https://github.com/olucaslopes/real-time-process-prediction

Real-time neural network to forecast industrial process metrics, derived from an advanced empirical model of industrial processes.
https://github.com/olucaslopes/real-time-process-prediction

Last synced: 28 days ago
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Real-time neural network to forecast industrial process metrics, derived from an advanced empirical model of industrial processes.

• Host: GitHub
• URL: https://github.com/olucaslopes/real-time-process-prediction
• Owner: olucaslopes
• Created: 2024-04-08T11:13:30.000Z (7 months ago)
• Default Branch: main
• Last Pushed: 2024-06-22T23:00:10.000Z (5 months ago)
• Last Synced: 2024-06-23T04:28:55.624Z (5 months ago)
• Language: Jupyter Notebook
• Size: 68.1 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Industrial Process Metrics Forecasting

Real-time neural network to forecast industrial process metrics, derived from an advanced empirical model of industrial processes.

Presentation date: End of June 2024 (last two weeks)

## Objective

- Develop an empirical model of the industrial process using AI.

- Achieve millisecond response times for the model.

- Ensure a maximum error of 0.2% compared to the digital twin.

## Data Description

### Input Data

- `vazaoVapor`: Steam flow rate generated by boilers – [273.0, 416.0] – 8 steps.

- `pressaoVapor`: Steam pressure generated by boilers – [57.0, 63.0] - 4 steps.

- `temperaturaVapor`: Steam temperature generated by boilers (Kelvin) – [718.0, 877.0] – 4 steps

- `cargaVaporTG1`: Steam flow rate at the inlet of turbine 1_1 – [107.0, 271.0] – 8 steps

- `cargaVaporTG2`: Steam flow rate at the inlet of turbine 2_1 - [53.0, 120.0] - 8 steps

- `habilitaTG1`: Turbine 1_1/1_2 status (On/Off) - [0, 1] - 1 step

- `habilitaTG2`: Turbine 2_1/2_2 status (On/Off) – [0, 1] - 1 step

### Output Data

- `consumoEspecificoTG1_1`: Specific consumption of turbine 1_1.

- `consumoEspecificoTG1_2`: Specific consumption of turbine 1_2.

- `consumoEspecificoTG2_1`: Specific consumption of turbine 2_1.

- `consumoEspecificoTG2_2`: Specific consumption of turbine 2_2.

- `potenciaGeradaTG1_1`: Generated power of turbine 1_1.

- `potenciaGeradaTG1_2`: Generated power of turbine 1_2.

- `potenciaGeradaTG2_1`: Generated power of turbine 2_1.

- `potenciaGeradaTG2_2`: Generated power of turbine 2_2.

- `vazaoVaporEscape`: Total steam escape flow rate generated.

- `pressaoVaporEscape`: Steam escape pressure generated.

- `temperaturaVaporEscape`: Steam escape temperature generated.