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Graham McIntire 07558d17eb
Two-phase training: pretrain on algorithm scores, fine-tune on QSOs 
- 15 features: add surface_refractivity and latitude
- Bigger network: 128→64→32 (3 hidden layers)
- Phase 1: pretrain on 500K stratified algorithm scores (all seasons/locations)
- Phase 2: fine-tune on 57K real QSO-HRRR matched data (percentile target)
- Lower LR (0.0003) for fine-tuning to preserve pretrained knowledge
- Model.train accepts :initial_state option for transfer learning
2026-04-01 09:27:27 -05:00
assets Filter forecast graph to only show current and future hours 2026-04-01 08:14:29 -05:00
config Use local solar time for time-of-day scoring, add PWAT factor and pressure refinements 2026-04-01 08:58:21 -05:00
docs Normalize ML features to prevent NaN gradient explosion 2026-04-01 09:08:33 -05:00
lib Two-phase training: pretrain on algorithm scores, fine-tune on QSOs 2026-04-01 09:27:27 -05:00
priv Add forecast sparkline graph to point detail panel 2026-03-31 16:47:52 -05:00
rel/overlays/bin docker 2026-03-28 11:41:31 -05:00
test Two-phase training: pretrain on algorithm scores, fine-tune on QSOs 2026-04-01 09:27:27 -05:00
.dockerignore docker 2026-03-28 11:41:31 -05:00
.formatter.exs initial 2026-03-28 11:28:47 -05:00
.gitignore Add Nx/Axon/EXLA ML model skeleton for propagation prediction 2026-03-31 16:26:34 -05:00
.tool-versions Normalize ML features to prevent NaN gradient explosion 2026-04-01 09:08:33 -05:00
AGENTS.md initial 2026-03-28 11:28:47 -05:00
algo.md Update analysis with solar time, refine algo.md time-of-day section 2026-04-01 09:02:57 -05:00
CLAUDE.md Comprehensive CLAUDE.md update with full project architecture and setup 2026-03-31 17:52:57 -05:00
Dockerfile Copy algo.md into Docker build before mix compile 2026-03-31 13:09:27 -05:00
elevation.md add elevation findings 2026-03-29 16:23:03 -05:00
mix.exs Add ML training pipeline with Polaris optimizer 2026-04-01 09:06:10 -05:00
mix.lock Add Nx/Axon/EXLA ML model skeleton for propagation prediction 2026-03-31 16:26:34 -05:00
prediction.md HRRR forecast hours (f00-f18) with timeline map UI 2026-03-31 16:44:47 -05:00
README.md initial 2026-03-28 11:28:47 -05:00

README.md

Microwaveprop

To start your Phoenix server:

  • Run mix setup to install and setup dependencies
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