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Tunable Thresholds and Frequency Encoding in a Spiking NOD Controller

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Spiking Nonlinear Opinion Dynamics (S-NOD) is an excitable decision-making model inspired by the spiking dynamics of neurons. S-NOD enables the design of agile decision-making that can rapidly switch between decision options in response to a changing environment. In S-NOD, decisions are represented by discrete opinion spikes that evolve in continuous time. Here, we extend previous analysis of S-NOD and explore its potential as a nonlinear controller with a tunable balance between robustness and responsiveness to input. We identify and provide necessary conditions for the bifurcation that determines the onset of periodic opinion spiking. We leverage this analysis to characterize the tunability of the input-output threshold for opinion spiking as a function of the model basal sensitivity and the tunable dependence of opinion spiking frequency on input magnitude above the threshold. We conclude with a discussion of S-NOD as a new neuromorphic control block and its extension to distributed spiking controllers.

Original languageEnglish (US)
Title of host publication2025 IEEE 64th Conference on Decision and Control, CDC 2025
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages992-997
Number of pages6
ISBN (Electronic)9798331526276
DOIs
StatePublished - 2025
Externally publishedYes
Event64th IEEE Conference on Decision and Control, CDC 2025 - Rio de Janeiro, Brazil
Duration: Dec 9 2025Dec 12 2025

Publication series

NameProceedings of the IEEE Conference on Decision and Control
ISSN (Print)0743-1546
ISSN (Electronic)2576-2370

Conference

Conference64th IEEE Conference on Decision and Control, CDC 2025
Country/TerritoryBrazil
CityRio de Janeiro
Period12/9/2512/12/25

All Science Journal Classification (ASJC) codes

  • Control and Systems Engineering
  • Modeling and Simulation
  • Control and Optimization

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