Introduction 21 Mathematical Equation Derivation 21

2.6 Modeling Assumption 13 2.7 Four Degree of Freedom 4DOF Vehicle Model for Heave and Pitch Motion 13 2.8 Decoupling Transformation 19 CHAPTER 3 METHODOLOGY 21

3.1 Introduction 21

3.2 Mathematical Equation Derivation 21

3.3 MATLAB Simulink Modeling 22 3.3.1 4-DOF Vehicle Model 22 3.3.2 Decoupling Transformation Model 25 3.3.3 PID Control Model 26 3.3.4 PID Control Model 28 CHAPTER 4 RESULTS AND DISCUSSION 34 4.1 Introduction 34 4.2 Vehicle Body’s Vertical Displacement 35 4.3 Vehicle Body’s Pitch Angle 37 4.4 Suspension Deflection 40 4.5 PID Controlled Strategy Response 44 4.6 Fuzzy Logic Controlled Strategy Response 45 4.7 Comparison of the Control Strategies 46 CHAPTER 5 CONCLUSION 47 5.1 Conclusion 47 5.2 Recommendation 47 REFERENCES 48 APPENDICES 51 LIST OF TABLE NO. TITLE PAGE 3.1 Parameters used in the MATLAB Simulink model 23 3.2 Values used to tune the PID controller 27 3.3 Rule based used in the Sugeno Fuzzy controller 31 LIST OF FIGURES NO. TITLE PAGE 2.1 Vehicle suspension System 5 2.2 The active suspension system 7 2.3 Closed loop control scheme of the time separation method 9 2.4 Active filtered feedback control system 10 2.5 Block of the PID controller 11 2.6 Fuzzy logic structure model 12 2.7 4 DOF pitch plane vehicle model. 14 2.8 The free body diagram of the 4 DOF pitch plane vehicle model 14 2.9 Sprung mass position due to pitching motion 16 2.10 Pitch moment due to vehicle acceleration 18 2.11 The active suspension system 19 3.1 Subsystem of the 4 DOF passive suspension system 22 3.2 Road Bump Profile 24 3.3 Time delay between the front and rear wheel road input 25 3.4 MATLAB Simulink model of the decoupling transformation Equation 25 3.5 The MATLAB Simulink model of 4 DOF active suspension vehicle model using the PID controller 27 3.6 The MATLAB Simulink model of 4 DOF active suspension vehicle model using the Fuzzy Logic controller 28 3.7 Fuzzy Logic Control module. 29 3.8 The Fuzzy Inference System editor. 29 3.9 The error and error rate signal of the vertical displacement. 30 3.10 Membership function plot for error signal 30 3.11 Membership function plot of the error rate signal 30 3.12 Fuzzy logic rule base surface 32 3.13 The Passive, PID active and Fuzzy active suspension system control structure. 33 4.1 Vehicle vertical displacement of passive, PID controlled and Fuzzy Logic controlled suspension system 36 4.2 Comparison of the vehicle vertical displacement of passive, PID controlled and Fuzzy Logic controlled suspension System 37 4.3 Vehicle pitch angle of passive, PID controlled and Fuzzy Logic controlled suspension system. 38 4.4 Comparison of vehicle pitch angle of passive, PID controlled and Fuzzy Logic controlled suspension system 39 4.5 Front suspension deflection of Passive suspension system, PID controlled active suspension system and Fuzzy controlled active suspension system 41 4.6 Front suspension deflection 42 4.7 Rear suspension deflection of Passive suspension system, PID controlled active suspension system and Fuzzy controlled active suspension system 43 4.8 Rear suspension deflection. 44 LIST OF SYMBOLS = Distance if the Front Axle from C.G. = Distance of the Rear Axle from C.G. = Front Suspension Damping = Rear Suspension Damping = Front Actuator Force = Front Actuator Force = Force Exerted by the Front Damper = Force Exerted by the Rear Damper = Force Exerted by the Front Spring = Force Exerted by the Rear Spring = Force Exerted by the Front Wheel = Force Exerted by the Rear Wheel = Vertical Force = Height of C.G. from the Ground = Moment of Inertia of Pitch = Front Suspension Spring Stiffness = Rear Suspension Spring Stiffness = Front Tire Spring Stiffness = Rear Tire Spring Stiffness = Mass of Vehicle Body = Pitch Moment = Mass of the Front Wheel = Mass of the Rear Wheel = Negative = Negative Big = Negative Small = Positive = Positive Big = Positive Small = Time = Settling Time = Longitudinal Acceleration of the Vehicle = Zero = Body Vertical Acceleration = Front Body Vertical Displacement = Rear Body Vertical Displacement = Front Body Vertical Velocity = Rear Body Vertical Velocity = Front Wheel Vertical Displacement = Rear Body Vertical Displacement = Front Wheel Vertical Velocity = Rear Wheel Vertical Velocity = Front Wheel Vertical Acceleration = Rear Wheel Vertical Acceleration = Pitch Angle = Pitch Acceleration LIST OF APPENDICES APPENDIX TITLE PAGE Figure A MATLAB Simulink model of 4 DOF passive suspension vehicle model 51 Figure B Passive suspension system, PID controlled active suspension system, Fuzzy logic controlled active suspension system, MATLAB Simulink model comparison 52 Figure C 4 DOF half car pitch plane passive suspension model 52 Figure D 4 DOF half car pitch plane active suspension model 53 CHAPTER 1 INTRODUCTION