Modeling and Control of Engines and Drivelines
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More About This Title Modeling and Control of Engines and Drivelines

English

Control systems have come to play an important role in the performance of modern vehicles with regards to meeting goals on low emissions and low fuel consumption. To achieve these goals, modeling, simulation, and analysis have become standard tools for the development of control systems in the automotive industry.

Modeling and Control of Engines and Drivelines provides an up-to-date treatment of the topic from a clear perspective of systems engineering and control systems, which are at the core of vehicle design.

This book has three main goals. The first is to provide a thorough understanding of component models as building blocks. It has therefore been important to provide measurements from real processes, to explain the underlying physics, to describe the modeling considerations, and to validate the resulting models experimentally. Second, the authors show how the models are used in the current design of control and diagnosis systems. These system designs are never used in isolation, so the third goal is to provide a complete setting for system integration and evaluation, including complete vehicle models together with actual requirements and driving cycle analysis.

Key features:

  • Covers signals, systems, and control in modern vehicles
  • Covers the basic dynamics of internal combustion engines and drivelines
  • Provides a set of standard models and includes examples and case studies
  • Covers turbo- and super-charging, and automotive dependability and diagnosis
  • Accompanied by a web site hosting example models and problems and solutions

Modeling and Control of Engines and Drivelines is a comprehensive reference for graduate students and the authors’ close collaboration with the automotive industry ensures that the knowledge and skills that practicing engineers need when analysing and developing new powertrain systems are also covered.

English

Lars Eriksson is an Associate Professor of Vehicular Systems at Linköping University with main responsibility for the engine control laboratory. Since 1994, he has been working as a researcher in the field of modeling and control of engines and drivelines with research that is performed in close collaboration with industry. This provides good contact with practicing engineers and who are then able to offer their input when new research results are integrated into course curriculums. As a teacher he has developed and taught several courses on this subject, both at the university and for industry. At Linköping University he is responsible for the course “Modeling and Control of Engines and Drivelines” which has been given on the subject since 1998 and he is also a regular lecturer for the module “Basics of SI engine control” on the Powertrain Engineering Programme at IFP School in Paris.

Since 1992, Lars Nielsen has been a Professor of Vehicular Systems holding the Sten Gustafsson chair at Linköping University. His main research interests are in automotive modeling, control, and diagnosis, and he has been active in all aspects of this field during its expansion and growth since the nineties.  His supervision has led to thirty graduate exams, in many cases with significant industrial participation. The collaboration aspect has also been strong in his role as center director for two large centers of excellence (ECSEL 1996-2002, LINK-SIC 2010- ). In the international research community, he was the Chairman of Automotive Control within the International Federation of Automatic Control (2002-2005), and then the Chairman of all Transportation and Vehicle Systems (2005-2011). Selected national commissions of trust are Board Member of the Swedish Research Council-NT (2001-2006), and vice chair in IVA II - the electrical engineering division of the Royal Swedish Academy of Engineering (2010-).

