Core Research Project — 2025
Synthetic modeling of dark matter resonance fields using 2D spectral density, anomaly detection (LOF), and resonance correlation analysis.
This project models a synthetic resonance field inspired by the physical and informational behavior of dark matter.
It generates random 2D energy distributions, analyzes their spectral power density (PSD), and detects anomalies using Local Outlier Factor (LOF).
Each experiment produces a unique field visualization and its spectral fingerprint.
Stochastic field model with drift + 1/f + white noise and latent response (τ ≈ 0.8 s).
Top: time-domain window and power spectral density (PSD).
Bottom: impulse test and PSD comparison for baseline vs injected field.
configs/→ YAML configuration files (parameters, noise models)data/→ Input and reference data (optional)outputs/→ Simulation outputs, spectra, and plotssrc/→ Core source code (simulation, detection, visualization)Makefile→ Automates setup, run, and visualizationrequirements.txt→ Python dependencies
git clone https://github.com/SvetLuna-Lab/SvetLuna-Dark-Matter-Simulation.git
cd SvetLuna-Dark-Matter-Simulation
make setup
make run
make plots
Outputs are saved in:
outputs/figures/
🔬 Methods
Synthetic field construction (pink noise, Gaussian blobs, waveforms)
2D Power Spectral Density (PSD) computation
Resonance feature extraction
Anomaly detection via LOF (Local Outlier Factor)
Visualization of energy distribution and pattern emergence
📊 Example Outputs
Field PSD Anomalies Spectrum
🧭 Engineering Note Preview
Stochastic field model (drift + 1/f + white) with latent response (τ≈0.8 s).
Interpretation:
The 1/f region corresponds to background density clustering.
The latent tail visualizes stored energy release controlled by τ.
This layer feeds TIA/SPICE and CEA with realistic stochastic input.
📘 View Full Engineering Note (PDF)
🧬 Research Direction
This repository belongs to the SvetLuna Research Continuum (2025) —
a transdisciplinary exploration of resonance, energy, and consciousness through machine intelligence.
📘 Previous: Hybrid Atmospheric Installation
🔭 Next: Cascade Resonance Fields & Quantum Echoes (in preparation)
© 2025 Svetlana Romanova (SvetLuna)
Independent researcher — dark matter simulation, hybrid atmospheric energy systems.
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