strongly nonlinear systems with rich behavior, not unlike Chua's circuit. It has since been recognized that the application of conventional Sigma Delta modulators to A/D and D/A conversion may be haunted by spurious "tones" in the output, and it has been proposed to use chaotic modulators to overcome that problem. This paper employs a semi-analytical technique to solve the design problem for general chaotic double-loop modulators with constant inputs. Using the results, optimized scaling factors are easily found for given integrator pole locations, such that an approximate performance measure is maximized subject to bounds on internal state variables. The clarification of this explicit tradeoff between tone rejection through chaos, system stability, and practical performance may help to overcome some understandable scepticism in the community of Sigma Delta designers.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">></ETX>
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<i>An Introduction to Chaotic Dynamical Systems</i>
Robert L. Devaney, Jean‐Pierre Eckmann · Physics Today · 1987 · 2.4K citations
An introduction to chaotic dynamical systems
Acta Applicandae Mathematicae · 1990 · 1.6K citations · Full text
Chaos: A tutorial for engineers
Thomas S. Parker, Leon O. Chua · Proceedings of the IEEE · 1987 · 417 citations
Oversampled Sigma-Delta Modulation
Robert M. Gray · IEEE Transactions on Communications · 1987 · 354 citations