English

Preface xvii

Series Preface xix

Part I VEHICLE – PROPULSION FUNDAMENTALS

1 Introduction 3

1.1 Trends 4

1.1.1 Energy and Environment 4

1.1.2 Downsizing 4

1.1.3 Hybridization 6

1.1.4 Driver Support Systems and Optimal Driving 6

1.1.5 Engineering Challenges 8

1.2 Vehicle Propulsion 8

1.2.1 Control Enabling Optimal Operation of Powertrains 9

1.2.2 Importance of Powertrain Modeling and Models 10

1.2.3 Sustainability of Model Knowledge 11

1.3 Organization of the Book 11

2 Vehicle 15

2.1 Vehicle Propulsion Dynamics 15

2.2 Driving Resistance 16

2.2.1 Aerodynamic Drag 17

2.2.2 Cooling Drag and Active Air-Shutters 18

2.2.3 Air Drag When Platooning 19

2.2.4 Rolling Resistance – Physical Background 20

2.2.5 Rolling Resistance–Modeling 21

2.2.6 Wheel Slip (Skid) 24

2.2.7 Rolling Resistance – Including Thermal Modeling 25

2.2.8 Gravitation 27

2.2.9 Relative Size of Components 28

2.3 Driving Resistance Models 28

2.3.1 Models for Driveline Control 29

2.3.2 Standard Driving Resistance Model 30

2.3.3 Modeling for Mission Analysis 31

2.4 Driver Behavior and Road Modeling 32

2.4.1 Simple Driver Model 32

2.4.2 Road Modeling 33

2.5 Mission Simulation 34

2.5.1 Methodology 34

2.6 Vehicle Characterization/Characteristics 34

2.6.1 Performance Measures 35

2.7 Fuel Consumption 36

2.7.1 Energy Density Weight 36

2.7.2 From Tank to Wheel – Sankey Diagram 37

2.7.3 Well-to-Wheel Comparisons 38

2.8 Emission Regulations 39

2.8.1 US and EU Driving Cycles and Regulations 39

3 Powertrain 45

3.1 Powertrain Architectures 45

3.1.1 Exhaust Gas Energy Recovery 47

3.1.2 Hybrid Powertrains 47

3.1.3 Electrification 48

3.2 Vehicle Propulsion Control 50

3.2.1 Objectives of Vehicle Propulsion Control 50

3.2.2 Implementation Framework 51

3.2.3 Need for a Control Structure 52

3.3 Torque-Based Powertrain Control 52

3.3.1 Propagation of Torque Demands and Torque Commands 52

3.3.2 Torque-Based Propulsion Control – Driver Interpretation 54

3.3.3 Torque-Based Propulsion Control – Vehicle Demands 55

3.3.4 Torque-Based Propulsion Control – Driveline management 55

3.3.5 Torque-Based Propulsion Control – Driveline–Engine Integration 55

3.3.6 Handling of Torque Requests – Torque Reserve and Interventions 56

3.4 Hybrid Powertrains 58

3.4.1 ICE Handling 58

3.4.2 Motor Handling 59

3.4.3 Battery Management 59

3.5 Outlook and Simulation 60

3.5.1 Simulation Structures 60

3.5.2 Drive/Driving Cycle 60

3.5.3 Forward Simulation 61

3.5.4 Quasi-Static Inverse Simulation 61

3.5.5 Tracking 61

3.5.6 Inverse Dynamic Simulation 62

3.5.7 Usage and Requirements 64

3.5.8 Same Model Blocks Regardless of Method 65

Part II ENGINE – FUNDAMENTALS

4 Engine – Introduction 69

4.1 Air, Fuel, and Air/Fuel Ratio 69

4.1.1 Air 69

4.1.2 Fuels 70

4.1.3 Stoichiometry and (A/F) Ratio 71

4.2 Engine Geometry 73

4.3 Engine Performance 74

4.3.1 Power, Torque, and Mean Effective Pressure 74

4.3.2 Efficiency and Specific Fuel Consumption 75

4.3.3 Volumetric Efficiency 76

4.4 Downsizing and Turbocharging 77

4.4.1 Supercharging and Turbocharging 78

5 Thermodynamics and Working Cycles 81

5.1 The Four-Stroke Cycle 81

5.1.1 Important Engine Events in the Cycle 84

5.2 Thermodynamic Cycle Analysis 85

5.2.1 Ideal Models of Engine Processes 86

5.2.2 Derivation of Cycle Efficiencies 89

5.2.3 Gas Exchange and Pumping Work 91

5.2.4 Residual Gases and Volumetric Efficiency for Ideal Cycles 93

