DTanzillo commited on
Commit
54f0eb0
·
verified ·
1 Parent(s): f263b8f

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +36 -0
README.md ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ tags:
4
+ - space-safety
5
+ - conjunction-assessment
6
+ - satellite-collision
7
+ - physics-informed
8
+ ---
9
+
10
+ # Panacea — Satellite Collision Avoidance Models
11
+
12
+ ML models for satellite conjunction assessment, trained on ESA Kelvins CDM dataset.
13
+
14
+ ## Models
15
+
16
+ | Model | File | AUC-PR | Description |
17
+ |-------|------|--------|-------------|
18
+ | Orbital Shell Baseline | `baseline.json` | 0.061 | Altitude-binned collision rates |
19
+ | XGBoost | `xgboost.pkl` | 0.988 | Gradient-boosted trees on CDM features |
20
+ | PI-TFT | `transformer.pt` | 0.511 | Physics-Informed Temporal Fusion Transformer |
21
+
22
+ ## Usage
23
+
24
+ ```python
25
+ from huggingface_hub import hf_hub_download
26
+
27
+ # Download PI-TFT model
28
+ path = hf_hub_download("DTanzillo/panacea-models", "transformer.pt")
29
+ checkpoint = torch.load(path, map_location="cpu", weights_only=False)
30
+ ```
31
+
32
+ ## Weekly Fine-Tuning
33
+
34
+ The PI-TFT model is automatically fine-tuned weekly using Starlink maneuver
35
+ detections as proxy training labels. See the
36
+ [Panacea repo](https://github.com/DominicTanzillo/Panacea) for details.