A simplified stochastic model for microwave modulation transfer, based on wave solutions of the telegrapher's equation, is quantitatively validated against experimental signal amplitude data. With physically plausible parameters, the model accurately reproduces observed behaviors through both analytical fitting and Random Forest regression, achieving RMSE = 0.069 and R2 = 0.944. By integrating stochastic transport effects with wave-based interpretations, the framework offers a unified perspective that extends beyond classical electromagnetic models. These results confirm the model's robustness and highlight its potential for broader applications in signal propagation analysis.

Microwave Modulation Transfer: Quantitative Test of a Simplified Model Based on the Telegrapher's Equation

Cacciari, Ilaria
;
Ranfagni, Anedio
2026

Abstract

A simplified stochastic model for microwave modulation transfer, based on wave solutions of the telegrapher's equation, is quantitatively validated against experimental signal amplitude data. With physically plausible parameters, the model accurately reproduces observed behaviors through both analytical fitting and Random Forest regression, achieving RMSE = 0.069 and R2 = 0.944. By integrating stochastic transport effects with wave-based interpretations, the framework offers a unified perspective that extends beyond classical electromagnetic models. These results confirm the model's robustness and highlight its potential for broader applications in signal propagation analysis.
2026
Istituto di Fisica Applicata - IFAC
artificial intelligence
microwave propagation
signal processing
statistical analysis
stochastic processes
File in questo prodotto:
File Dimensione Formato  
Electronics Letters - 2026 - Cacciari - Microwave Modulation Transfer Quantitative Test of a Simplified Model Based on the.pdf

accesso aperto

Tipologia: Versione Editoriale (PDF)
Licenza: Creative commons
Dimensione 218.35 kB
Formato Adobe PDF
218.35 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/601742
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 1
  • ???jsp.display-item.citation.isi??? 1
social impact