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The hidden chaos F1 teams face at a brand-new circuit

New circuits are a real challenge for Formula 1 teams. With recent additions like Miami and Las Vegas and Madrid’s new circuit arriving in 2026, those ‘unknowns’ are only multiplying. On top of the ...
IEEE

Bootstrap-Driven Adaptive Resampling for Enhanced Solutions of Second-Order Differential Equations in RLC Circuits Using PINNs

Abstract: Physics-informed neural networks (PINNs) offer a flexible framework for solving differential equations using physical constraints and data. This study focuses on second-order ...
GitHub

TransientNet-ML-assisted-Circuit-Parameter-Estimation-Simulator

Simulate first/second-order transient responses, automatically estimate circuit parameters (R, L, C) from noisy measurements using curve-fitting + a small ML model, and provide a Streamlit demo + ...
IEEE

Improved random walk algorithm for power supply noise analysis

Abstract: Switching noise on power grid has been regarded as a serious problem in VLSI circuits. This paper thus focused on switching noise analysis on power grids. The power grid was modeled as a ...