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Identification and System Parameter Estimation 1982 : Proceedings of the Sixth IFAC Symposium, Washington DC, USA, 7-11 June 1982.

By: Bekey, G. A.
Contributor(s): Saridis, G. N | Sardis, G.W.
Material type: TextTextSeries: eBooks on Demand.IFAC Proceedings: Publisher: London : Elsevier Science & Technology, 2016Copyright date: ©1983Description: 1 online resource (869 pages).Content type: text Media type: computer Carrier type: online resourceISBN: 9781483165783.Subject(s): CongressesAdditional physical formats: Print version:: Identification and System Parameter Estimation 1982 : Proceedings of the Sixth IFAC Symposium, Washington DC, USA, 7-11 June 1982DDC classification: 629.8312 LOC classification: TJ213Online resources: Click here to view this ebook.
Contents:
Front Cover -- Identification and System Parameter Estimation -- Copyright Page -- Table of Contents -- Dedication -- PREFACE -- CHAPTER 1. N. S. RAJBMAN: A MEMORIAL -- RAJBMAN'S SCIENTIFIC CONTRIBUTIONS: SOME HIGHLIGHTS -- SOME PERSONAL REMINISCENCES -- RAJBMAN'S PUBLICATIONS: A PARTIAL LIST -- CHAPTER 2. PROCESS FAULT DETECTION BASED ON MODELING AND ESTIMATION METHODS -- INTRODUCTION -- ELEMENTARY FUNCTIONS OF PROCESS SUPERVISION -- FAULT DETECTION METHODS -- PARAMETER ESTIMATION FOR CONINUOUSTIME MODELS -- FAULT DETECTION FOR AN ELECTRO MOTOR DRIVEN CENTRIFUGAL PUMP -- CONCLUDING REMARKS -- APPENDIX A -- APPENDIX B -- REFERENCES -- CHAPTER 3. ON THE COHERENCE AMONG THE MULTITUDE OF SYSTEM IDENTIFICATION METHODS -- CONTENTS -- 1 INTRODUCTION - A BAG OF TRICKS -- 2 THE USE OF A PRIORI KNOWLEDGE -- 3 MODELS, LINEAR-IN-THE-PARAMETERS -- 4 MODELS, NONLINEAR-INTHE-PARAMETERS -- 5 INFORMATION ASPECTS -- 6 CONCLUSIONS -- REFERENCES -- CHAPTER 4. THE ACADEMIC ENGINEERING RESEARCH ENVIRONMENT IN THE UNITED STATES -- SUMMARY -- CHAPTER 5. AN OVERVIEW OF THE SYSTEM IDENTIFICATION PROBLEM: INTRODUCTION -- 1. INTRODUCTION -- 2. THE USER'S FIVE QUESTIONS -- 3 OUTLINE OF THE WORKSHOP -- CHAPTER 6. THE CHOICE AND USE OF DIFFERENT MODEL SETS FOR SYSTEM IDENTIFICATION -- 1 INTRODUCTION -- 2 GENERAL CONSIDERATIONS -- 3 SISO FORMS OF LINEAR(IZED) MODELS -- 4. MIMO FORMS OF LINEAR(IZED) MODELS -- REFERENCES -- CHAPTER 7. IDENTIFICATION METHODS -- 1. INTRODUCTION -- 2. MODELS AS PREDICTORS -- 3. GUIDING PRINCIPLES BEHIND IDENTIFICATION METHODS -- 4. HOW TO COMPUTE THE ESTIMATE -- 5 ANALYSIS -- 6 CHOICE OF IDENTIFICATION CRITERIA -- 7. CONCLUSIONS -- REFERENCES -- CHAPTER 8. EXPERIMENT DESIGN -- INTRODUCTION -- THE CLASS OF MODELS AND ESTIMATION CRITERIA -- EXPERIMENT DESIGN PROBLEMS -- INFORMATIVE EXPERIMENTS -- EXPERIMENT DESIGN CRITERIA -- PROBABILITY MODELS.
