Radio Morphing: Fast computation of inclined air shower radio emission

arXiv:2601.06418 · astro-ph.HE, astro-ph.IM · Submitted 2026-01-10 · Read on arXiv

astro-ph.HE, astro-ph.IM

Submitted: 2026-01-10

Updated: 2026-10-11

Code: https://github.com/simonchiche/RadioMorphing

Terminology

• Accuracy — 1× in this paper · explained in 1 episode
• Scaling Laws — 1× in this paper · explained in 4 episodes
• Trace — 1× in this paper · explained in 2 episodes

Sources

• A LOFAR-style reconstruction of cosmic-ray air showers with SKA-Low
• Radio detection of cosmic rays with the Auger Engineering Radio Array
• Monte Carlo simulations of radio pulses in atmospheric showers using ZHAireS
• Simulating radio emission from air showers with CoREAS
• Analytic calculation of radio emission from parameterized extensive air showers, a tool to extract shower parameters
• SMIET: Fast and accurate synthesis of radio pulses from extensive air shower using simulated templates
• Synthesis of radio signals from extensive air showers using previously computed microscopic simulations
• Universal lateral distribution of energy deposit in air showers and its application to shower reconstruction
• Symmetrizing the signal distribution of radio emission from inclined air showers
• Measurement of the Radiation Energy in the Radio Signal of Extensive Air Showers as a Universal Estimator of Cosmic-Ray Energy
• Polarisation signatures in radio for inclined cosmic-ray induced air-shower identification
• Radio-Morphing: a fast, efficient and accurate tool to compute the radio signals from air-showers
• Simulation of Radiation Energy Release in Air Showers
• Loss of coherence and change in emission physics for radio emission from very inclined cosmic-ray air showers
• Density and magnetic intensity dependence of radio pulses induced by energetic air showers
• Radio-detection of neutrino-induced air showers: the influence of topography

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