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13. Performance Evaluation Functions ................................................. 193 13.1 Introduction .................................................................................... 193 13.2 Survey of evaluation functions ....................................................... 194 13.3 Concluding remarks ....................................................................... 202 References ............................................................................................... 203 14. Parameter Optimization and Process Calibration .......................... 205 14.1 Introduction .................................................................................... 205 14.2 Model Validation ........................................................................... 208 14.3 When is a model “sufficiently calibrated”? .................................... 208 14.4 Sensitivity-based calibration .......................................................... 209 14.5 Robustness and efficiency .............................................................. 210 14.6 Limiting values of parameters ........................................................ 211 14.7 Automatic calibration ..................................................................... 213 14.8 Genetic algorithm ........................................................................... 216 14.9 Application of the genetic algorithm to calibration ........................ 219 References ............................................................................................... 236 Bibliography ............................................................................................ 237 15. On Using a Little Fuzzy Logic ........................................................... 241 15.1 Introduction .................................................................................... 241 15.2 Fuzzification ................................................................................... 243 15.3 Defuzzification. .............................................................................. 260 15.4 Conclusion...................................................................................... 261 References ............................................................................................... 262 Bibliography ............................................................................................ 262 16. Presenting Continuous Uncertainty and Model Reliability in Real Time ...................................................................................................... 263 16.1 Introduction .................................................................................... 263 16.2 Parameter uncertainty ...................................................................... 265 16.3 Sensitivity analysis .......................................................................... 267 16.4 Error analysis .................................................................................. 268 References ............................................................................................... 271 Bibliography ............................................................................................ 272 17. Conclusions And Recommendations .............................................. 273 17.1 Framework for continuous modeling: ............................................ 273 17.2 Recommendations: ......................................................................... 274 The Last Word .......................................................................................... 278
References ............................................................................................................. 279 Glossary ................................................................................................................ 293 SI-US Units Conversion Table ............................................................................ 299 Programs and Models .......................................................................................... 301
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Modeling

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