FREQUENCY DOMAIN DESIGN -- REFERENCES -- CHAPTER 9. MODEL VALIDATION -- 1. INTRODUCTION -- 2. A POSTERIORI COMPARISON OF DIFFERENT MODEL SETS -- 3. CAN THE OBTAINED MODEL BE ACCEPTED? -- 5. CONCLUSIONS -- ACKNOWLEDGEMENT -- REFERENCES -- CHAPTER 10. WHAT DOES SYSTEM IDENTIFICATION HAVE TO OFFER? -- 1. INTRODUCTION -- 2. WHAT CAN SYSTEM IDENTIFICATION BE USED FOR? -- 3. WHAT FORM CAN PRIOR KNOWLEDGE TAKE AND HOW TO OBTAIN IT ? -- 4. HOW TO CHOOSE A MODEL SET FROM PRIOR KNOWLEDGE ? -- 5, APPLICATION 1 : A RAINFALL-RIVERFLOW PROCESS -- 6. APPLICATION 2 : THE GR0UNDWATERFL0W PROCESS -- 7. CONCLUSION -- 8. REFERENCES -- CHAPTER 11. PARAMETER AND STATE ESTIMATION: INTRODUCTION AND INTERRELATION -- INTRODUCTION -- THE MODELING PROBLEM -- THE GENERAL PARAMETER ESTIMATION PROBLEM -- SOLUTIONS OF THE ESTIMATION PROBLEM -- REFERENCES -- CHAPTER 12. ESTIMATION THEORY AND SIGNAL PROCESSING -- INTRODUCTION -- LINEAR PREDICTION -- SPECTRAL ANALYSIS -- TIME DELAY ESTIMATION -- ACKNOWLEDGMENT -- CHAPTER 13. SUMMARY OF NUMERICAL AND COMPUTATIONAL ASPECTS OF THE PARAMETER AND STATE ESTIMATION PROBLEM -- REFERENCES -- CHAPTER 14. NONPARAMETRIC IDENTIFICATION OF CONTINUOUS NONLINEAR SYSTEMS USING RAJBMAN'S DISPERSIONAL METHOD -- INTRODUCTION -- CROSS DISPERSIONAL MODELS -- AUTO-DISPERSIONAL MODELS -- DISPERSIONAL IDENTIFICATION OF HAMMERSTEIN SYSTEMS -- DISCRETE APPROXIMATION -- COMPUTATION OF REGRESSION AND DISPERSION FUNCTIONS -- REFERENCES -- CHAPTER 15. NEW ESTIMATION METHODS OF DISPERSION FUNCTIONS FOR IDENTIFICATION OF NONLINEAR SYSTEMS -- INTRODUCTION -- ASYMPTOTIC BEHAVIOUR OF DISPERSION FUNCTIONS -- A NEW ESTIMATE OF REGRESSION AND CROSS DISPERSION FUNCTIONS FOR ERGODIC PROCESSES -- PROBLEMS OF ANALYSIS FOR ESTIMATION OF CROSSDISPERSION FUNCTIONS -- CONCLUSION -- REFERENCES.
