Agriculture & Livestock Needs edge adapter

HeatMap

Dairy Estrus (Heat) Detection

Research concept for estrus-associated activity; not a breeding decision or veterinary assessment.

Prepare edge pipeline Design this solution See how it works

Readiness Needs edge adapter

The evidence is proven or strong, but this capability still needs a capability-specific ESP32 or Rust runtime adapter.

Evidence Supported hypothesis

Published physics or adjacent results support the hypothesis; capability-specific product and site validation are still required.

Runtime family Not mapped

No browser runtime is assigned to this capability yet.

Why live sensing is unavailable

No capability-specific offline runtime is mapped yet. Keep the feature visible, explain the required edge adapter, and never fabricate a live result.

Intended capability

Validate this target only after a capability-specific adapter and ground-truth study exist: Flags cows in estrus by their surge in restless locomotion and mounting behavior, catching the ~8-hour fertile window that today's visual checks routinely miss.

This describes the intended outcome. Readiness is needs edge adapter, evidence is class B, and a catalog mapping or recording is not proof of this outcome at a real site.

Solution blueprint

See the environment before installing it.

This exact kit is one of 191 first-class designs. It includes geometry, objects, nodes, wording, scenarios, installation, limitations, and catalog-bound readiness.

Needs edge adapter

No rendered revision is available yet.

Bundled recording

A related Agriculture scene

This is one recorded vertical scenario. It is not separate validation of every capability in the catalog.

01 The physics

Estrus roughly doubles-to-triples locomotor activity and produces mounting events — brief, high-amplitude vertical micro-Doppler bursts plus stacked-silhouette RTI signatures distinct from feeding or lying. It is a clear behavioral-energy deviation from the cow's own baseline.

02 Shared processing path

Doppler activity-energy integration per animal + RTI mounting-event silhouette detector -> per-cow rolling-baseline anomaly manifold (adaptive PCA+MVE) -> deviation score peak = heat alert; machine-vs-human discrimination logic reused to reject equipment/human motion

This is a capability design path. Components may be shared with other catalog entries; it is not presented as a unique algorithm.

03 Validation plan

Own-hardware in free-stall barn vs pedometer/accelerometer collars + progesterone-confirmed estrus over a breeding cycle; WiMANS/CSI-Bench for multi-animal activity separation priors.

04 Commercial hypothesis

'HeatMap' — collar-free estrus detection for dairy breeders; tightens conception rates and shortens calving interval, the core dairy profit lever.