Harmonic Neural Architecture: A Fractal-Based Order Model for Robust Artificial Intelligence and Medical Imaging Enhancement
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| Natura: | Recurso digital |
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2025
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| _version_ | 1866901765145755648 |
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| author | Garbar, Iryna |
| author_facet | Garbar, Iryna |
| contents | <p>Artificial intelligence systems frequently rely on highly redundant and computationally expensive architectures. This work introduces <strong>Harmonic Neural Architecture (HNA)</strong>, a biologically inspired framework that applies fractal geometry, harmonic order, and Fibonacci-based structural patterns to create more robust and efficient AI systems. We present a mathematically grounded architecture with reduced structural entropy, improved gradient stability, and increased noise tolerance. A complementary method, <strong>Fibonacci Noise Reduction (FNR)</strong>, enhances ultrasound, CT, and MRI imaging by applying harmonic convolution kernels and fractal multi-scale filtering. This preprint establishes the theoretical foundation for a new interdisciplinary field: <strong>Harmonic Intelligence Research (HIR)</strong>.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_17821600 |
| institution | Zenodo |
| language | |
| publishDate | 2025 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Harmonic Neural Architecture: A Fractal-Based Order Model for Robust Artificial Intelligence and Medical Imaging Enhancement Garbar, Iryna Harmonic Neural Architecture Fractal Neural Networks Fibonacci Scaling Medical Imaging Ultrasound Denoising AI Robustness, Structural Entropy Computational Neuroscience Image Processing Complexity Science Harmonic Intelligence <p>Artificial intelligence systems frequently rely on highly redundant and computationally expensive architectures. This work introduces <strong>Harmonic Neural Architecture (HNA)</strong>, a biologically inspired framework that applies fractal geometry, harmonic order, and Fibonacci-based structural patterns to create more robust and efficient AI systems. We present a mathematically grounded architecture with reduced structural entropy, improved gradient stability, and increased noise tolerance. A complementary method, <strong>Fibonacci Noise Reduction (FNR)</strong>, enhances ultrasound, CT, and MRI imaging by applying harmonic convolution kernels and fractal multi-scale filtering. This preprint establishes the theoretical foundation for a new interdisciplinary field: <strong>Harmonic Intelligence Research (HIR)</strong>.</p> |
| title | Harmonic Neural Architecture: A Fractal-Based Order Model for Robust Artificial Intelligence and Medical Imaging Enhancement |
| topic | Harmonic Neural Architecture Fractal Neural Networks Fibonacci Scaling Medical Imaging Ultrasound Denoising AI Robustness, Structural Entropy Computational Neuroscience Image Processing Complexity Science Harmonic Intelligence |
| url | https://doi.org/10.5281/zenodo.17821600 |