Five sciences, one common currency

Elevated and volatile solar flux raises geomagnetic and radiation risk that propagates into power, communications and the upper atmosphere over the corridor.

Origin project

F10.7 Solar Activity Forecasting (KSEF Silver · IGO 2026)

Model

GRU + MLP + AR ridge + Holt + seasonal ensemble, trained on 21 years of Penticton daily flux; split conformal + adaptive intervals

Particulate load over the DMZ corridor, with the Fire Weather Index and satellite fire detections as the acute-hazard context. The fastest-moving stream the platform watches.

Origin project

Climate-forecasting methodology (ERA5 vs KMA validation study), extended to a new feed

Model

GRU + MLP ensemble on CAMS air quality with ERA5 weather and Canadian FWI covariates; NASA FIRMS detections as the live fire layer

How far the river sits from its normal state for the season — flood pulses and drought lows both stress the corridor, and both move the dissolved-solids concentration estimated from flow.

Origin project

DMZ Green Détente monitoring device · monthly water-quality fieldwork

Model

GRU + MLP ensemble on GloFAS discharge with basin rainfall covariates; dissolved solids estimated from discharge by a concentration–discharge power law

Canopy vigour relative to what this time of year normally looks like. A negative NDVI anomaly marks vegetation under stress before it is visible from the ground.

Origin project

Multispectral UAV Coastal Wetland Mapping (SNU Excellence Award)

Model

GRU + MLP ensemble pooled across six sites on QA-masked MODIS NDVI with ERA5 covariates

Whether the corridor is releasing more carbon than is normal for the season. The CaCO₃ research quantifies how much of a source could be pulled back.

Origin project

Ultrasonic CaCO₃ crystallisation & methanogen inhibition research

Model

MOD17-style light-use-efficiency model (ERA5 + MODIS) producing daily GPP, respiration and NEE; GRU + MLP ensemble forecasts the flux