CHAPTER 16. SUCCESSIVE IDENTIFICATION OF VOLTERRA TYPE NONLINEAR MULTI-INPUT-OUTPUT SYSTEM AND ITS APPLICATION TO PARAMETER ESTIMATION -- INTRODUCTION -- IDENTIFICATION OF SINGLE-INPUT NONLINEAR SYSTEM -- IDENTIFICATION OF MULTI-INPUT NONLINEAR SYSTEM -- APPLICATION TO PARAMETER ESTIMATION OF NONLINEAR CASCADE SYSTEM -- CONCLUSIONS -- REFERENCES -- CHAPTER 17. ON IDENTIFICATION OF LINEAR SYSTEMS AND THE ESTIMATION LIE-ALGEBRA OF THE ASSOCIATED NONLINEAR FILTERING PROBLEM -- INTRODUCTION -- 2. FINITE IDENTIFIABILITY OF ARMA MODELS -- 3. IDENTIFICATION AND THE GEOMETRY OF THE MODULI SPACE -- 4. THE NONLINEAR FILTERING APPROACH TO IDENTIFICATION -- 5. GAUSSIAN APPROXIMATION -- 6. EXTENDED KALMAN FILTER AND ESTIMATION LIE ALGEBRA -- REFERENCES -- CHAPTER 18. PROBLEMS RELATIVE TO IDENTIFICATION OF NONLINEAR SYSTEMS WITH CASCADE STRUCTURE -- INTRODUCTION -- THE CLASS OF SYSTEM STUDIED -- IDENTIFICATION METHODS -- DETERMINATION OF SUBSPACES -- THE PROPOSED METHOD -- APPLICATION EXEMPLE -- CONCLUSION -- REFERENCES -- CHAPTER 19. NONLINEAR SYSTEM IDENTIFICATION BY PSEUDORANDOM SIGNAL TESTING -- INTRODUCTION -- DIRECT MEASUREMENT OF SECOND-ORDER KERNELS -- INDIRECT MEASUREMENT OF SECOND-ORDER KERNELS -- EXAMPLE -- CONCLUSIONS -- REFERENCES -- CHAPTER 20. A NEW APPROACH OF NONLINEAR SYSTEMS: HOMODYNAMIC SYSTEMS -- INTRODUCTION -- NON-LINEAR SYSTEMS AND HOMODYNAMIC SYSTEMS -- STATE SYSTEMS AND LINEARIZATION -- NON-LINEAR IDENTIFICATION AND SYNTHESIS -- HOMODYNAMIC SIMPLE EXAMPLE FAMILY -- REFERENCES -- CHAPTER 21. SELECTING A CANONICAL FORM TO REPRESENT A MULTIVARIATE DATA SET -- INTRODUCTION -- METHODS -- RESULTS -- DISCUSSION -- REFERENCES -- CHAPTER 22. MODELING AND IDENTIFICATION OF DISTRIBUTED PARAMETER SYSTEMS USING JACOBI VECTORS -- INTRODUCTION -- MODELING -- IDENTIFICATION -- COMPUTATION -- DISCUSSION -- REFERENCES -- APPENDIX.
CHAPTER 23. A SPECIAL PARAMETRIZATION FOR MODEL STRUCTURE DETERMINATION OF MULTIVARIABLE SYSTEMS -- INTRODUCTION -- PRELIMINARIES -- PROPOSITION OF ESS REPRESENTATION -- PARAMETER ESTIMATION WITH MAXIMUM LIKELIHOOD METHOD -- STRUCTURAL APPROXIMATION BY EVALUATION OF ELEMENTARY SUBSYSTEMS -- COMPUTATIONAL RESULTS -- CONCLUSION -- REFERENCES -- CHAPTER 24. SYSTEM STRUCTURE IDENTIFICATION -- INTRODUCTION -- SYSTEM CLASS ESTIMATION -- DISCRIMINANT ANALYSIS -- SEQUENTIAL DECISION -- SEARCH OP MODEL STRUCTURE -- DETECTING NON-STATIONARITY -- DETECTING NON-LINEARITY -- DETECTING DYNAMICS -- DETECTING LINEARITY OP PROCESSES IN HYDRAULIC PIPELINES -- CONCLUSIONS -- REFERENCES -- CHAPTER 25. ON THE IDENTIFICATION OF CONTINUOUS VIBRATING SYSTEMS MODELLED BY HYPERBOLIC PARTIAL DIFFERENTIAL EQUATIONS -- INTRODUCTION -- SYSTEM EQUATIONS -- PARTIAL IDENTIFICATION -- UNIQUE IDENTIFICATION OF COEFFICIENTS FROM POINT