AGRI-SENSE • Autonomous Agriculture Platform

⚠️ Physical Sensor Hardware Offline (No Hardware Stream Connected)

Physical ESP32 field sensor nodes are currently unpowered or disconnected. Showing baseline telemetry stream until physical node reconnects. Click status badge to run hardware diagnostic toggle.

SMARTER INSIGHTS • HEALTHIER CROPS • BRIGHTER TOMORROW

Good Morning, Alex Vance

Sub-surface soil hydration levels are optimal. Autonomous spectroradiometer scan scheduled for 14:00 today.

Main Farm Crop Condition

Green Valley Field Plot

✓ EXCELLENT

CHI Score

85.0 / 100

Optimal NIR Scattering

Pathogen Risk

9.9%

Low Infection Risk

Early Lead Time

5.4 Days Early

Pre-symptomatic Advantage

✅ Optimal Crop Health: Leaf canopy NIR scattering & soil hydration levels are within ideal target ranges.

AgriSense 2.0 Autonomous Multimodal AI Command Center

PyTorch MM-SSNet • DBSCAN Spatial Clustering • Grad-CAM XAI • MAVLink Lawnmower UAV • Closed-Loop Relays

🧪 SIL SIMULATION MODE

PyTorch MM-SSNet Diagnosis

HEALTHY

Confidence

96.4%

Severity (0-100)

12.4 / 100

Early Lead Time

48.0 Hours

OOD Mahalanobis

4.2

Physical Sensor Fusion & Rule Disambiguation Trace:

Condition Softmax Probability Distribution:

Grad-CAM Spatial Heatmap & AS7341 Spectral Importance

XAI EXPLAINABLE AI

Target Conv2D Activation Heatmap

DBSCAN Spatial Hotspots 2 Clusters

Affected Area: 543.6 m²

Closed-Loop Relays OFF

Ready (No Cooldown)

Soil Hydration

42.5%

OPTIMAL

Field Temperature

26.1°C

NORMAL

Air Quality

80 PPM

CLEAN AIR

Pathogen Risk

9.9%

5.4 DAYS EARLY

24-Hour Field Moisture & Microclimate Trends

Real-Time Soil Hydration Stability & Canopy Temperature Curve

Autonomous Drone Station

Fleet Control, Live Telemetry Instrumentation & Mission Execution

AGRIDRONE-01

AgriVision Pro Drone Alpha • Payload: AS7341 Spectrometer

IDLE

Battery Level

87%

Altitude

0.0 m

Speed

0.0 m/s

GPS Locked

14 Sats

Active Mission Scan Progress 0%

Drone Fleet Inventory

AGRIDRONE-01

Spectrometry Scanner

READY

AGRIDRONE-02

NDVI Multispectral

CHARGING (42%)

AGRIDRONE-03

Targeted Spray Nozzle

STANDBY

Autonomous Mission Planner

Configure Flight Waypoints, Altitude & Payload Parameters

Target Farm Field

Flight Pattern

Flight Altitude: 25 meters

Sensor Payload

Estimated Distance: 2.4 km

Estimated Duration: 14 mins

Battery Consumption: 32%

Crop Analytics & Field Intelligence

Historical Health Index, Moisture & Microclimate Analytics

NDVI Health Index

88.5%

↑ +3.2% vs last week

Soil Hydration

42.5% VWC

Optimal Moisture Target

Disease Immunity

90.1%

Low Fungal Vulnerability

Canopy Temp

24.2 °C

Balanced Thermal Zone

Crop Health Index vs Pathogen Risk

Soil Hydration & Microclimate Temperature

Agronomic Field Insights & Actionable Guidance

Optimal Hydration

Sub-surface moisture is stable at 42.5% VWC. No supplementary irrigation required for 48h.

Fungal Immunity

Pathogen risk index is low (9.9%). Spectral canopy absorption indicates high natural crop defense.

Aerial Survey

Autonomous drone scan confirms 100% uniform canopy density across all 15.0 acres of plot.

Crop Health Scenarios & Simulation

Simulate Agronomic Stress Presets & Machine Learning Inference

1. Optimal Health

Normal NIR scattering and soil moisture.

2. Fungal Stress

Pre-symptomatic spore germination alert.

3. Soil Drought

VWC moisture below 15% threshold.

4. Stubble Fire

MQ-135 smoke PPM elevated hazard.

