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Project 01 // Core Engine

Soft Sensor Prediction
Models.

Machine learning models for industrial sensor value estimation

DOCUMENTATION
Machine LearningSoft SensorsIndustrial AITime Series
MAC
Machine Learning
SOF
Soft Sensors
IND
Industrial AI
TIM
Time Series
ImprovedOperational accuracy
25%Efficiency gain
ML/DLModel family
Process // 01

The Challenge

Industrial monitoring can require inferred sensor values when direct measurements are delayed, noisy, or costly.

Bottleneck Analysis

Identification of relay failures in distributed nodes.

Process // 02

The Solution

  • Developed ML/DL models for estimating soft sensor values from available operational signals.
  • Built data pipelines that reduced processing time and supported repeatable training.
Architecture

Visual Chronicles

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Solution visualization