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Mechatronics Education and Research at the Brno University of Technology
Institute of Solid Mechanics, Mechatronics and BiomechanicsFaculty of Mechanical Engineering, Brno University of Technology
2009-2015
Outline
About Mechlab
– about FME, Brno University of Technology
– about Mechatronics
– teaching Mechatronics at FME BUT
Our laboratory equipment – RCP & HIL
– list of our equipment
Projects– selected R&D projects
– selected bachelor/master thesis
Possible cooperation
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Brno
About the Brno University of Technology
Brno University of Technology founded in 1899
second largest and oldest technical university in the CR
8 faculties
about 20.000 students
Faculty of Mechanical Engineering founded in 1900
about 4.000 students, 500 employees
Institute of Solid Mechanics, Mechatronics and Biomechanics about 30 employees
Mechatronics laboratory (MechLab) founded in 2009
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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What is Mechatronics?
Definition from http://www.mcgs.ch/mechatronics_definition.html:
Mechatronics is an interdisciplinary area of engineering that combines mechanical and electrical engineering and computer science. A typical mechatronic system picks up signals from the environment, processes them to generate output signals, transforming them for example into forces, motions and actions.
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Teaching Mechatronics at FME, BUT
Academic degrees: Bachelor degree (3 years)
Master degree (2 years)
Doctoral degree – PhD (4 years)
Curriculum general courses (the same as standard mechanical engin. study)
about 25% of courses taught by Faculty of Electrical Engineering and Communication
hands-on trainings in MechLab
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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About MechLab – Mechatronics Laboratory
MechLab is one of several laboratories at Institute of Solid Mechanics, Mechatronics and Biomechanics
Faculty of Mechanical Engineering, Brno University of Technology
Founded in 2009 as a result of project FRVS (Ministry of Education, Youth and Sport)
Continues with previous activities of „Laboratory of mechatronics and robotics“ (2002-2008, joint research centre of BUT and IT, Czech Academy of Science)
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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MechLab – Objective/mission
to improve the quality of regular educationin 3. and 4. and 5. year of bachelor/master study regular exercises on computers
with I/O multifunction card – e.g. control of DC motor
to enable the working on high quality bachelor/master thesis with relation to real mechatronic system students generally prefer assignment related to real world instead of
simulation
to provide good environment for research and development for the most motivated PhD students
to successfully realize the projects/cooperation with industry
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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MechLab: Experiences and competences
modelling of dynamical systems kinematics, dynamics of MBS, app. in robotics
tools Simulink, SimScape, SimMechanics
microcontrollers programming
design and production of PCBs
applications
measurement and control in real-time Simulink (RealTime toolbox, RT Win Target, Code generation)
NI LabVIEW (PC, FPGA apps.) – several successfully completed industrial projects
Hardware-In-the-Loop, Rapid Control Prototyping
FPGA System Generator (Xilinx)
applications for dSPACE I/O card
R&D of industrial testing devices applications for Bosch, Skoda Auto, Alucast
MechLab: Team
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Outline
About Mechlab– about FME, Brno University of Technology
– about Mechatronics
– teaching Mechatronics at FME BUT
Our laboratory equipment
– RCP & HIL
– list of our equipment
Projects– selected R&D projects
– selected bachelor/master thesis
Possible cooperation
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
10
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Experimental equipment in MechLab ::
Rapid Control Prototyping & Hardware In the Loop
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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12+1 computers with I/O multifunction card MF 624 Matlab/Simulink supported
(Real-Time Toolbox, Real-Time Windows Target)
8x ADC, DAC, DOUT, DIN, 4x incremental encoder, 4x PWM generator/counter, PCI
12+1 EduKit based on dsPIC33 microcontroller
2 professional educational models(Helicopter 2 dof, Magnetic Levitation)
12+1 „Double DC drive“ edu model 2x DC motor with encoder + current sensors
connection to MF624 / dsPIC
many other “students-made” educational models
laboratory power sources, oscilloscopes, sign. gen.,…
Experimental equipment in MechLab :: Educational tools
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Rapid Control Prototyping HW :: MF 624
I/O 8x 14bit A/D (+-10V, 1.6(1 ch.)-3.7(8ch.)us
conversion time)
8x 14bit D/A (+-10V, 10mA max., 31us settling time)
8x Dout, 8x Din (TTL compatible)
4x timer (32-bit, PWM)
4x encoder input
power on board +5V (100mA / 250mA max.)
