Without mathematical intervention, attempting to calculate back-propagating wave fields causes microscopic surface uncertainties to instantly swallow the internal signal in a wave of exponential noise.

https://youtu.be/Huaw59tPMaI

<aside> 👏

  1. https://www.instagram.com/reel/DeJ0M0at3Zh/?utm_source=ig_web_copy_link&stkn=MzRlODBiNWFlZA==
  2. https://via-dean.gitbook.io/all/multifaceted-viewpoint/mathematical-structures-underlying-physical-laws/animated-results/reconstructing-material-defects-with-regularized-acoustic-waves-beneath-the-surface
  3. https://bsky.app/profile/researcherdean.bsky.social/post/3mx7j5xdpcs27
  4. https://x.com/d54223/status/2107459809637495238?s=20
  5. https://pin.it/5iGdqpMkz
  6. https://hackmd.io/@bafMjVSBQ6e7vlO7NdkhXA/SkHiSjpdfx </aside>

<aside> <img src="/icons/download_yellow.svg" alt="/icons/download_yellow.svg" width="40px" />

🍄Deliverables 13

Reconstructing Material Defects with Regularized Acoustic Waves Beneath the Surface

https://payhip.com/b/BacMg

Documents

Exploration Frontiers

graph TD
    %% Category Nodes (Top Level)
    Math[1. Mathematical Physics & PDE]
    Instability[2. Numerical Instability & Regularisation]
    Phenomenology[3. Wave Scattering Phenomenology]
    
    %% Specific Current Topics
    subgraph Current_Exploration_Details ["Current Exploration Details"]
        direction TB
        Helmholtz[Helmholtz-Cauchy Problem]
        Wavenumber[Complex Wavenumber Modeling]
        Envelope[Corrected Exponential Decay Envelope]
        Error[Exponential Error Amplification]
        Tikhonov[Tikhonov Regularisation & Filtering]
        Anisotropy[Anisotropic Scattering: Cracks vs Voids]
        Stratified[Stratified Media Refraction]
        Attenuation[Absorptive Dampening in Lossy Media]
    end
    
    %% Link categories to specific topics
    Math --- Helmholtz
    Math --- Wavenumber
    Math --- Envelope
    Instability --- Error
    Instability --- Tikhonov
    Phenomenology --- Anisotropy
    Phenomenology --- Stratified
    Phenomenology --- Attenuation

    %% Transition to Future Orientations
    Math == "Future Orientation" ==> AdvancedInv
    Instability == "Future Orientation" ==> AdvancedInv
    Phenomenology == "Future Orientation" ==> MultiFreq

    %% Future Sub-categories
    AdvancedInv[1. Advanced Inverse & Regularisation]
    MultiFreq[2. Multi-Frequency & Broadband]
    Elastic[3. Complex Elasticity & Anisotropy]
    
    %% Link future sub-categories to specific topics
    subgraph Potential_Orientation_Details ["Potential Orientation Details"]
        direction TB
        Adaptive[Adaptive Tikhonov Tuning]
        Sparse[Sparse Reconstruction & Total Variation]
        FullBand[Full Inversion Across Frequency Bands]
        Hopping[Frequency-Hopping Continuation Methods]
        ElasticWave[Full Elastic Navier-Cauchy Wave Equation]
        Tensor[Tensor-Valued Stiffness Anisotropy]
    end
    
    AdvancedInv --- Adaptive
    AdvancedInv --- Sparse
    MultiFreq --- FullBand
    MultiFreq --- Hopping
    Elastic --- ElasticWave
    Elastic --- Tensor

    %% Deep Color Palette Styling
    classDef category fill:#2e1065,stroke:#a855f7,stroke-width:2.5px,color:#ffffff,font-weight:bold;
    classDef current fill:#0f2b5c,stroke:#3b82f6,stroke-width:2px,color:#f0f9ff;
    classDef future fill:#064e3b,stroke:#10b981,stroke-width:2px,color:#ecfdf5;

    class Math,Instability,Phenomenology,AdvancedInv,MultiFreq,Elastic category;
    class Helmholtz,Wavenumber,Envelope,Error,Tikhonov,Anisotropy,Stratified,Attenuation current;
    class Adaptive,Sparse,FullBand,Hopping,ElasticWave,Tensor future;

    style Current_Exploration_Details fill:#0f172a,stroke:#1e3a8a,stroke-width:2px,color:#93c5fd;
    style Potential_Orientation_Details fill:#022c22,stroke:#065f46,stroke-width:2px,color:#6ee7b7;

<aside> 👏

  1. https://via-dean.gitbook.io/all/multifaceted-viewpoint/mathematical-structures-underlying-physical-laws/animated-results/reconstructing-material-defects-with-regularized-acoustic-waves-beneath-the-surface </aside>

</aside>