1. Robust and Efficient Control of an Induction Machine
for an Electric Vehicle
Arbin Ebrahim and Dr. Gregory Murphy
University of Alabama
2. Outline
Project Objectives
What is Adaptive Control?
Definition of Adaptive Backstepping
Advantages of Using a Adaptive Backstepping Controller
Problem Formulation
Design Procedures
Project Work Summary
3. Project Objectives
Robust and efficient control of an induction motor for an electric vehicle
Track the speed of an induction motor to a desired reference trajectory under time-
varying load torque for an electric vehicle
Robust control of an electric vehicle induction motor under varying changes in the
motor parameters.
4. What is an Adaptive Controller?
To invent, design and build systems capable of controlling unknown plants or
adapting to unpredictable changes in the environment
Learning Mechanisms
(Parameter Adaptation)
Coordination
Mechanisms
Plant
Adjustable
Model Compensation
Robust
Feedback
y
x
r (t) u
5. ∫
f (x)
∫
∫
f ' (x)
∫
-
u
u x
x
x = f x +
= u
V = 1
2
x2
des = x
z = - des
Va = 1
2
x2
+ 1
2
z2
u = c x
V,Va = Lyapunov Functions
x, = State Variables
z = Virtual State
(x) = Virtual Control
u = plant input
z
δ
V
, ≤ 0
Va ≤ 0
,
What is Backstepping?
Backstepping is to design a controller for a system recursively by considering some of the
state variables as “Virtual Controls” and designing for them intermediate control laws
6. Advantages of Adaptive Backstepping
Controller Design Procedure
Both the stability properties and control law can be ensured in this same step
The Control Law can be obtained in steps no greater than the order of the system
In adaptive backstepping unknown plant parameters can be easily dealt with to
design control laws
Observers can be easily incorporated in the design procedure to perform observer
backstepping
7. Problem Formulation
r
r
r
r
ref
Speed
Flux
Controller
Rotating
Stator
Frame to
Stationary
Stator Frame
Conversion
Speed
Controller
ref
r
Flux
Command
Command
-
+
-
+
Space
Vector
Modulation
Power
Stage
IM
Flux
Estimator
3
cos
sin
Where
= Flux component of the Stator Current
= Speed component of the Stator Current
qs
V
ds
V
= Measured Speed of the Motor
a
V
b
V
c
V
= Estimated Flux of the motor
r
a
i
b
i
c
i
Time
varying
Load Torque
b
i c
i
a
i , , = Measured Stator Currents
b
V c
V
a
V , , = Applied three phase stator voltages
*
ds
i
*
ds
i
*
qs
i
*
qs
i
*
ds
V
*
ds
V *
qs
V
,
*
qs
V
= Voltages in the rotating stator frame
8. Design Procedure
Modeling-:
The equations representing the dynamics of motion of the Induction Motor is
derived in the three phase, stationary and rotating stator frame co-ordinates and
analyzed for the application of Adaptive Backstepping procedure.
Controller Design-:
Flux Controller-:
An Observer Backstepping Flux Controller is designed using flux observers to make
the estimated flux track a desired reference trajectory to ensure that sufficient torque
is delivered to Load
Speed Controller-:
An Adaptive Backstepping Speed Controller is designed to make the measured
speed of the motor track a desired reference trajectory under varying Load Torque
Conditions
Simulation-:
The adaptive controllers designed are simulated in the Simulink environment to
verify the results
9. Design Procedure……………………Continued
Hardware Implementation-:
The Adaptive Controllers developed are verified in real time using an Induction
Motor tied to a varying load. The results are observed and conclusions made
10. Project Work Summary
Model the Induction Motor in the stationary and rotating stator frames so that Vector
Control can be applied to develop a speed controller as well as a flux contoller
Apply adaptive backstepping procedure to develop a speed controller for the motor
speed to track a desired reference speed under time varying load conditions
Design flux observers to estimate the flux and design an observer based
backstepping controller for the flux to track a desired reference trajectory so that
sufficient torque can be supplied to the Load
Develop a modular design in Simulink environment for the motor models, observer
models, controller models, and etc for simulation
Implement real-time controller application to an Induction Motor for verifying and
comparing the simulation results to the real-time results; to make conclusions and
recommendations on future research