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arXiv:2209.11168·v1·physics.gen-ph

Analysis of Phonetic Soliton Propagation in Neutral Weyl Fermion-sea

Sadataka Furui · Serge Dos Santos

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Abstract

We propose application of Machine Learning (ML) and Neural Network (NN) technique for the analysis of ultrasonic Time Reversal based Nonlinear Elastic Wave Spectroscopy (TR-NEWS). In order to acquire topological features, we adopt the lattice simulation with fixed point (FP) actions. We consider 7 A type loops which sit on spacial plane spanned by and 13 B type loops which contain links parallel to and to -. We consider propagation of bosonic phonons in Fermi-sea of neutral Weyl spinors which are described by Clifford algebra. Configurations in momentum space is transformed to real position space via Clifford Fourier Transform. We consider A-type without hysteresis effects and B-type with hysteresis effects, and via ML or NN technique search optimal weight of 7 A-type FP actions and 13 B-type FP actions using the Monte-Carlo method.

Comments: 5 pages, 4 figures