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StoriesPlace: Mountains and avalanche terrain

Snowpack, slope and signal

Avalanche forecasting reasons about the likelihood and size of avalanches on given terrain1. The observations behind it come from a few stations in hard places, and the network that brings them out has to work in the worst weather of the year.

Systems
Remote weather and snow stations, Line-of-sight radio, Off-grid power
Toward 2030
Denser, cheaper snowpack observation
Figures
4, field scene, layer stack, simulator, systems diagram

Go to the references

01Field scene

A valley in alpine terrain.

A private cell on the valley floor, a weather station on a shoulder, a compact radar and a seismic vault stand on terrain drawn from a real elevation model. The red stipple is the ground the mast can see; everything in shadow needs a relay or a different site.

Figure as text: Stations and coverage in an alpine valley

An alpine valley from elevation data: a cell tower on the floor with its visible ground in red stipple, a weather station, a compact radar on a ridge and a seismic vault.

  • Cell site
  • Weather and snow
  • Compact radar
  • Seismic vault

02Layer stack

Reading the terrain in layers.

Forecasters judge avalanche problems on terrain: slope, aspect, elevation band and exposure to wind1. A layer stack makes those inputs explicit: contours, the stations, the access routes, and a modelled slope class whose red line marks the steepest ground.

Figure as text: Avalanche terrain as registered layers

An exploded stack: terrain contours, imagery, land cover, routes and structures, stations, an analysis grid and a modelled terrain class with a red threshold line.

  1. Terrain: Contours from the elevation model.
  2. Imagery: Optical and radar scenes.
  3. Land cover: Forest, open slopes and rock.
  4. Routes and structures: Roads, rail and buildings exposed to avalanche paths.
  5. Stations: Weather and snow stations; red ones are reporting now.
  6. Terrain class: A modelled slope class; the red line marks the steepest ground.

03Simulator

A station that must last the winter.

In a narrow valley in December, the sun clears the ridge for only a few hours. A snow station’s battery has to carry it through storms that bury the panel. Set a short winter day and a heavy load to see the margin.

Figure as text: Winter energy balance of a remote snow station

A line chart of stored energy over fourteen days with a dashed reserve line.

Winter energy balance of a remote snow station, at the starting values
Battery4800 Wh
Station load18 W
Solar array240 W
Peak sun hours0.8 h
Autonomy without sun8.9 days
Daily energy balance−288 Wh
Days to empty at this balance13.3 days

04Systems diagram

The scale the public reads.

Behind every public bulletin is a danger rating on a five-level scale used across North America, and a description of the avalanche problem2. Better observation does not change the scale; it narrows the uncertainty behind each rating.

Figure as text: From stations to the public bulletin

A four-tier diagram: stations and field reports, radio relays, the forecasting office, and the public bulletin and transport operators.

  • Observations: Snow station, Ridge wind, Field reports
  • Relays: Relay, Satellite
  • Forecasting: Forecast office
  • Bulletin: Public bulletin, Road and rail

8 links. Scenarios: Normal operation; Relay buried.

Figure 1

Field scene

In sight of the tower top
1.93 km²
Share of the patch
97 %
Radio horizon, 25 m mast
26.4 km
Tower to radar
545 m

Figure 1. Stations and coverage in an alpine valley. An alpine valley from elevation data: a cell tower on the floor with its visible ground in red stipple, a weather station, a compact radar on a ridge and a seismic vault.

References

  1. A conceptual model of avalanche hazard. Statham, G. et al., Natural Hazards 90:663–691, 2018.
  2. Avalanche forecasts and the North American Public Avalanche Danger Scale. Avalanche Canada, 2024.

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Where this applies

Sensors & instrumentsConnectivityField servicesEdge compute & AIPublic safetyTransportCivil resilienceField tour: mountain valley