+12V (150mA max.)
connectors Canon (2 x DB-37 F)
RealTime Toolbox – directly I/O to/from Simulink (without compilation – approx. up to 1kHz)
RealTime Windows Target – 10 kHz
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Experimental equipment in MechLab ::
RealTime measurement & control with Simulink
Long-time experience with Matlab/Simulink
RealTime Toolbox
RealTime Windows Target
RealTime Workshop
RTI, Control Desk (dSPACE)
model based development environment for 16- and 32-bits microcontrollers PIC RT Workshop + RTW Embedded Coder + Simulink Fixed Point
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Rapid Control Prototyping and HIL equipment
dSPACE single board 1103 with AutoBox many peripherals including RS232, CAN
professional tool
dSPACE modular system DS1006 processor board
DS2202 HIL I/O board
DS5203 FPGA board
NI cRIO (several chassis, modules) real-time computer, FPGA, modular I/O
programming in NI LabView
NI PXI several I/O cards (incl. FPGA)
laboratory power sources (>8)
oscilloscopes (>10)
others...
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Hardware: dSPACE DS1103, AutoBox
Hardware: dSPACE modular system with DS1006
DS1006 – processor board
DS2202 HIL IO board
DS5203 programmable FPGA board
DS814 link board
Our applications: – Simulation of BLDC motor for aircraft fuel pump
– Development of advanced control techniques for BLDC motor
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Hardware: NI Compact RIO
NI cRIO-9073 (Integrated 266 MHz Real-Time Controllerand 2M Gate FPGA)
NI 9401 (8 Ch, 5 V/TTL High-Speed Bidirectional Digital I/O Module)
NI 9215 (4-Channel, 100 kS/s, 16-bit, ±10 V Simultaneous Sampling Analog Input Module
NI 9411 (6-Channel, 500 ns, ±5 to 24 V Digital Input Module)
NI 9221 (8-Channel, ±60 V, 800 kS/s, 12-Bit Analog Input Module)
NI 9211 (4-Channel, 14 S/s, 24-Bit, ±80 mV Thermocouple Input Module)
NI 9263 (4-Channel, 100 kS/s, 16-bit, ±10 V, Analog Output Module)
Outline
About Mechlab– about FME, Brno University of Technology
– about Mechatronics
– teaching Mechatronics at FME BUT
Our laboratory equipment – RCP & HIL
– list of our equipment
Projects
– selected R&D projects
– selected bachelor/master thesis Possible cooperation
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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List of selected projects 1/2
2009 – Laboratory of mechatronics – educational project (approx. 60 kEUR)
2009 – 2012 – Human resources training for team cooperation in research and development (VUT is partner, approx. 80 kEUR)
2011 – Microcontroller PIC kits into regular education (6 kEUR) 2011 – Automotive Hydraulic Power Steering stand (5 kEUR) 2011 – New lab and powerful equipment (modular dSPACE, PXI NI,
oscilloscopes, power sources,…) (approx. 116 kEUR for Mechlab) 2011-2015 – ESPOSA = Efficient Systems and Propulsion for Small
Aircraft, European 7FP (VUT is partner, approx. 329 kEUR) 2012 – Introduction of FPGAs into regular education (9 kEUR) 2012 – HIL simulator for parking ECU – ŠKODA Auto (6 kEUR) 2013 – HIL simulator for parking ECU II. (mobile version)– ŠKODA Auto
(6 kEUR) 2013 – Testing stand for detection of DC fuel pump rotation direction
(Bosch Č.B., 5kEUR)
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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List of selected projects 2/2
2014 HIL simulator for parking ECU III. (ŠKODA Auto, 4kEUR) Training (Honeywell, Knorr-Bremse DE, 3kEUR) Acceleration simulator for testing of DNOX
tanks/modules (BOSCH ČB, 28kEUR) Training „Advanced Simulink“ (Danfoss, SK) GelPicker – manipulator for medical research (MUNI,
2kEUR) Wireless data acquisition module for ball bearing
diagnostics (ZKL, 4kEUR) Stand for loading of linear actuators for automatical
boot opening (ŠKODA Auto, in progress)
2D Acceleration Simulator for DNOX tank testing
Application: industrial motion simulator
2DOF rotating platform Working range: ±40 deg.