MEASUREMENTS -- CONCLUSIONS -- REFERENCES -- ACKNOWLEDGEMENTS -- CHAPTER 26. A DECOMPOSITION ALGORITHM FOR A ROBUST ESTIMATION OF MULTIVARIATE ARMA MODELS -- INTRODUCTION -- Ali ALGORITHM FOR THE MULTIVARIATETIME SERIES ANALYSIS -- AN EXAMPLE -- SUMMARY -- CHAPTER 27. A NEW ALGORITHM FOR RECURSIVE ESTIMATION OF CONTROLLED ARMA PROCESSES -- INTRODUCTION -- PROCESS DESCRIPTION -- THE OFF-LINE ALGORITHM -- THE RECURSIVE ALGORITHM -- CONVERGENCE ANALYSIS -- SIMULATIONS -- CONCLUSION -- REFERENCES -- APPENDIX -- CHAPTER 28. AN ANALYSIS OF LEAST SQUARES DERIVED TECHNIQUES FOR PARALLEL IMPLEMENTATION IN THE MIMO-ARMA SITUATION -- INTRODUCTION -- ESTIMATE EQUATIONS -- PARALLELISM IN THE ESTIMATE EQUATIONS -- CONCLUSIONS -- REFERENCES -- CHAPTER 29. CONSISTENCY RESULTS FOR BAYESIAN ESTIMATORS OF MULTIVARIATE ARMA PROCESSES -- INTRODUCTION -- PRELIMINARIES AND NOTATIONS -- CONVERGENCE OF THE POSTERIOR DISTRIBUTION -- REFERENCES.
CHAPTER 30. REDUCTION OF ARMAX MODELS BY TRANSFORMATION TO STATE SPACE FORM -- INTRODUCTION -- THE REDUCTION PROCEDURE -- STRUCTURAL CONSTRAINTS DUE TO UNCORRELATED RESIDUALS -- ILLUSTRATIVE EXAMPLES -- CONCLUSIONS -- REFERENCES -- CHAPTER 31. UNIQUENESS OF PREDICTION ERROR ESTIMATES OF MULTIVARIABLE MOVING AVERAGE MODELS -- 1. INTRODUCTION -- 2.STATEMENT OF THE PROBLEM -- 3.GLOBAL MINIMA -- 4.STATIONARY POINTS -- 5.DISCUSSIONS -- REFERENCES -- CHAPTER 32. DEVELOPMENT, TEST AND APPLICATION OF IMPROVED MODELS FOR THE DYNAMICS OF LARGE CROSSFLOW HEAT EXCHANGERS -CASE STUDY -- GENERAL REMARKS -- THEORETICAL MODELLING -- EXPERIMENTAL MODELLING -- CONCLUSION -- REFERENCES -- CHAPTER 33. ADAPTIVE THRESHOLD ESTIMATION FOR THE INSPECTION OF HOT STEEL -- INTRODUCTION -- DESIGN RATIONALE -- RECURSIVE THRESHOLD CALCULATION -- QUEUE BASED THRESHOLD MODIFICATION -- PERFORMANCE OF THE SCHEME -- CONCLUSION -- ACKNOWLEDGEMENTS -- REFERENCES -- CHAPTER 34. IDENTIFICATION OF THE DIFFUSION COEFFICIENT OF A DRYING PROCESS -- INTRODUCTION -- IDENTIFICATION METHOD -- LAGRANGIAN FORMULATION -- DRYING PROBLEM -- ADJOINT EQUATION AND GRADIENT -- RESULTS -- CONCLUSIONS -- REFERENCES -- CHAPTER 35. IDENTIFICATION OF A LIQUID-SATURATED STEAM HEAT EXCHANGER -- 1. INTRODUCTION -- 2. LIQUID - SATURATED STEAM HEAT EXCHANGER -- 3. EXPERIMENT DESIGN -- 4. MODEL COMPLEXITY SELECTION -- 5. PREDICTION ERROR WHITENESS TEST -- 6. IDENTIFICATION PROCEDURE -- CHAPTER 36. APPLICATION OF ON-LINE ESTIMATION TO A ROUGHER FLOTATION PROCESS -- 1. INTRODUCTION -- 2. SYSTEM DESCRIPTION -- 3. DESIGN OF AN ESTIMATOR BASED ON AN AGGREGATED MODEL -- 4. RESULTS FROM IMPLEMENTATION IN A REAL FLOTATION PLANT -- 5. CONCLUSION -- REFERENCES -- CHAPTER 37. APPLICATION OF MIMO-IDENTIFICATION TO A BLAST FURNACE -- INTRODUCTION -- THE CONTROL PROCESS OF A BLAST FURNACE.
