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Practical experiences of the calorific value sensor and practical issues in optimising the control concept of grate combustion
Contents ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Process modelling ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Dynamic model for grate stoker    systems Model structure
On-line calorific value sensor (1) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
On-line calorific value sensor (2)
Calorific value waste ,  moisture fraction   waste   a n d   calorific value combustible part  as functi on   of time   On-line calorific value sensor (3)
On-line calorific value sensor (4) Calculated and measured steam production  as  a  function  of time.
On-line calorific value sensor (5) Calculated and measured steam production  as  a  function  of time.
On-line calorific value sensor (6) ,[object Object],[object Object],[object Object],[object Object],[object Object]
Dynamic Model for grate system  (1) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Dynamic Model for grate system  (2) ,[object Object],[object Object],[object Object]
Dynamic Model for grate system  (3) ,[object Object]
Validation of dynamic models (1) Procedure system identification
Validation of dynamic models (2) Comparison dynamic model and plant results
Validation of dynamic models (3) Validation of controller model
Optimisation of control concept (1) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Optimisation of control concept (2) AVR plant, optimisation by tuning of control parameters
Optimisation of control concept (3) AVR plant, optimisation by tuning of control parameters
Optimisation of control concept (4) AVR plant, optimisation by tuning of control parameters
EU project ECOTHERM ,[object Object],[object Object],[object Object],[object Object],[object Object]
Model Predictive Control ,[object Object],[object Object],[object Object]
Evolutionary Control  Classic control/fuzzy logic/neural networks :  based upon fixed optimisation rules models are not able to cope with changes in the plant state Evolutionary model: evolving structure: I.e. self adapting Concept from artificial life. “ Not control rules but autonomous structures are able to generate optimised-control rules”
Evolutionary Control  Performance model (index): target for optimisation  including all the variables and constraints  Represents the global performance of the plant to  be maximised MSWC performance model is based upon fuzzy theory Parameters in fuzzy set: e.g. O2, steam production, CO, NOX
Evolutionary Control  Diagram of evolutionary control approach
Conclusions ,[object Object],[object Object],[object Object],[object Object]

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Practical Experiences Optimising Control of Grate Combustion

  • 1. Practical experiences of the calorific value sensor and practical issues in optimising the control concept of grate combustion
  • 2.
  • 3.
  • 4. Dynamic model for grate stoker systems Model structure
  • 5.
  • 7. Calorific value waste , moisture fraction waste a n d calorific value combustible part as functi on of time On-line calorific value sensor (3)
  • 8. On-line calorific value sensor (4) Calculated and measured steam production as a function of time.
  • 9. On-line calorific value sensor (5) Calculated and measured steam production as a function of time.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14. Validation of dynamic models (1) Procedure system identification
  • 15. Validation of dynamic models (2) Comparison dynamic model and plant results
  • 16. Validation of dynamic models (3) Validation of controller model
  • 17.
  • 18. Optimisation of control concept (2) AVR plant, optimisation by tuning of control parameters
  • 19. Optimisation of control concept (3) AVR plant, optimisation by tuning of control parameters
  • 20. Optimisation of control concept (4) AVR plant, optimisation by tuning of control parameters
  • 21.
  • 22.
  • 23. Evolutionary Control Classic control/fuzzy logic/neural networks : based upon fixed optimisation rules models are not able to cope with changes in the plant state Evolutionary model: evolving structure: I.e. self adapting Concept from artificial life. “ Not control rules but autonomous structures are able to generate optimised-control rules”
  • 24. Evolutionary Control Performance model (index): target for optimisation including all the variables and constraints Represents the global performance of the plant to be maximised MSWC performance model is based upon fuzzy theory Parameters in fuzzy set: e.g. O2, steam production, CO, NOX
  • 25. Evolutionary Control Diagram of evolutionary control approach
  • 26.