GES + Telemetri

AI PV Production Forecast

Perform PV production forecasting and anomaly detection with AI.

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AI PV Production Forecast

Overview

Create short and medium-term production forecasts with AI models. Perform string-based anomaly detection with IV curve analysis. Track deviations with Forecast vs Actual comparison.

  • AI Forecast ModelHourly and daily production forecast with machine learning.
  • IV Curve AnalysisAnomaly detection with string-based IV curve analysis.
  • Forecast vs ActualComparison of forecast and actual production and deviation analysis.
  • Root Cause AnalysisAutomatic sorting of possible root causes for anomalies.
Key Capabilities

Key Capabilities

AI Forecast Model

Hourly and daily production forecast with machine learning.

IV Curve Analysis

Anomaly detection with string-based IV curve analysis.

Forecast vs Actual

Comparison of forecast and actual production and deviation analysis.

Root Cause Analysis

Automatic sorting of possible root causes for anomalies.

How to Deploy

How to Deploy

1

Install Template

Install the AI PV forecast dashboard with one click.

2

Connect Data Sources

Connect inverter, meteorology, and string data.

3

Start AI Analysis

Automatic forecasting and anomaly detection after model training.

Technical Details

Technical Details

Forecast PeriodHourly, daily, weekly
Accuracy>90% MAPE (increases as model matures)
Anomaly DetectionString mismatch, shading, soiling, inverter limit
AI ModelEnsemble (LSTM + XGBoost + Physics-based)

Get started with this solution

AI PV Production Forecast — Perform PV production forecasting and anomaly detection with AI.

Get a Quote