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loggger101/README.md

Logan M Edwards

Astronomy & Astrophysics undergraduate

loganmedwardsastrophy.com

Space economics

A four-repo stack answering whether an asteroid mining mission pays for itself:

economicspace The pipeline: build a catalog from public astronomy databases, price the minerals, cost the transportation, run the rocket equation and cost cascade to a ranked profitability table.
AsteroidCatalog Its Stage 1, split out: about 1.57 million asteroids from JPL SBDB, SsODNet, NEOWISE and MP3C, cross-matched, provenance-tagged per value, and given a cited composition estimate per taxonomy class. Published as frozen, pinnable releases. Project page
spacecost Its Stage 3, split out as an installable package: cited reference tables for mission cost and mass estimation, every row carrying an inline citation. Project page
General_Research The evidence underneath all three, peer-reviewed and tiered-authoritative sources, with the numbers extracted to CSV per source. Project page

Planetary science

asteroid-belt-gradient Is the main belt's S/C compositional gradient primordial? A family-collapsed, size-debiased analysis of 161k classified asteroids from the catalog above. Every figure and number in the accompanying paper regenerates from two public inputs.
Mars Global Mosaic ArcGIS Pro project co-registering Viking color, THEMIS day/night infrared and HRSC/MOLA elevation at ±60° to map lava flows, fluvial channels and impact craters.

Deep learning

star-spectral-classifier Multi-task CNN over Pan-STARRS RGB cutouts predicting Morgan–Keenan spectral letter and subclass digit, from photometry alone. Finished 10/21/2025. Project page
drone-target-id YOLO segmentation front-end feeding a multi-output CNN for aerial target identification, fine class and coarse valid/invalid. Finished 12/6/2025. Project page

Simulation

Satellite-Space-Flight Earth-centred 3-D orbit simulator in pure Python: a numpy physics engine (J2–J4, drag, Sun/Moon, solar radiation pressure, manoeuvres) with an interactive pygame front end and multi-stage rocket launches.

Elsewhere

  • Kaggle — the training datasets behind the two vision projects, published openly.
  • website — source for the portfolio site above: static HTML, CSS and vanilla JS, no build step.
  • Hermes_Skills — 210 agent skills across 23 categories, kept as a working second brain.

Pinned Loading

  1. economicspace economicspace Public

    End-to-end pipeline optimizing the net profit of an uncrewed autonomous asteroid mining and sample-return mission, from catalog build through mineral pricing to the cost cascade.

    Python 1

  2. asteroid-belt-gradient asteroid-belt-gradient Public

    Is the asteroid belt's S/C compositional gradient primordial? Family-collapsed, size-debiased analysis of 161k classified main-belt asteroids, with every figure and number of the accompanying paper…

    Python 1

  3. AsteroidCatalog AsteroidCatalog Public

    A merged, provenance-tagged catalog of the known asteroids: JPL SBDB, SsODNet, NEOWISE and MP3C cross-matched, validated, and enriched with a cited per-taxonomy composition estimate. EconomicSpace …

    Python 1

  4. drone-target-id drone-target-id Public

    YOLO segmentation front-end + multi-output CNN for aerial target identification: 87.6% fine-class and 91.2% coarse valid/invalid accuracy on a 27k held-out test set. Finished: 12/6/2025

    Python

  5. Satellite-Space-Flight Satellite-Space-Flight Public

    Earth-centred 3-D satellite orbit simulator in pure Python: numpy physics (J2-J4, drag, Sun/Moon, SRP, manoeuvres) with an interactive pygame front end

    Python

  6. Mars_Terrestrial_GlobalMosaic_GIS-Data Mars_Terrestrial_GlobalMosaic_GIS-Data Public

    Mars Global Mosaic (OCN 4704, Florida Tech): an ArcGIS Pro project co-registering Viking color, THEMIS day/night IR and HRSC/MOLA elevation at ±60° to map lava flows, channels and craters. Project …

    Python