AI · QUANTUM · DECISION ENGINE
Probe-node simulator — from raw soil signal to a single farmer instruction.
Drag sliders to emulate ESP32 packets from capacitive moisture probes, DS18B20, and the DFRobot EC kit. Watch the AI pipeline collapse the quantum field-state superposition into a single decision in real time.
TODAY · 13/5/2026conf. 92%
Do nothing today.
Crop in vital state (P=81%). Next check at sunset.
ET₀
7.19 mm
Yield est.
4.12 t/ha
Probe Node · ESP32 + sensors
Capacitive moisture v2.0 ×3 · DS18B20 · DFRobot ECCrop
Moisture · 10 cm22 % VWC
Moisture · 25 cm28 % VWC
Moisture · 40 cm34 % VWC
Soil temperature24.00 °C
Electrical conductivity1.40 mS/cm
Multi-source fusion · IMD + Sentinel-2
Cellular uplink via SIM7600 · 15-min cadenceAir temperature31.00 °C
Relative humidity58 %
Wind speed @ 2m2.10 m/s
Net radiation18.00 MJ/m²·d
Rain probability (24h)15%
NDVI (Sentinel-2)0.62
Field state · |ψ⟩ = α|vital⟩ + β|stressed⟩ + γ|critical⟩
CWSI = 0.38 · superposition collapses on observationα · |vital⟩0.901
P = |α|² = 81.2%
β · |stressed⟩0.423
P = |β|² = 17.9%
γ · |critical⟩0.097
P = |γ|² = 0.9%
The probe ensemble exists in a superposition until measurement. Each 15-minute LoRa packet is an observation that projects |ψ⟩ onto a basis state.
⟨ψ|ψ⟩ = α² + β² + γ² = 1.00
Intelligence stack · live computation
Edge → cloud · sub-30-minute latencyL1 · Deterministic7.190 mm/day
FAO-56 Penman–Monteith
ET₀ = (0.408Δ(Rₙ−G) + γ·900/(T+273)·u₂(eₛ−eₐ)) / (Δ + γ(1+0.34u₂))L2 · Predictive ML4.12 t/ha
Gradient-boosted yield
ŷ = β₀ + Σ fₖ(moisture, EC, T, NDVI)L3 · Quantumargmax = vital
Crop-state amplitude
|ψ⟩ = α|vital⟩ + β|stressed⟩ + γ|critical⟩L4 · Stress index0.385
Crop water stress (CWSI)
CWSI = 1 − (θ − θ_wp) / (θ_fc − θ_wp)LoRa SX1278 · 433 MHz uplink
Idle · move sliders to inject packets// awaiting first packet…