Digital Twin · Onboarding Matrix · Climate Neural OS · Quantum Attention Core

Farmer & Farm Onboarding

Unified multi-modal staging payload — relational profile, SpatiaLite parcel bounds, sub-surface chemistry, edge canopy photography and quantum attention weights — tokenised at the ingestion gateway under DPDPA-2023 and projected as a live digital twin of FLD-20240312-0042.

DQ 98.5%DPDPA 2023Token AIOTF-FARM-99E87B21Txn 8fa21b94…Consent ✓

Relational Profile · Tokenised

PII-MASKED
Farmer (masked)R. Kumar
Mobile SHA-256e3b0c44298fc1c149a…52b855
State · DistrictMaharashtra · Nashik
Taluka · VillageYeola · Sonewadi
Experience22 yrs
CategorySmallholder

PII tokenised at ingestion gateway · downstream ML sees only AIOTF-FARM-* tokens.

Farm Characteristics · SpatiaLite

SRID 4326 · WGS84
Field IDFLD-20240312-0042
Local nameShetat-1
Khasra / SurveySurvey No. 45/2B
Area2.5 ac
Elevation612 m
SlopeGentle
OwnershipOwned
IrrigationBorewell + Drip
Closed polygon · 5 vertices · centroid 20.1345°N, 74.5712°E
centroid

Soil Baseline Report

LAB + IN-SITU PROBE
Self-reportedBlack
Sensor-derivedVertisol (Clay-Rich)
Organic C0.65%
N · P · K (kg/ha)280 · 22.5 · 340
CEC32.4 meq/100g
Bulk density1.25 g/cm³
VWC profile · probe 4cb310a2…
15 cm22.4% VWC
45 cm28.1% VWC
90 cm34.6% VWC
Soil T26 °C
EC1.4 mS/cm

Crop Information

PHENOLOGY
Crop · VarietyOnion · Bhima Super
SeasonRabi
Sowing2026-05-15
Expected harvest2026-09-10
Growth stageVegetative
Self-reported healthHealthy
DAS · Season progress
Sown38 / 118 daysHarvest

Neural OS Parameters

ETO · GDD · VPD
Reference ET₀6.02 mm/day
Cumulative GDD180.5 °C·d
VPD1.84 kPa
Spectral harmonics (Sentinel-2)
NDVI0.780
SAVI (L=0.5)0.524
LSWI0.333

Vector-Accelerated Spectral Math · NDVI Verification

B08 − B04 / B08 + B04
NDVI
0.780
stable ✓
SAVI
0.524
stable ✓
LSWI
0.333
stable ✓

Mean NDVI 0.780 > 0.60 threshold → vegetative_raster_density_stable = true. SAVI background-corrects bare Vertisol reflectance (L=0.5); LSWI corroborates root-zone water status — all three indices co-located on the same parcel polygon.

ndvi = (B08 − B04) / (B08 + B04)
savi = ((B08 − B04) / (B08 + B04 + L)) · (1 + L),  L = 0.5
lswi = (B08 − B11) / (B08 + B11)

Quantum Attention · |ψ(t)⟩

WAVE-FN COLLAPSE
Vital
65%
α=0.70 · |α|²
Stressed
33%
α=0.50 · |α|²
Critical
1%
α=0.10 · |α|²
|ψ(t)⟩ = 0.70|Vital⟩
        + 0.50|Stressed⟩
        + 0.10|Critical⟩

raw  → Pv=0.49  Ps=0.25  Pc=0.01
norm → Pv=0.65  Ps=0.33  Pc=0.01

VPD 1.84 kPa + EC 1.4 mS/cm drift trigger wave-function collapse — emits region-locale advisory (Marathi · WhatsApp) to pause irrigation and pre-empt salt stress.

Physics-Informed Computer Vision · ResNet Edge

GPS-COREG ✓
  • IMG-88192-CANOPYconf 88.4%
    Leaf Curling Detected
    s3://agrisense-spatial-lakehouse/media/2026/06/22/FLD_0042_canopy.jpg
  • IMG-88193-BASALconf 94.1%
    Healthy Stem
    s3://agrisense-spatial-lakehouse/media/2026/06/22/FLD_0042_basal.jpg

Co-registered against parcel centroid before ResNet inference. Leaf-curling flagged ~2-3 weeks before satellite NDVI mottling is detectable.

Operational Ecosystem Benefits

OUTCOMES
  • Site-specific onboarding
    Replaces manual surveys — fuses land registry + active sensors in one unified frame.
  • Hallucination-safe advisories
    Phi-3-mini SLM bound to property graph + parcel coordinates — every directive is verifiable.
  • Early stress detection
    Edge canopy photos + high-freq telemetry catch anomalies 2-6 weeks ahead of satellite NDVI shifts.
  • Immutable carbon audits
    Biomass & water-use metrics auto-logged to support international carbon offset verification.