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Spiking Control Systems

Rodolphe Sepulchre

2022Proceedings of the IEEE41 citationsDOI

Abstract

Spikes and rhythms organize control and communication in the animal world, in contrast to the bits and clocks of digital technology. As continuous-time signals that can be counted, spikes have a mixed nature. This article reviews ongoing efforts to develop a control theory of spiking systems. The central thesis is that the mixed nature of spiking results from a mixed feedback principle, and a control theory of mixed feedback can be grounded in the operator theoretic concept of maximal monotonicity. As a nonlinear generalization of passivity, maximal monotonicity acknowledges at once the physics of electrical circuits, the algorithmic tractability of convex optimization, and the feedback control theory of incremental passivity. We discuss the relevance of a theory of spiking control systems in the emerging age of event-based technology.

Topics & Concepts

PassivityGeneralizationComputer scienceMonotonic functionControl (management)Controller (irrigation)Operator (biology)Control systemControl theory (sociology)Theoretical computer scienceMathematicsArtificial intelligenceEngineeringGeneRepressorBiologyTranscription factorMathematical analysisElectrical engineeringChemistryBiochemistryAgronomyAdvanced Memory and Neural ComputingNeural dynamics and brain functionGene Regulatory Network Analysis
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