solar_power
SolarPulse AI
AI-Powered Solar Monitoring & Fault Detection
Demo Mode
verified Industrial Photovoltaic SCADA Telemetry

Photovoltaic Array Telemetry & Thermal ML Diagnostics

Real-time monitoring of solar panel electrical, environmental and thermal conditions.

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Voltage bolt
38.6 V
+0.4% Nominal 36-42V
Current electric_meter
5.64 A
+1.2% MPPT Tracking
Power Output power
217.7 W
V × I Active Max Rating 250W
Efficiency speed
19.5 %
Derived ML STC Baseline 20.2%
Irradiance wb_sunny
1048 W/m²
Peak Band Pyranometer ref
Temperature thermostat
32.4 °C
+1.8°C Amb BME280 Ambient
Humidity water_drop
58 %
Stable Relative Humidity
Pressure compress
1008 hPa
Barometric Altitude adjusted
health_and_safety

Solar Array Health

Optimal
87%
System Integrity
Output: 217.7 W
Efficiency: 19.5%
Status: Optimal
check_circle Inverter MPPT synchronized
warning Hotspot localized on Cell 14B
check_circle Bypass diodes operational
local_fire_department

AI Thermal Inspection (Active)

Thermal Scan Preview
SP-A104
AI Classification: Hotspot Detected
Confidence: 97%
Risk Level: HIGH
Last Thermal Scan: Today, 14:32
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Real-Time Power Output Trend

P = V × I
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Environmental Telemetry (Ambient & Solar)

BME280 + Sensor
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Live Sensor Telemetry Stream

Sampling active
Time Voltage (V) Current (A) Power (W) Efficiency (%) Irradiance (W/m²) Temperature (°C)
analytics Photovoltaic Deep Performance Telemetry

High-Resolution Analytical Diagnostics

Detailed time-series telemetry metrics for Solar Panel Array SP-A104 across key electrical and environmental parameters.

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Power vs Time

Watts (W)
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Voltage vs Time

Volts (V)
electric_meter

Current vs Time

Amperes (A)
speed

Efficiency vs Time

Percentage (%)
thermostat

Temperature vs Time

Celsius (°C)
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Irradiance vs Time

W/m²
center_focus_strong Computer Vision Thermographic Fault Classifier

AI Thermal Inspection & Hotspot Detection

MLX90640 radiometric thermal imaging pipeline with localized convolutional fault diagnosis.

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Thermogram Radiometric Viewport

Array Target: SP-A104
AI Solar Thermal Inspection
warning HOTSPOT #01 (67.8°C)
Analyzing Radiometric Heat Matrix...
Running Inference: Convolutional Hotspot Locator v2.4
18.0°C (Cold/Ambient) 45.0°C (Operating) 70.0°C (Hotspot Critical)
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ML Inference Outcome

HIGH RISK
Target Panel ID: SP-A104
Last Thermal Scan: Today
AI Classification: Hotspot Detected
Confidence:
97%
Defect Classification: Localized Shunting / Cell 14B
Max Temperature: 67.8 °C
lightbulb Predictive Action Advisory

Localized hotspot exceeding STC maximum threshold by +35.4°C. Bypass diode trigger likely active. Prompt visual and connector audit recommended to prevent module delamination.

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Vision Pipeline Pipeline Spec

SENSOR: MLX90640 Far-IR (32×24 array)
FRAME RATE: 8 Hz over I²C High Speed
INFERENCE: Lightweight MobileNet-V2 / Edge ONNX
STATUS: Frontend Simulation / Ready for API
handyman Predictive & Preventive Maintenance Operations

Array Maintenance & Field Work Orders

Autonomous prioritization of cleaning schedules, hot spot repairs, and array calibration tasks.

local_fire_department

HOTSPOT DETECTED

HIGH PRIORITY
Target Panel: SP-A104
Priority: HIGH
Status: Pending
Reported: Oct 26, 14:32
Recommendation:

Inspect affected panel and electrical connections. Check bypass diode and thermal hotspot on Cell 14B.

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DUST ACCUMULATION

MEDIUM PRIORITY
Target Panel: SP-A102
Priority: MEDIUM
Status: Recommended
Reported: Oct 26, 09:15
Recommendation:

Schedule panel cleaning. Soiling index calculated at 6.4% output attenuation across northern string.

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INVERTER CALIBRATION

LOW PRIORITY
Target Panel: SP-B201
Priority: LOW
Status: Scheduled
Reported: Yesterday
Recommendation:

Run micro-inverter MPPT loop calibration routine during overnight low-voltage standby window.

notifications_active Real-Time Incident Stream & Telemetry Anomalies

System Fault Alerts & Diagnostic Events

Active hardware warnings, thermal threshold breaches, and electrical variances requiring operator review.

tune Edge Telemetry & Hardware Node Configuration

Platform & Sensor Settings

Configure sampling parameters, anomaly triggers, sensor thresholds, and hardware integration endpoints.

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Dashboard Appearance

Color Theme
Toggle between high-contrast dark industrial theme and daylight mode
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Telemetry & Data Acquisition

Demo Simulation Engine
Generate realistic mathematical solar physics telemetry
Telemetry Update Interval
Frequency of simulated sensor telemetry polling
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Alert Thresholds

W
%
°C
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Hardware Sensors & Microcontroller

Online
ESP32 Node ID
ESP32-A104
Dual-Core 240MHz Wi-Fi/BLE Gateway
INA226 Sensor
Voltage / Current / Power
0-36V Bi-directional High-Side I²C Monitor
BME280 Sensor
Temp / Humidity / Pressure
Environmental Micro-Climate Sensor
MLX90640 Camera
Thermal Infrared Array
32×24 Radiometric Pixel Sensor
cloud

Cloud Synchronization

Demo Mode
Firebase Realtime Database
Sync live hardware telemetry from ESP32 WiFi gateway
Demo Mode