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Combustion Optimization - Neural Net Optimization System

Source: ABB Power Plant Automation
At the heart of ABB's optimization solution is the Neural Optimizer
Details

At the heart of ABB's optimization solution is the Neural Optimizer. The Neural Net optimization package has the following advantages:
  • It is totally integrated into the control platform for closed loop control
  • It is designed to adapt to changes in fuel and equipment wear and tear
  • It is totally managed and installed by ABB
The system simultaneously optimizes multiple control variables according to limits and goals established by the plant operator.
  • Optimized control variables include: Heat Rate, NOx, CO and LOI
Arbitrated control manipulates the key combustion variables that vary slightly for each firing system configuration. A partial list of these variables include:
  • Secondary air dampers
  • OFA dampers
  • Air distribution dampers
  • Total air flow
  • Fuel distribution
  • Firing zone location, etc.
Our advanced system follows a multi-step project execution process. This not only tailors the system for each unit's idiosyncrasies, but it also ensures that plant personnel have confidence in the final product. The steps are:

1. Collect boiler operational data
2. Develop prediction models
3. Develop optimization / control models
4. Implement open loop advisory optimization
5. Implement closed loop process optimization

This automation solution is based on:

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