Skip to content

Systematic comparison of galaxies in cosmic voids versus dense "walls" using DESI DR1 data to investigate environmental quenching mechanisms in galaxy evolution.

License

Notifications You must be signed in to change notification settings

Pxomox-Astronomy-Lab/desi-cosmic-void-galaxies

Folders and files

NameName
Last commit message
Last commit date

Latest commit

ย 

History

12 Commits
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 
ย 

Repository files navigation

๐ŸŒŒ DESI Cosmic Void Galaxies

Environmental Quenching: Probing Galaxy Evolution in Cosmic Voids

GitHub DESI DR1 PostgreSQL Python License

DESI Cosmic Void Galaxies investigates the "nature versus nurture" debate in galaxy evolution by leveraging the statistical power of DESI DR1 to measure how cosmic environment affects galaxy properties. Through systematic comparison of galaxies in cosmic voids versus dense "walls," this project provides definitive constraints on environmental quenching and star formation suppression mechanisms.


๐ŸŽฏ Scientific Objectives

This project addresses fundamental questions in galaxy evolution by studying how the most extreme large-scale environments influence galaxy properties and star formation activity.

  • ๐Ÿ  Nature vs. Nurture: Are galaxy properties primarily determined by intrinsic mass or environmental interactions?
  • ๐ŸŒŒ Void Environment Effects: How does the ultimate "field" environment of cosmic voids affect galaxy evolution?
  • โญ Star Formation Quenching: Do void galaxies have enhanced or suppressed star formation compared to wall galaxies?
  • ๐Ÿ“Š Mass Function Variations: How does the galaxy stellar mass function differ between extreme environments?

Why This Project Matters

  • ๐Ÿ† Unprecedented Statistical Power: Leverage DESI DR1's massive galaxy sample to achieve the most precise measurement of environmental effects on galaxy evolution to date
  • ๐Ÿงช Clean Environmental Separation: Compare galaxies in cosmic voids (ultimate low-density environment) with those in surrounding walls (higher-density regions) to isolate large-scale environmental effects
  • โšก Early Results Strategy: Low data engineering barrier enables rapid scientific results while more intensive spectral projects develop

Expected Impact

  • ๐Ÿ† Precision Measurement: Most definitive quantification of void environment effects on galaxy properties
  • ๐Ÿ“‹ Enriched Catalog: Value-Added Catalog with environmental classifications for community use
  • ๐Ÿงฎ Theory Benchmarks: Critical observational constraints for cosmological simulations
  • โšก Early Publication: First major result demonstrating research capabilities

๐ŸŒŒ Environmental Context

The universe's large-scale structure consists of a cosmic web with distinct environmental regimes:

๐Ÿ•ณ๏ธ Cosmic Voids:

  • Vast, underdense regions comprising bulk of universe's volume
  • Minimal galaxy mergers, tidal stripping, or ram-pressure stripping
  • Ultimate "field" environment for studying intrinsic galaxy evolution
  • Low-density, low-interaction regime

๐Ÿงฑ Cosmic Walls:

  • Dense filamentary structures surrounding voids
  • Higher galaxy density and interaction rates
  • Enhanced merger activity and environmental processes
  • Comparison population for environmental studies

Physical Processes Under Investigation:

Environment Dominant Processes Expected Effects
Cosmic Voids Minimal interactions, pristine gas supply Enhanced/prolonged star formation
Cosmic Walls Mergers, harassment, gas stripping Earlier quenching, mass-dependent effects

๐Ÿ“Š Data & Methodology

This project's efficiency stems from leveraging existing, high-quality DESI DR1 Value-Added Catalogs, bypassing intensive raw spectral processing.

