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Vasily Kozhevnikov

Publications and source records attributed to Vasily Kozhevnikov.

2 recordsLinked to original sources

Electrons with Anomalous Energy Generated in Vacuum Diodes with Different Pulse Duration

This paper presents results from an experimental study in which anomalous energy electrons (AEE) appear in vacuum diodes under varying amplitude and pulse-duration conditions. AEE refer to high-energy discharge electrons with kinetic energy $T$ exceeding $eU$ values (where $e$ is the electron charge and $U$ is the amplitude gap voltage). Here, two experimental setups were used to generate electron beams with different pulse durations. The electron energy spectra were reconstructed from the beam attenuation curves using an AI-driven methodology for solving an ill-posed inverse problem for the Fredholm equation. This confirms that vacuum diodes generate electron beams with a significant AEE fraction (up to 25~\%) only when operating with nanosecond-long voltage pulses. It has been confirmed that AEE in vacuum is generated using nanosecond- or sub-nanosecond voltage pulses. Experiments also indicate that photoelectric absorption of bremsstrahlung cannot produce significant AEE in vacuum discharges.

physics.plasm-ph↗

Reconstructive AI Spectroscopy of Charged Particle Beams

This work introduces a physics-informed neural network (PINN) framework for reconstructing electron energy spectra from sparsely sampled attenuation-curve data. Leveraging the NVIDIA PhysicsNeMo platform, the proposed mesh-free methodology operates directly on raw experimental datasets while explicitly incorporating all experimental uncertainties. Validation on subnanosecond electron beam measurements demonstrates that the approach accurately resolves complex, multi-peaked spectral features of energy distribution. The framework enforces physical consistency through embedded governing principles and exhibits substantial predictive capability for energy spectrum reconstruction from noisy, low-precision, and sparse experimental data.

physics.plasm-ph↗