5.3 Efficiency of Ideal Cycles 98

5.3.1 Load, Pumping Work, and Efficiency 99

5.3.2 (A/F) Ratio and Efficiency 100

5.3.3 Differences between Ideal and Real Cycles 103

5.4 Models for In-Cylinder Processes 105

5.4.1 Single-Zone Models 105

5.4.2 Heat Release and Mass Fraction Burned Analysis 107

5.4.3 Characterization of Mass Fraction Burned 109

5.4.4 More Single-Zone Model Components 111

5.4.5 A Single-zone Cylinder Pressure Model 113

5.4.6 Multi-zone Models 114

5.4.7 Applications for Zero-dimensional Models 117

6 Combustion and Emissions 119

6.1 Mixture Preparation and Combustion 119

6.1.1 Fuel Injection 119

6.1.2 Comparing the SI and CI Combustion Process 120

6.2 SI Engine Combustion 121

6.2.1 SI Engine Cycle-to-Cycle Variations 121

6.2.2 Knock and Autoignition 122

6.2.3 Autoignition and Octane Number 124

6.3 CI Engine Combustion 126

6.3.1 Autoignition and Cetane Number 126

6.4 Engine Emissions 128

6.4.1 General Trends for Emission Formation 128

6.4.2 Pollutant Formation in SI Engines 130

6.4.3 Pollutant Formation in CI Engines 134

6.5 Exhaust Gas Treatment 137

6.5.1 Catalyst Efficiency, Temperature, and Light-Off 137

6.5.2 SI Engine Aftertreatment, TWC 139

6.5.3 CI Engine Exhaust Gas Treatment 140

6.5.4 Emission Reduction and Controls 142

Part III ENGINE – MODELING AND CONTROL

7 Mean Value Engine Modeling 145

7.1 Engine Sensors and Actuators 146

7.1.1 Sensor, System, and Actuator Responses 146

7.1.2 Engine Component Modeling 149

7.2 Flow Restriction Models 149

7.2.1 Incompressible Flow 151

7.2.2 Compressible Flow 154

7.3 Throttle Flow Modeling 156

7.3.1 Throttle Area and Discharge Coefficient 157

7.4 Mass Flow Into the Cylinders 159

7.4.1 Models for Volumetric Efficiency 159

7.5 Volumes 162

7.6 Example – Intake Manifold 166

7.7 Fuel Path and (A/F) Ratio 168

7.7.1 Fuel Pumps, Fuel Rail, Injector Feed 168

7.7.2 Fuel Injector 169

7.7.3 Fuel Preparation Dynamics 171

7.7.4 Gas Transport and Mixing 174

7.7.5 A/F Sensors 174

7.7.6 Fuel Path Validation 178

7.7.7 Catalyst and Post-Catalyst Sensor 178

7.8 In-Cylinder Pressure and Instantaneous Torque 180

7.8.1 Compression Asymptote 180

7.8.2 Expansion Asymptote 182

7.8.3 Combustion 183

7.8.4 Gas Exhange and Model Compilation 184

7.8.5 Engine Torque Generation 184

7.9 Mean Value Model for Engine Torque 186

7.9.1 Gross Indicated Work 187

7.9.2 Pumping Work 190

7.9.3 Engine Friction 190

7.9.4 Time Delays in Torque Production 192

7.9.5 Crankshaft Dynamics 193

7.10 Engine-Out Temperature 193

7.11 Heat Transfer and Exhaust Temperatures 196

7.11.1 Temperature Change in a Pipe 196

7.11.2 Heat Transfer Modes in Exhaust Systems 197

7.11.3 Exhaust System Temperature Models 197

7.12 Heat Exchangers and Intercoolers 203

7.12.1 Heat Exchanger Modeling 204

7.13 Throttle Plate Motion 206

7.13.1 Model for Throttle with Throttle Servo 210

8 Turbocharging Basics and Models 211

8.1 Supercharging and Turbocharging Basics 211

8.2 Turbocharging Basic Principles and Performance 214

8.2.1 Turbochargers in Mean Value Engine Models 214

8.2.2 First Law Analysis of Compressor Performance 216

8.2.3 First Law Analysis of Turbine Performance 218

8.2.4 Connecting the Turbine and Compressor 219

8.2.5 Intake Air Density Increase 219

8.3 Dimensional Analysis 220

8.3.1 Compressible Fluid Analysis 221

8.3.2 Model Structure with Corrected Quantities 223