Primary Data Sources:

  • DESIVAST VAC: Cosmic void catalog with positions, redshifts, and effective radii (~1.2GB)
  • FastSpecFit VAC: Galaxy properties catalog providing stellar masses and SFR measurements (~26.4GB)
  • Total Data Volume: 27.6GB

Data Architecture Advantage:

  • Low Barrier to Entry: Direct analysis from pre-computed VACs
  • Rapid Development: No custom ETL pipeline required for spectral processing
  • Early Results: Can begin immediately while other projects develop infrastructure

๐Ÿ—๏ธ Analysis Framework

graph TD
    A[DESI DR1 Galaxy Sample<br/>๐ŸŒŒ ~13.1M Galaxies] --> B[DESIVAST Void Catalog<br/>๐Ÿ•ณ๏ธ Cosmic Void Positions]
    A --> C[Galaxy Properties VAC<br/>โญ Stellar Mass + SFR]
    B --> D[3D Spatial Cross-Match<br/>๐Ÿ“ Comoving Distance Calculation]
    C --> D
    D --> E[Environmental Classification<br/>๐Ÿท๏ธ Void vs. Wall Assignment]
    E --> F[Statistical Analysis<br/>๐Ÿ“Š Comparative Studies]
    F --> G[Galaxy Stellar Mass Function<br/>๐Ÿ“ˆ Environment Comparison]
    F --> H[Star-Forming Main Sequence<br/>โญ SFR vs. Mass Relations]
    F --> I[Quenched Fraction Analysis<br/>๐Ÿ”„ Environment-Dependent Quenching]
    G --> J[Scientific Publication<br/>๐Ÿ“„ Precision Environmental Constraints]
    H --> J
    I --> J
    J --> K[Enriched VAC Release<br/>๐Ÿ“‹ Community Resource]
    
    style A fill:#e3f2fd
    style E fill:#fff3e0
    style F fill:#e8f5e8
    style J fill:#fce4ec
Loading

Environmental Assignment Process:

  1. 3D Distance Calculation: Compute comoving distance from each galaxy to all void centers
  2. Radius Comparison: Check if galaxy distance < void effective radius
  3. Binary Classification:
    • 'Void': Galaxy interior to any catalogued void
    • 'Wall': Galaxy exterior to all voids (higher-density regions)

Statistical Analysis Methods:

Analysis Method Scientific Insight
Galaxy Stellar Mass Function Number density vs. stellar mass for void and wall populations Mass-dependent environmental effects, characteristic mass variations
Star-Forming Main Sequence SFR vs. stellar mass correlation by environment Environmental effects on star formation efficiency
Quenched Fraction Measurements Fraction of galaxies below SFR threshold by mass bins and environment Environment-dependent quenching mechanisms and mass dependence

๐Ÿ› ๏ธ Technology Stack

๐Ÿ–ฅ๏ธ Computational Infrastructure:

  • Database Server: proj-pg01 (8 vCPU, 48GB RAM, 250GB NVMe)
  • Analysis Platform: proj-dp01 (4 vCPU, 16GB RAM, 100GB NVMe)
  • Backup Infrastructure: pbs01 with 4TB storage and S3 Glacier archival

โšก Software Stack:

  • ๐Ÿ Language: Python 3.9+ with scientific computing libraries
  • ๐Ÿ—„๏ธ Database: PostgreSQL 16 for catalog operations and spatial queries
  • ๐ŸŒŒ Astronomy: AstroPy for coordinate systems and cosmological calculations
  • ๐Ÿ“Š Data Analysis: Pandas, NumPy for tabular data manipulation
  • ๐Ÿ“ˆ Statistical Tools: SciPy.stats for significance testing and statistical analysis
  • ๐Ÿ“Š Visualization: Matplotlib, Seaborn for publication-quality scientific plots

๐Ÿ” Development Advantages:

  • Minimal Infrastructure: No distributed computing or GPU requirements
  • Standard Python Stack: Leverages well-established scientific libraries
  • Single Database: PostgreSQL sufficient for all analysis requirements
  • Rapid Development: Clear path to early scientific publication

๐Ÿš€ Project Status

Current Phase: Infrastructure deployment and repository setup
Next Milestone: Database implementation and data ingestion pipeline
Timeline: 12-week roadmap from setup to publication

Development Phases:

Phase Duration Key Deliverable Status
Environment Setup 1 Week Python environment and dependencies ๐Ÿ”„ In Progress
Database Architecture 1 Week PostgreSQL schema and optimization โณ Pending
Data Ingestion 1 Week 27.6GB DESI data loaded โณ Pending
Scientific Analysis 2 Weeks Environmental classification and statistics โณ Pending
Visualization 1 Week Publication-quality figures โณ Pending
Manuscript 3 Weeks Complete scientific paper โณ Pending
Review & Submission 2 Weeks Journal submission โณ Pending

Early Win Strategy: This project provides systematic validation of the lab's analytical capabilities and produces publishable results while more infrastructure-intensive projects develop their pipelines.


๐Ÿ“ Repository Structure

desi-cosmic-void-galaxies/
โ”œโ”€โ”€ ๐Ÿ“š docs/                    # Scientific methodology and project documentation
โ”œโ”€โ”€ ๐Ÿ—๏ธ infrastructure/          # Database, deployment, and operations documentation
โ”œโ”€โ”€ ๐Ÿ’ป src/                     # Source code and analysis workflows
โ”œโ”€โ”€ ๐Ÿ› ๏ธ scripts/                 # Repository management and utility scripts
โ”œโ”€โ”€ ๐Ÿ“‹ ROADMAP.md              # Detailed implementation roadmap
โ”œโ”€โ”€ ๐Ÿ“ README.md               # This file
โ””โ”€โ”€ ๐Ÿ“„ LICENSE                 # MIT License

Key Documentation:


๐Ÿ”— Related Projects

This project is part of the Proxmox Astronomy Lab research program:

  • ๐Ÿ  Main Infrastructure: proxmox-astronomy-lab - 7-node cluster infrastructure and documentation
  • ๐Ÿ”ฎ Development Platform: the-crystal-forge - POC platform and methodology validation
  • ๐Ÿ” Project 1: desi-qso-anomaly-detection - ML-driven anomaly detection in QSO spectra
  • ๐Ÿ’จ Project 2: desi-quasar-outflows - AGN feedback and outflow energetics analysis
  • ๐ŸŒŒ This Project: Environmental quenching in cosmic voids

External Resources:

  • ๐Ÿ”ญ DESI DR1: Official DESI Data Portal - Primary galaxy dataset
  • ๐Ÿ•ณ๏ธ DESIVAST VAC: DESI DR1 cosmic void catalog for environmental classification
  • โญ Galaxy Properties VACs: FastSpecFit/Mass EMLines catalogs for stellar masses and SFR

๐Ÿค Contributing

This project implements systematic AI-human collaboration through transparent documentation and open science practices.

Development Principles:

  • ๐Ÿ“– Documentation First: All analyses require comprehensive methodology description
  • ๐Ÿ“Š Statistical Rigor: Systematic validation of statistical significance and error analysis
  • ๐Ÿ” Reproducible Science: Complete workflow documentation enabling independent verification
  • ๐ŸŒ Open Data: Commitment to public release of enriched environmental VAC

Getting Started:

  1. Review the Implementation Roadmap for technical details
  2. Check the Infrastructure Documentation for setup requirements
  3. See our Documentation Standards for contribution guidelines

Research Standards:

  • Statistical rigor with appropriate significance testing
  • Open science foundation built on public DESI data
  • Transparent methodology with complete documentation
  • Community value through enriched catalog release

๐Ÿ“„ License

This project is licensed under the MIT License - see the LICENSE file for details.


๐ŸŒŸ Acknowledgments

DESI Cosmic Void Galaxies demonstrates responsible environmental studies through systematic statistical methods, open science principles, and transparent methodology. Built on public DESI data and open-source analysis tools, this project contributes to the astronomical community through precision environmental measurements and enriched catalog products.


๐ŸŒŒ Built for precision environmental studies | Part of Proxmox Astronomy Lab

Documentation generated July 1, 2025

Releases

No releases published

Packages

No packages published

Languages