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Project 01 // Core Engine

Soft Sensor Prediction
Models.

Machine learning models for industrial sensor value estimation

DOCUMENTATION
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