8.4 Compressor and Turbine Performance Maps 223

8.4.1 The Basic Compressor Map 223

8.4.2 The Basic Turbine Map 225

8.4.3 Measurement Procedures for determining Turbo Maps 226

8.4.4 Turbo Performance Calculation Details 227

8.4.5 Heat Transfer and Turbine Efficiency 230

8.5 Turbocharger Models and Parametrizations 232

8.5.1 Map Interpolation Models 232

8.6 Compressor Operation and Modeling 232

8.6.1 Physical Modeling of a Compressor 233

8.6.2 Compressor Efficiency Models 237

8.6.3 Compressor Flow Models 239

8.6.4 Compressor Choke 241

8.6.5 Compressor Surge 244

8.7 Turbine Operation and Modeling 249

8.7.1 Turbine Mass Flow 249

8.7.2 Turbine Efficiency 252

8.7.3 Variable Geometry Turbine 253

8.8 Transient Response and Turbo Lag 254

8.9 Example – Turbocharged SI Engine 255

8.10 Example – Turbocharged Diesel Engine 257

9 Engine Management Systems – An Introduction 263

9.1 Engine Management System (EMS) 263

9.1.1 EMS Building Blocks 264

9.1.2 System for Crank and Time-Based Events 265

9.2 Basic Functionality and Software Structure 266

9.2.1 Torque Based Structure 266

9.2.2 Special Modes and Events 267

9.2.3 Automatic Code Generation and Information Exchange 267

9.3 Calibration and Parameter Representation 267

9.3.1 Engine Maps 268

9.3.2 Model-Based Development 270

10 Basic Control of SI Engines 271

10.1 Three Basic SI Engine Controllers 272

10.1.1 Production System Example 273

10.1.2 Basic Control Using Maps 274

10.1.3 Torque, Air Charge, and Pressure Control 275

10.1.4 Pressure Set Point from Simple Torque Model 275

10.1.5 Set Points from Full Torque Model 276

10.1.6 Pressure Control 277

10.2 Throttle Servo 279

10.2.1 Throttle Control Based on Exact Linearization 280

10.3 Fuel Management and Control 282

10.3.1 Feedforward and Feedback Control Structure 283

10.3.2 Feedforward Control with Basic Fuel Metering 283

10.3.3 Feedback Control 284

10.3.4 Fuel Dynamics and Injector Compensation 289

10.3.5 Observer Based Control and Adaption 290

10.3.6 Dual and Triple Sensor Control 293

10.4 Other Factors that Influence Control 294

10.4.1 Full Load Enrichment 295

10.4.2 Engine Overspeed and Overrun 296

10.4.3 Support Systems that Influence Air and Fuel Calculation 296

10.4.4 Cold Start Enrichment 298

10.4.5 Individual Cylinder -control 298

10.5 Ignition Control 299

10.5.1 Knock Control – Feedback Control 301

10.5.2 Ignition Energy – Dwell Time Control 304

10.5.3 Long-term Torque, Short-term Torque, and Torque Reserve 305

10.6 Idle Speed Control 306

10.7 Torque Management and Idle Speed Control 307

10.8 Turbo Control 308

10.8.1 Compressor Anti-surge Control 308

10.8.2 Boost Pressure Control 309

10.8.3 Boost Pressure Control with Gain Scheduling 312

10.8.4 Turbo and Knock Control 314

10.9 Dependability and Graceful Degradation 315

11 Basic Control of Diesel Engines 317

11.1 Overview of Diesel Engine Operation and Control 317

11.1.1 Diesel Engine Emission Trade-Off 318

11.1.2 Diesel Engine Configuration and Basics 319

11.2 Basic Torque Control 320

11.2.1 Feedforward Fuel Control 322

11.3 Additional Torque Controllers 322

11.4 Fuel Control 323

11.4.1 Control signal – Multiple Fuel Injections 324

11.4.2 Control Strategies for Fuel Injection 326

11.5 Control of Gas Flows 327

11.5.1 Exhaust Gas Recirculation (EGR) 328

11.5.2 EGR and Variable Geometry Turbine (VGT) 329

11.6 Case Study: EGR and VGT Control and Tuning 332

