What question did this study set out to answer?

The central aim is to identify the minimal architecture necessary for generating structured oscillatory behavior in dynamic systems.

March 10, 2026Open Access

The LOGOS Framework: A Minimal Delay-Feedback Architecture for Structured Oscillatory Dynamics

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This framework demonstrates structured oscillatory behavior in dynamic systems, highlighting a minimal architecture for complex oscillations.

The central aim is to identify the minimal architecture necessary for generating structured oscillatory behavior in dynamic systems.
Introduced the LOGOS framework with three layers of delay feedback.
Utilized a system of coupled delay differential equations (DDEs).
Conducted numerical simulations and parameter sweeps to explore oscillatory behaviors.
Stable oscillatory regimes characterized by frequency synchronization were produced.
Observed circulating feedback dynamics and slow-fast regulation.
Strong oscillatory behavior emerged robustly within specific delay hierarchies and coordination parameters.

Mustafa Serkan Taşkoyan (2026) studied this question.

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This framework demonstrates structured oscillatory behavior in dynamic systems, highlighting a minimal architecture for complex oscillations.