proximityfeverdream/roentgen-nowcast

Roentgen - Aditya-L1 solar flare nowcasters (Team Navya, ISRO BAH 2026 PS-15)

Dual independent temporal convolutional networks (TCNs) that nowcast solar flares from India's Aditya-L1 X-ray telemetry:

File	Channel	Input	Heads
nowcast_soft.pt	SoLEXS soft X-ray (2-22 keV)	6 causal features from the 1-min count rate	detect (binary) + class (quiet/A/B/C/M/X)
nowcast_hard.pt	HEL1OS hard X-ray (8-150 keV)	6 causal features	detect + burst tier (quiet/H1/H2/H3)
nowcast_hard_calibrator.joblib	-	isotonic calibrator for the hard detect prob	-
navya-v2/*.pt	next-generation retrain	16 (soft) / 25 (hard) band-resolved physics features	detect + 6-class

• Strictly causal (trailing windows only), seq_len 120 min, 150k params each, CPU real-time (40 ms per inference).
• The two channels share nothing upstream; fusion happens at the serving layer only (union alert).
• Validated against the independent GOES catalogue (never a model input).

Serving code, feature pipeline, dashboard and docs: https://github.com/Aur1ety/Roentgen (branch minimal for the deployable snapshot). MODELS.md in this repo carries the full provenance/receipts summary.