11.6.1 Control Objectives 333

11.6.2 System Properties that Guide the Control Design 334

11.6.3 Control Structure 336

11.6.4 PID Parameterization, Implementation, and Tuning 340

11.6.5 Evaluation on European Transient Cycle 343

11.6.6 Summing up the EGR VGT Case Study 346

11.7 Diesel After Treatment Control 346

12 Engine–Some Advanced Concepts 349

12.1 Variable Valve Actuation 349

12.1.1 Valve Profiles 351

12.1.2 Effects of Variable Valve Actuation 352

12.1.3 Other Valve Enabled Functions 354

12.1.4 VVA and Its Implications for Model Based Control 355

12.1.5 A Remark on Air and Fuel Control Strategies 355

12.2 Variable Compression 356

12.2.1 Example – The SAAB Variable Compression Engine 357

12.2.2 Additional Controls 358

12.3 Signal Interpretation and Feedback Control 361

12.3.1 Ion-sense 361

12.3.2 Example – Ion-sense Ignition Feedback Control 365

12.3.3 Concluding Remarks and Examples of Signal Processing 369

Part IV DRIVELINE – MODELING AND CONTROL

13 Driveline Introduction 373

13.1 Driveline 373

13.2 Motivations for Driveline Modeling and Control 373

13.2.1 Principal Objectives and Variables 374

13.2.2 Driveline Control vs. Longitudinal Vehicle Propulsion Control 375

13.2.3 Physical Background 375

13.2.4 Application-driven Background 375

13.3 Behavior without Appropriate Control 376

13.3.1 Vehicle Shuffle, Vehicle Surge 376

13.3.2 Traversing Backlash–shunt and Shuffle 377

13.3.3 Oscillations After Gear Disengagement 377

13.4 Approach 380

13.4.1 Timescales 380

13.4.2 Modeling and Control 380

14 Driveline Modeling 381

14.1 General Modeling Methodology 381

14.1.1 Graphical Scheme of a Driveline 382

14.1.2 General Driveline Equations 382

14.2 A Basic Complete Model – A Rigid Driveline 384

14.2.1 Combining the Equations 385

14.2.2 Reflected Mass and Inertias 386

14.3 Driveline Surge 386

14.3.1 Experiments for Driveline Modeling 386

14.3.2 Model with Driveshaft Flexibility 387

14.4 Additional Driveline Dynamics 391

14.4.1 Influence on Parameter Estimation 391

14.4.2 Character of Deviation in Validation Data 392

14.4.3 Influence from Propeller-shaft Flexibility 393

14.4.4 Parameter Estimation with Springs in Series 394

14.4.5 Sensor Dynamics 395

14.5 Clutch Influence and Backlash in General 396

14.5.1 Model with Flexible Clutch and Driveshaft 396

14.5.2 Nonlinear Clutch and Driveshaft Flexibility 400

14.5.3 Backlash in General 403

14.6 Modeling of Neutral Gear and Open Clutch 404

14.6.1 Experiments 404

14.6.2 A Decoupled Model 405

14.7 Clutch Modeling 406

14.7.1 Clutch Modes 409

14.8 Torque Converter 409

14.9 Concluding Remarks on Modeling 411

14.9.1 A Set of Models 411

14.9.2 Model Support 411

14.9.3 Control Design and Validating Simulations 412

15 Driveline Control 413

15.1 Characteristics of Driveline Control 414

15.1.1 Inclusion in Torque-Based Powertrain Control 414

15.1.2 Consequence of Sensor Locations 415

15.1.3 Torque Actuation 415

15.1.4 Transmissions 416

15.1.5 Engine as Torque Actuator 417

15.1.6 Control Approaches 418

15.2 Basics of Driveline Control 419

15.2.1 State-Space Formulation of the Driveshaft Model 419

15.2.2 Disturbance Description 420

15.2.3 Measurement Description 420

15.2.4 Performance Output 420

15.2.5 Control Objective 421

15.2.6 Controller Structures 421

15.2.7 Notation for Transfer Functions 422

15.2.8 Some Characteristic Feedback Properties 422