MODEL STRUCTURES FOR MIMO-IDENTIFICATION.
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Front Cover -- Identification and System Parameter Estimation -- Copyright Page -- Table of Contents -- Dedication -- PREFACE -- CHAPTER 1. N. S. RAJBMAN: A MEMORIAL -- RAJBMAN'S SCIENTIFIC CONTRIBUTIONS: SOME HIGHLIGHTS -- SOME PERSONAL REMINISCENCES -- RAJBMAN'S PUBLICATIONS: A PARTIAL LIST -- CHAPTER 2. PROCESS FAULT DETECTION BASED ON MODELING AND ESTIMATION METHODS -- INTRODUCTION -- ELEMENTARY FUNCTIONS OF PROCESS SUPERVISION -- FAULT DETECTION METHODS -- PARAMETER ESTIMATION FOR CONINUOUSTIME MODELS -- FAULT DETECTION FOR AN ELECTRO MOTOR DRIVEN CENTRIFUGAL PUMP -- CONCLUDING REMARKS -- APPENDIX A -- APPENDIX B -- REFERENCES -- CHAPTER 3. ON THE COHERENCE AMONG THE MULTITUDE OF SYSTEM IDENTIFICATION METHODS -- CONTENTS -- 1 INTRODUCTION - A BAG OF TRICKS -- 2 THE USE OF A PRIORI KNOWLEDGE -- 3 MODELS, LINEAR-IN-THE-PARAMETERS -- 4 MODELS, NONLINEAR-INTHE-PARAMETERS -- 5 INFORMATION ASPECTS -- 6 CONCLUSIONS -- REFERENCES -- CHAPTER 4. THE ACADEMIC ENGINEERING RESEARCH ENVIRONMENT IN THE UNITED STATES -- SUMMARY -- CHAPTER 5. AN OVERVIEW OF THE SYSTEM IDENTIFICATION PROBLEM: INTRODUCTION -- 1. INTRODUCTION -- 2. THE USER'S FIVE QUESTIONS -- 3 OUTLINE OF THE WORKSHOP -- CHAPTER 6. THE CHOICE AND USE OF DIFFERENT MODEL SETS FOR SYSTEM IDENTIFICATION -- 1 INTRODUCTION -- 2 GENERAL CONSIDERATIONS -- 3 SISO FORMS OF LINEAR(IZED) MODELS -- 4. MIMO FORMS OF LINEAR(IZED) MODELS -- REFERENCES -- CHAPTER 7. IDENTIFICATION METHODS -- 1. INTRODUCTION -- 2. MODELS AS PREDICTORS -- 3. GUIDING PRINCIPLES BEHIND IDENTIFICATION METHODS -- 4. HOW TO COMPUTE THE ESTIMATE -- 5 ANALYSIS -- 6 CHOICE OF IDENTIFICATION CRITERIA -- 7. CONCLUSIONS -- REFERENCES -- CHAPTER 8. EXPERIMENT DESIGN -- INTRODUCTION -- THE CLASS OF MODELS AND ESTIMATION CRITERIA -- EXPERIMENT DESIGN PROBLEMS -- INFORMATIVE EXPERIMENTS -- EXPERIMENT DESIGN CRITERIA -- PROBABILITY MODELS.

