QCAUS-Astronomical-Image-Refiner-PSF-Correction-and-Neural-Enhancement

NOTICE OF CONSOLIDATION the 20 pipelines of the QCAUS suites are undergoing consolidation Core ‘Ford 2026’ algorithms remain the proprietary IP of Tony Eugene Ford.

🌌 Quantum Cosmology & Astrophysics Unified Suite (QCAUS)

A unified computational framework integrating 8 interconnected open-source projects that explore the quantum nature of the universe – from dark matter solitons to quantum-corrected cosmology, magnetar QED, and stealth/dark-leakage detection.

---

🔭 Projects Overview

1. QCI AstroEntangle Refiner

FDM Soliton Physics + Photon-DarkPhoton Entanglement Overlay

Feature	Description
FDM Soliton	Fuzzy Dark Matter soliton core: ρ® = ρ₀ [sin(kr)/(kr)]²
PDP Entanglement	Photon-DarkPhoton kinetic mixing: ℒ_mix = (ε/2) F_μν F’^μν
Image Processing	Upload FITS, JPEG, PNG images; apply quantum overlays
Annotated Comparison	Before/after views with scale bars and metrics
Radar-Style Overlay	Green speckles (FDM) + Blue halos (PDP) for stealth detection visualization

2. Magnetar QED Explorer

Strong-Field Quantum Electrodynamics in Magnetar Magnetospheres

Feature	Description
Dipole Field	B = B₀ (R/r)³ (2 cosθ, sinθ)
Vacuum Polarization	Euler-Heisenberg effect: ΔL = (α/45π) (B/B_crit)²
Dark Photon Conversion	P_conversion = ε² (1 - e^{-B²/m²})
Interactive Visualization	Real-time parameter adjustment for B-field, mixing angle

3. Primordial Photon-DarkPhoton Entanglement

Von Neumann Evolution in the Expanding Universe

Feature	Description
Von Neumann Equation	i∂ρ/∂t = [H_eff, ρ]
Entanglement Entropy	S = -Tr(ρ log ρ)
Mixing Probability
Time Evolution	Simulates photon-dark photon oscillation in early universe

4. QCIS – Quantum Cosmology Integration Suite

Quantum-Corrected Cosmological Perturbations

Feature	Description
Quantum-Corrected Power Spectrum	P(k) = P_ΛCDM(k) × (1 + f_NL (k/k₀)^n_q)
Non-Gaussianity	f_NL parameter for primordial fluctuations
Spectral Index	n_q for quantum corrections
ΛCDM Comparison	Side-by-side comparison with standard cosmology

---

📊 Key Metrics & Outputs

Project	Key Outputs	Download Format
QCI AstroEntangle	Annotated comparison, radar-style overlay, FDM soliton map, PDP entanglement map	PNG, JSON
Magnetar QED	B-field map, QED polarization, dark photon conversion	PNG, NPZ
Primordial Entanglement	Entropy evolution, mixing probability time series	PNG, JSON, NPY
QCIS	Power spectra, quantum enhancement ratio	PNG, JSON, NPY

---

🧪 Supported Image Formats

Format	Extension	Use Case
FITS	.fits, .fit	Astronomical images (Hubble, JWST, Chandra)
JPEG	.jpg, .jpeg	Standard images
PNG	.png	Lossless images
BMP	.bmp	Bitmap images

---

📥 Installation

Local Setup

# Clone the repository
git clone https://github.com/tlcagford/QCI_AstroEntangle_Refiner.git
cd QCI_AstroEntangle_Refiner

# Install dependencies
pip install -r requirements.txt

# Run the app
streamlit run app.py

Dependencies

streamlit>=1.28.0
numpy>=1.24.0
scipy>=1.10.0
matplotlib>=3.7.0
astropy>=5.3.0  # For FITS support
Pillow>=10.0.0  # For image processing

---

📖 Physics References

FDM Soliton

The Fuzzy Dark Matter soliton is the ground state solution of the Schrödinger-Poisson equation for ultra-light bosons (axions, ~10⁻²² eV):

$$\rho® = \rho_0 \left[\frac{\sin(kr)}{kr}\right]^2$$

Photon-DarkPhoton Kinetic Mixing

The interaction between photons and dark photons is described by:

$$\mathcal{L}{\text{mix}} = \frac{\varepsilon}{2} F{\mu\nu} F’^{\mu\nu}$$

where ε is the kinetic mixing angle.

