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C. U. Solis-Cervantes

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Open access 2026

Finite-Time Consensus With Unknown Constant Delays via a Graph-Embedded Emulator

This letter establishes exact finite-time average consensus for driftless agents with unknown, possibly heterogeneous constant actuation delays and a known common upper bound. A command emulator, initialized once from the physical state and driven by the undelayed command, reproduces the physical trajectories without d...

C. U. Solis-Cervantes · 0 citations
Open access Oct 2026

Physics-Informed Neural Network for Sparse-Sensor Inverse Heat Conduction

This study develops a sparse-sensor physics-informed neural network (PINN) to reconstruct a transient two-dimensional thermalfield and identify thermal diffusivity, volumetric heat loss, and source amplitude from noisy point measurements. Sixteen interiorsensors provide 5424 observations for a moving-source benchmark....

C. U. Solis-Cervantes, L. G. Vega-Macotela, J. Morales-Mercado · 0 citations

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