FREQUENCY DOMAIN DESIGN -- REFERENCES -- CHAPTER 9. MODEL VALIDATION -- 1. INTRODUCTION -- 2. A POSTERIORI COMPARISON OF DIFFERENT MODEL SETS -- 3. CAN THE OBTAINED MODEL BE ACCEPTED? -- 5. CONCLUSIONS -- ACKNOWLEDGEMENT -- REFERENCES -- CHAPTER 10. WHAT DOES SYSTEM IDENTIFICATION HAVE TO OFFER? -- 1. INTRODUCTION -- 2. WHAT CAN SYSTEM IDENTIFICATION BE USED FOR? -- 3. WHAT FORM CAN PRIOR KNOWLEDGE TAKE AND HOW TO OBTAIN IT ? -- 4. HOW TO CHOOSE A MODEL SET FROM PRIOR KNOWLEDGE ? -- 5, APPLICATION 1 : A RAINFALL-RIVERFLOW PROCESS -- 6. APPLICATION 2 : THE GR0UNDWATERFL0W PROCESS -- 7. CONCLUSION -- 8. REFERENCES -- CHAPTER 11. PARAMETER AND STATE ESTIMATION: INTRODUCTION AND INTERRELATION -- INTRODUCTION -- THE MODELING PROBLEM -- THE GENERAL PARAMETER ESTIMATION PROBLEM -- SOLUTIONS OF THE ESTIMATION PROBLEM -- REFERENCES -- CHAPTER 12. ESTIMATION THEORY AND SIGNAL PROCESSING -- INTRODUCTION -- LINEAR PREDICTION -- SPECTRAL ANALYSIS -- TIME DELAY ESTIMATION -- ACKNOWLEDGMENT -- CHAPTER 13. SUMMARY OF NUMERICAL AND COMPUTATIONAL ASPECTS OF THE PARAMETER AND STATE ESTIMATION PROBLEM -- REFERENCES -- CHAPTER 14. NONPARAMETRIC IDENTIFICATION OF CONTINUOUS NONLINEAR SYSTEMS USING RAJBMAN'S DISPERSIONAL METHOD -- INTRODUCTION -- CROSS DISPERSIONAL MODELS -- AUTO-DISPERSIONAL MODELS -- DISPERSIONAL IDENTIFICATION OF HAMMERSTEIN SYSTEMS -- DISCRETE APPROXIMATION -- COMPUTATION OF REGRESSION AND DISPERSION FUNCTIONS -- REFERENCES -- CHAPTER 15. NEW ESTIMATION METHODS OF DISPERSION FUNCTIONS FOR IDENTIFICATION OF NONLINEAR SYSTEMS -- INTRODUCTION -- ASYMPTOTIC BEHAVIOUR OF DISPERSION FUNCTIONS -- A NEW ESTIMATE OF REGRESSION AND CROSS DISPERSION FUNCTIONS FOR ERGODIC PROCESSES -- PROBLEMS OF ANALYSIS FOR ESTIMATION OF CROSSDISPERSION FUNCTIONS -- CONCLUSION -- REFERENCES.

CHAPTER 16. SUCCESSIVE IDENTIFICATION OF VOLTERRA TYPE NONLINEAR MULTI-INPUT-OUTPUT SYSTEM AND ITS APPLICATION TO PARAMETER ESTIMATION -- INTRODUCTION -- IDENTIFICATION OF SINGLE-INPUT NONLINEAR SYSTEM -- IDENTIFICATION OF MULTI-INPUT NONLINEAR SYSTEM -- APPLICATION TO PARAMETER ESTIMATION OF NONLINEAR CASCADE SYSTEM -- CONCLUSIONS -- REFERENCES -- CHAPTER 17. ON IDENTIFICATION OF LINEAR SYSTEMS AND THE ESTIMATION LIE-ALGEBRA OF THE ASSOCIATED NONLINEAR FILTERING PROBLEM -- INTRODUCTION -- 2. FINITE IDENTIFIABILITY OF ARMA MODELS -- 3. IDENTIFICATION AND THE GEOMETRY OF THE MODULI SPACE -- 4. THE NONLINEAR FILTERING APPROACH TO IDENTIFICATION -- 5. GAUSSIAN APPROXIMATION -- 6. EXTENDED KALMAN FILTER AND ESTIMATION LIE ALGEBRA -- REFERENCES -- CHAPTER 18. PROBLEMS RELATIVE TO IDENTIFICATION OF NONLINEAR SYSTEMS WITH CASCADE STRUCTURE -- INTRODUCTION -- THE CLASS OF SYSTEM STUDIED -- IDENTIFICATION METHODS -- DETERMINATION OF SUBSPACES -- THE