Interactive Scenario Simulation

All Micro-Sensor Telemetry

Live Hardware Telemetry Ingest & Multi-Node Sensor Matrix

Hardware Status

OFFLINE (NO SENSOR DATA)

Click top badge to toggle diagnostic

Satellite & Sensor Sync

Live Telemetry Sync

Auto-Sync Active (Every 5s)

Signal Strength

-64 dBm

Strong Tailnet Link

Sensor Array

4 Probes

Capacitive, DHT22, MQ135, AS7341

Active Sensor Channels

Live Telemetry Readouts & Calibration Benchmarks

Live Ingest

Sensor Channel	Hardware Node	Live Reading	Target Range	Calibration Status
Soil Hydration (VWC %) Sub-surface capacitive probe v1.2	Node-01 (Soil Plot A)	42.5% VWC	30% – 50% VWC	CALIBRATED
Field Temperature DHT22 Canopy Thermal Sensor	Node-02 (Canopy Center)	26.1°C	18°C – 32°C	OPTIMAL
Canopy Humidity DHT22 Relative Vapor Sensor	Node-02 (Canopy Center)	68.4%	50% – 80%	BALANCED
Air Quality & Smoke (PPM) MQ-135 Gas Sensor Array	Node-03 (Border Perimeter)	80 PPM	< 400 PPM	CLEAN AIR
Pathogen Risk Index MM-SSNet Deep Neural Inference	AI Engine Model v3.0	9.9%	< 25.0% Risk	5.4 DAYS EARLY

Multispectral Wavelength Analysis

Optical Band Reflectance Measurements

F1 • 415nm (Violet)

450

F2 • 445nm (Indigo)

680

F3 • 480nm (Blue)

920

F4 • 515nm (Cyan)

1,450

F5 • 555nm (Green)

2,800

F6 • 590nm (Yellow)

1,600

F7 • 630nm (Orange)

980

F8 • 680nm (Red)

520

Clear Channel

12,400 Lux

NIR • 885nm (NIR)

6,893

Alerts & Notifications

System Logs, Hardware Warning Events & Agronomic Advisories

Application Settings

Configure Units, Telemetry Refresh Rate & System Preferences

Temperature Unit

Choose display scale for thermal metrics.

Telemetry Refresh Interval

Rate of continuous sensor polling.

User Profile & Account

Manage Registered Farmer Credentials, Farm Details & Password Security

AV

Alex Vance

farmer@agrisense.io

VERIFIED FARMER ACCOUNT

1. Personal Credentials

Full Name

Registered Email Address

Country / Region

Mobile Phone Number

Farmer Category

Residence & Address Details

Street Address

City / Town

State / Province / Region

ZIP / Postal Code

2. Primary Farm & Land Metadata

Primary Farm Name

Land Size (Acres)

Primary Crop Category

Region / Location Coordinates

3. Account Security

Account Password

Last changed: Never

Farm Management

Registered Farm Land Plots & Acreage

Green Valley Field Plot ACTIVE

15.0 Acres • Wheat & Paddy

North Sector Plot IDLE

22.4 Acres • Corn Canopy

AGRIVISION Pro
AgriSense Autonomous Platform

AgriSense

Good Morning, Alex Vance

Green Valley Field Plot

AgriSense 2.0 Autonomous Multimodal AI Command Center

Grad-CAM Spatial Heatmap & AS7341 Spectral Importance

24-Hour Field Moisture & Microclimate Trends

Satellite Terrain Farm Map

Autonomous Drone Station

AGRIDRONE-01

Drone Fleet Inventory

Autonomous Mission Planner

Crop Analytics & Field Intelligence

Crop Health Index vs Pathogen Risk

Soil Hydration & Microclimate Temperature

Agronomic Field Insights & Actionable Guidance

Crop Health Scenarios & Simulation

Interactive Scenario Simulation

All Micro-Sensor Telemetry

Active Sensor Channels

Multispectral Wavelength Analysis

Alerts & Notifications

Application Settings

User Profile & Account

Alex Vance

1. Personal Credentials

Residence & Address Details

2. Primary Farm & Land Metadata

3. Account Security

Farm Management

Green Valley Field Plot

Field Health Overview

Field Information

Sign in with Google

Account Security Verification

Enter Verification Code

Create New Password

Password Updated Successfully

AGRIVISION Pro AgriSense Autonomous Platform

AgriSense

Good Morning, Alex Vance

Green Valley Field Plot

AgriSense 2.0 Autonomous Multimodal AI Command Center

Grad-CAM Spatial Heatmap & AS7341 Spectral Importance

24-Hour Field Moisture & Microclimate Trends

Satellite Terrain Farm Map

Autonomous Drone Station

AGRIDRONE-01

Drone Fleet Inventory

Autonomous Mission Planner

Crop Analytics & Field Intelligence

Crop Health Index vs Pathogen Risk

Soil Hydration & Microclimate Temperature

Agronomic Field Insights & Actionable Guidance

Crop Health Scenarios & Simulation

Interactive Scenario Simulation

All Micro-Sensor Telemetry

Active Sensor Channels

Multispectral Wavelength Analysis

Alerts & Notifications

Application Settings

User Profile & Account

Alex Vance

1. Personal Credentials

Residence & Address Details

2. Primary Farm & Land Metadata

3. Account Security

Farm Management

Add New Farm Plot

Green Valley Field Plot

Field Health Overview

Field Information

Sign in with Google

Account Security Verification

Enter Verification Code

Create New Password

Password Updated Successfully

AGRIVISION Pro
AgriSense Autonomous Platform