Von Neumann Evolution

The density matrix evolution for entangled systems:

$$i\partial_t\rho = [H_{\text{eff}}, \rho]$$

Quantum-Corrected Power Spectrum

The matter power spectrum with quantum corrections:

$$P(k) = P_{\Lambda\text{CDM}}(k) \times \left(1 + f_{\text{NL}}\left(\frac{k}{k_0}\right)^{n_q}\right)$$

---

🚀 Quick Start Examples

QCI AstroEntangle Refiner

# Load image and apply FDM + PDP overlays
from qci_astro import process_qci_astro
enhanced, soliton, pdp = process_qci_astro(image_data, omega=0.5, fringe=1.0, soliton_scale=1.0)

Magnetar QED Explorer

# Compute magnetar field and dark photon conversion
from magnetar_qed import process_magnetar
B_mag, qed, dark_photons = process_magnetar(r_grid, theta_grid, B0=1e15, mixing=0.1)

Primordial Entanglement

# Simulate photon-dark photon entanglement evolution
from primordial_entanglement import process_primordial_entanglement
entropy, mixing = process_primordial_entanglement(omega=0.7, dark_mass=1e-9, mixing=0.1)

QCIS Power Spectra

# Compute quantum-corrected power spectrum
from qcis import process_qcis
P_quantum = process_qcis(k_vals, f_nl=1.0, n_q=0.5)

---

📊 Example Outputs

Annotated Comparison (Abell-1689)

• Before: Standard HST/JWST data with scale bar (100 kpc)
• After: FDM Soliton + PDP Entanglement overlays
• Metrics: Maximum Mixing Ratio, Minimum Entropy, FDM Value (kpc)

Radar-Style Overlay

• Green: FDM Soliton (dark matter density)
• Blue: PDP Entanglement (dark photon field)
• Red: Original astrophysical signal

Magnetar Field Maps

• B-Field: Dipole field structure (B ∝ r⁻³)
• QED Polarization: Euler-Heisenberg vacuum effects
• Dark Photons: Conversion probability maps

Power Spectra

• ΛCDM: Standard cosmology baseline
• Quantum: Corrected spectrum with f_NL and n_q parameters

---

📄 Citation

If you use QCAUS in your research, please cite:

@software{Ford2026QCAUS,
  author = {Ford, Tony E.},
  title = {Quantum Cosmology \& Astrophysics Unified Suite (QCAUS)},
  year = {2026},
  url = {https://github.com/tlcagford/QCI_AstroEntangle_Refiner},
  doi = {10.5281/zenodo.xxxxxxx}
}

---

📜 License

This project is released under a Dual License:

• Academic / Non-Commercial Use: Free for research, education, and personal projects
• Commercial Use: Requires a separate license. Please contact the author for details.

See the LICENSE file for full terms.

---

📧 Contact

Tony E. Ford
Independent Researcher / Astrophysics & Quantum Systems
GitHub: @tlcagford
Email: [email protected]

---

🙏 Acknowledgments

• NASA/ESA Hubble Space Telescope & JWST for public FITS data
• OpenSky Network for radar data integration
• FDM, QED, and cosmology communities for foundational research
• Streamlit, NumPy, SciPy, Matplotlib, Astropy for open-source tools

---

🔗 Related Projects

Project	Repository
StealthPDPRadar	StealthPDPRadar
Magnetar QED Explorer	Magnetar-Quantum-Vacuum-Engineering
Primordial Entanglement	Primordial-Photon-DarkPhoton-Entanglement
QCIS	Quantum-Cosmology-Integration-Suite

---

“Exploring the quantum nature of the universe – from dark matter solitons to quantum-corrected cosmology.”

---

📸 Screenshots

QCI AstroEntangle Refiner

Annotated before/after comparison of Abell-1689 with FDM Soliton and PDP Entanglement overlays

Magnetar QED Explorer

Magnetar dipole field with quantum vacuum polarization and dark photon conversion

Primordial Entanglement

Von Neumann entropy evolution and photon-dark photon mixing probability

QCIS Power Spectra

Quantum-corrected matter power spectrum vs ΛCDM

---

🚀 Quick Deploy to Streamlit Cloud

1. Fork this repository
2. Go to Streamlit Cloud
3. Click “New app”
4. Select your repository and branch
5. Set main file path to app.py
6. Click “Deploy”

Your app will be live at https://your-app-name.streamlit.app

---

## 📁 Additional Files to Create

### `requirements.txt`
```txt
streamlit>=1.28.0
numpy>=1.24.0
scipy>=1.10.0
matplotlib>=3.7.0
astropy>=5.3.0
Pillow>=10.0.0
pandas>=2.0.0

LICENSE (Dual License)

Dual License: Academic & Commercial

Academic / Non-Commercial Use:
- Free for research, education, and personal projects
- Attribution required

Commercial Use:
- Requires separate license
- Contact: [email protected]