PROPOSED METHOD -- APPLICATION EXEMPLE -- CONCLUSION -- REFERENCES -- CHAPTER 19. NONLINEAR SYSTEM IDENTIFICATION BY PSEUDORANDOM SIGNAL TESTING -- INTRODUCTION -- DIRECT MEASUREMENT OF SECOND-ORDER KERNELS -- INDIRECT MEASUREMENT OF SECOND-ORDER KERNELS -- EXAMPLE -- CONCLUSIONS -- REFERENCES -- CHAPTER 20. A NEW APPROACH OF NONLINEAR SYSTEMS: HOMODYNAMIC SYSTEMS -- INTRODUCTION -- NON-LINEAR SYSTEMS AND HOMODYNAMIC SYSTEMS -- STATE SYSTEMS AND LINEARIZATION -- NON-LINEAR IDENTIFICATION AND SYNTHESIS -- HOMODYNAMIC SIMPLE EXAMPLE FAMILY -- REFERENCES -- CHAPTER 21. SELECTING A CANONICAL FORM TO REPRESENT A MULTIVARIATE DATA SET -- INTRODUCTION -- METHODS -- RESULTS -- DISCUSSION -- REFERENCES -- CHAPTER 22. MODELING AND IDENTIFICATION OF DISTRIBUTED PARAMETER SYSTEMS USING JACOBI VECTORS -- INTRODUCTION -- MODELING -- IDENTIFICATION -- COMPUTATION -- DISCUSSION -- REFERENCES -- APPENDIX.

CHAPTER 23. A SPECIAL PARAMETRIZATION FOR MODEL STRUCTURE DETERMINATION OF MULTIVARIABLE SYSTEMS -- INTRODUCTION -- PRELIMINARIES -- PROPOSITION OF ESS REPRESENTATION -- PARAMETER ESTIMATION WITH MAXIMUM LIKELIHOOD METHOD -- STRUCTURAL APPROXIMATION BY EVALUATION OF ELEMENTARY SUBSYSTEMS -- COMPUTATIONAL RESULTS -- CONCLUSION -- REFERENCES -- CHAPTER 24. SYSTEM STRUCTURE IDENTIFICATION -- INTRODUCTION -- SYSTEM CLASS ESTIMATION -- DISCRIMINANT ANALYSIS -- SEQUENTIAL DECISION -- SEARCH OP MODEL STRUCTURE -- DETECTING NON-STATIONARITY -- DETECTING NON-LINEARITY -- DETECTING DYNAMICS -- DETECTING LINEARITY OP PROCESSES IN HYDRAULIC PIPELINES -- CONCLUSIONS -- REFERENCES -- CHAPTER 25. ON THE IDENTIFICATION OF CONTINUOUS VIBRATING SYSTEMS MODELLED BY HYPERBOLIC PARTIAL DIFFERENTIAL EQUATIONS -- INTRODUCTION -- SYSTEM EQUATIONS -- PARTIAL IDENTIFICATION -- UNIQUE IDENTIFICATION OF COEFFICIENTS FROM POINT MEASUREMENTS -- CONCLUSIONS -- REFERENCES -- ACKNOWLEDGEMENTS -- CHAPTER 26. A DECOMPOSITION ALGORITHM FOR A ROBUST ESTIMATION OF MULTIVARIATE ARMA MODELS -- INTRODUCTION -- Ali ALGORITHM FOR THE MULTIVARIATETIME SERIES ANALYSIS -- AN EXAMPLE -- SUMMARY -- CHAPTER 27. A NEW ALGORITHM FOR RECURSIVE ESTIMATION OF CONTROLLED ARMA PROCESSES -- INTRODUCTION -- PROCESS DESCRIPTION -- THE OFF-LINE ALGORITHM -- THE RECURSIVE ALGORITHM -- CONVERGENCE ANALYSIS -- SIMULATIONS -- CONCLUSION -- REFERENCES -- APPENDIX -- CHAPTER 28. AN ANALYSIS OF LEAST SQUARES DERIVED TECHNIQUES FOR PARALLEL IMPLEMENTATION IN THE MIMO-ARMA SITUATION -- INTRODUCTION -- ESTIMATE EQUATIONS -- PARALLELISM IN THE ESTIMATE EQUATIONS -- CONCLUSIONS -- REFERENCES -- CHAPTER 29. CONSISTENCY RESULTS FOR BAYESIAN ESTIMATORS OF MULTIVARIATE ARMA PROCESSES -- INTRODUCTION -- PRELIMINARIES AND NOTATIONS -- CONVERGENCE OF THE POSTERIOR DISTRIBUTION -- REFERENCES.