15.2.9 Insight from Simplified Transfer Functions 425

15.3 Driveline Speed Control 427

15.3.1 RQV control 427

15.3.2 Formulating the Objective of Anti-Surge Control 429

15.3.3 Speed Control with Active Damping and RQV Behavior 430

15.3.4 Influence from Sensor Location 435

15.3.5 Load Estimation 436

15.3.6 Evaluation of the Anti-Surge Controller 438

15.3.7 Demonstrating Rejection of Load Disturbance 439

15.3.8 Experimental Verification of Anti-Surge Control 440

15.3.9 Experiment Eliminating a Misconception 443

15.4 Control of Driveline Torques 443

15.4.1 Purpose of Driveline Torque Control for Gear Shifting 444

15.4.2 Demonstration of Potential Problems in Torque Control 444

15.4.3 Approaches to Driveline Torque Control for Gear Shifting 447

15.5 Transmission Torque Control 448

15.5.1 Modeling of Transmission Torque 448

15.5.2 Transmission-Torque Control Criterion 452

15.5.3 Gear-shift Condition 452

15.5.4 Final Control Criterion 454

15.5.5 Resulting Behavior–Feasible Active Damping 454

15.5.6 Validating Simulations and Sensor Location Influence 456

15.6 Driveshaft Torsion Control 459

15.6.1 Recalling Damping Control with PID 460

15.6.2 Controller Structure 460

15.6.3 Observer for Driveshaft Torsion 461

15.6.4 Field Trials for Controller Validation 464

15.6.5 Validation of Gear Shift Quality 464

15.6.6 Handling of Initial Driveline Oscillations 466

15.7 Recapitulation and Concluding Remarks 467

15.7.1 General Methodology 467

15.7.2 Valuable Insights 468

15.7.3 Formulation of Control Criterion 468

15.7.4 Validation of Functionality 468

15.7.5 Experimental Verification of Torque Limit Handling 469

15.7.6 Benefits 469

Part V DIAGNOSIS AND DEPENDABILITY

16 Diagnosis and Dependability 473

16.1 Dependability 474

16.1.1 Functional Safety–Unintended Torque 474

16.1.2 Functional Safety Standards 476

16.1.3 Controller Qualification/Conditions/Prerequisites 477

16.1.4 Accommodation of Fault Situations 478

16.1.5 Outlook 478

16.1.6 Connections 479

16.2 Basic Definitions and Concepts 479

16.2.1 Fault and Failure 480

16.2.2 Detection, Isolation, Identification, and Diagnosis 481

16.2.3 False Alarm and Missed Detection 481

16.2.4 Passive or Active (Intrusive) 482

16.2.5 Off-Line or On-Line (On-Board) 482

16.3 Introducing Methodology 482

16.3.1 A Simple Sensor Fault 482

16.3.2 A Simple Actuator Fault 483

16.3.3 Triple Sensor Redundancy 483

16.3.4 Triple Redundancy Using Virtual Sensors 485

16.3.5 Redundancy and Model-Based Diagnosis 486

16.3.6 Forming a Decision–Residual Evaluation 488

16.3.7 Leakage in a Turbo Engine 491

16.4 Engineering of Diagnosis Systems 494

16.5 Selected Automotive Applications 494

16.5.1 Catalyst and Lambda Sensors 495

16.5.2 Throttle Supervision 496

16.5.3 Evaporative System Monitoring 497

16.5.4 Misfire 501

16.5.5 Air Intake 507

16.5.6 Diesel Engine Model 517

16.6 History, Legislation, and OBD 520

16.6.1 Diagnosis of Automotive Engines 520

16.7 Legislation 521

16.7.1 OBDII 521

16.7.2 Examples of OBDII Legislation Texts 523

A Thermodynamic Data and Heat Transfer Formulas 527

A.1 Thermodynamic Data and Some Constants 527

A.2 Fuel Data 528

A.3 Dimensionless Numbers 528

A.4 Heat Transfer Basics 529

A.4.1 Conduction 535

A.4.2 Convection 536

A.4.3 Radiation 537

A.4.4 Resistor Analogy 537

A.4.5 Solution to Fourth-order Equations 539

References 541

Index 555

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