CHAPTER 30. REDUCTION OF ARMAX MODELS BY TRANSFORMATION TO STATE SPACE FORM -- INTRODUCTION -- THE REDUCTION PROCEDURE -- STRUCTURAL CONSTRAINTS DUE TO UNCORRELATED RESIDUALS -- ILLUSTRATIVE EXAMPLES -- CONCLUSIONS -- REFERENCES -- CHAPTER 31. UNIQUENESS OF PREDICTION ERROR ESTIMATES OF MULTIVARIABLE MOVING AVERAGE MODELS -- 1. INTRODUCTION -- 2.STATEMENT OF THE PROBLEM -- 3.GLOBAL MINIMA -- 4.STATIONARY POINTS -- 5.DISCUSSIONS -- REFERENCES -- CHAPTER 32. DEVELOPMENT, TEST AND APPLICATION OF IMPROVED MODELS FOR THE DYNAMICS OF LARGE CROSSFLOW HEAT EXCHANGERS -CASE STUDY -- GENERAL REMARKS -- THEORETICAL MODELLING -- EXPERIMENTAL MODELLING -- CONCLUSION -- REFERENCES -- CHAPTER 33. ADAPTIVE THRESHOLD ESTIMATION FOR THE INSPECTION OF HOT STEEL -- INTRODUCTION -- DESIGN RATIONALE -- RECURSIVE THRESHOLD CALCULATION -- QUEUE BASED THRESHOLD MODIFICATION -- PERFORMANCE OF THE SCHEME -- CONCLUSION -- ACKNOWLEDGEMENTS -- REFERENCES -- CHAPTER 34. IDENTIFICATION OF THE DIFFUSION COEFFICIENT OF A DRYING PROCESS -- INTRODUCTION -- IDENTIFICATION METHOD -- LAGRANGIAN FORMULATION -- DRYING PROBLEM -- ADJOINT EQUATION AND GRADIENT -- RESULTS -- CONCLUSIONS -- REFERENCES -- CHAPTER 35. IDENTIFICATION OF A LIQUID-SATURATED STEAM HEAT EXCHANGER -- 1. INTRODUCTION -- 2. LIQUID - SATURATED STEAM HEAT EXCHANGER -- 3. EXPERIMENT DESIGN -- 4. MODEL COMPLEXITY SELECTION -- 5. PREDICTION ERROR WHITENESS TEST -- 6. IDENTIFICATION PROCEDURE -- CHAPTER 36. APPLICATION OF ON-LINE ESTIMATION TO A ROUGHER FLOTATION PROCESS -- 1. INTRODUCTION -- 2. SYSTEM DESCRIPTION -- 3. DESIGN OF AN ESTIMATOR BASED ON AN AGGREGATED MODEL -- 4. RESULTS FROM IMPLEMENTATION IN A REAL FLOTATION PLANT -- 5. CONCLUSION -- REFERENCES -- CHAPTER 37. APPLICATION OF MIMO-IDENTIFICATION TO A BLAST FURNACE -- INTRODUCTION -- THE CONTROL PROCESS OF A BLAST FURNACE.

MODEL STRUCTURES FOR MIMO-IDENTIFICATION.

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