Max. load 50 kg
Platform size: 1000x1000 mm
Electronics 240W DC brushed motors
Position controlled by dsPIC
Customer: Robert Bosch, České Budějovice
video
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Wireless data acquisition module (2014)
application: crankshaft vibro-analysis
Long term monitoring module Piezoelectric sensor, temp. sensor
Variable acc sensitivity (10-1000g)
Sample rate: 20-100kHz
Range: 30m
Outputs raw data for advanced analysis
Lifetime: 1,7y (measure 3 times a day)
Dimension (d=50mm, h=120mm)
User software included (LabView)
Customer: ZKL Brno
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Wireless measurement of deformation (2014)
application: gear-wheel strainmeasurement
Straingauge wireless module 120Ω quarter bridge
24 channel bridge measurement
Sample rate: 700 Hz
Range: 30m
Outputs raw data for further analysis
Dimension (d=110mm, h=40mm)
Experimental software (LabView)
Customer: IG Watteeuw
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Car4: four-wheel steering experimental vehicle
Used for research and educational purposes
Two main fields of reseach: Dynamics and traction control
Autonomous navigation
Sensors ACU
Xtion
Stereovision cameras
…
Electronics dsPIC units
Regular PC for harder task (stereovision)
Electronics:
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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2D and 3D laser scanners
application: project Car4 obstacle detection, navigation (SLAM),
autonomous movement
Hokuyo URG – 2D laser scanner Rotating head
240° detection area
Resolution 0.36° @ 10 Hz
ASUS Xtion (Kinect) – 3D depth map Laser projector + CMOS sensor
58° x 45° detection area
Resolution 640×480 pixels @ 33 Hz
USB connection, data processing in MATLAB
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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BOSCH Hall: Rotation Direction Detector
Application: Production quality control
Aimed at fuel pumps Uses Hall sensors
Measure changes in magnetic flux density
Can detect the rotation directionfor both DC and BLDC pumps
Controlled by two Microchip PIC24
Digital I/O and RS232 for communication
Customer: Robert Bosch, spol. s.r.o.
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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GelPicker: manipulator for picking gel (2014)
application: medical research
3DOF manipulator X,Y axes: stepping motor controlled
Z axes: solenoid
Working range: 350 x 350mm (x,y)
stroke 20mm (z)
Electronics: Stepper motor driver
controlled by the dsPIC
Customer: MUNI Brno
video
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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7FP project ESPOSA (2011-2015)
ESPOSA = Efficient Systems and Propulsion for Small Aircraft, European 7FP, http://www.esposa-project.eu/
39 partners (9 universities, 11 research est.)
role of BUT: modelling, HIL, support for code generation for FADEC, TEGs
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Embedded HIL simulator for parking ECU (2013)
Task: create embedded version
of HIL simulator for parking ECUs
Requirements: capable of testing PDC and
PLA 3/4/7/8/12 ch
uC based solution
user interface on PC
Implementation: dsPIC microcontroller
with signal conditioning and UART-USB interface
GUI and obstacle model programmed in LabView
Customer: ŠKODA Auto
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Power HIL simulation of DC motor (2014)
Goal: extension of classical HIL simulationto the ability to test power electronics
Application: testing control units for fuel pumps
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Advanced control / HIL simulation for BLDC motor (2012-2014)
test stand with encoder,torque meter and load
algorithms for – sensorless control
– control with one of the hallsensor fault
HIL simulation– very fast execution
implemented on FPGA
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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HIL simulator for parking ECU (2012)
task: „hack“ and simulate parking sensors for parking ECU (Valeo)
requirements: prepared for 3, 4 and up to 8 sensors
EtherCAT communication with other HIL „boxes“
implementation:– signal conditioning (sensor uses 1 wire bi-directional communication)
– experiments, understanding of basic sensor behavior
– NI hardware & software
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Students project: Self balancing vehicle (2011)
Vehicle properties:
robust mechanical construction (CNC machining of aluminium), direct connection of DC motors to wheel shaft (without chain)
all electronics developed in MechLab (dsPICmodule, h-bridge, battery charger)
implementation of PID control with Complementary filter
Generalization: intensive use od Matlab/Simulink tools in development process
modelling using Simulink/SimMechnics
Simulink Parameter Estimation
Real Time Toolbox with MF624
code generation with RTW,RTWEC, Kerhuel(cheap and easy to use dsPIC target)
[video]
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Testing stand for DNOX jet (2010)
object: solenoid jet for Ad-Blue application for diesel engines (reduction of NOx)
task: test of opening/closing time, voltage
HW: NI USB DAQ
SW: LabVIEW
customer: Bosch CB
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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commercially available module: important features/parts are external
(crystal, reset, prog. connector)
our module: 44-pin dsPIC33FJ128MC804
20MHz crystal
programming connector for ICD2/3
reset
3.3V regulator
Universal dsPIC module (2010)
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Universal dsPIC module (2010) - Code generation
C code is automatically generatedfrom Simulink
tools: Simulink Coder
(formerly Real-Time Workshop)
Embedded Coder (formerly RT Workshop Embedded Coder)
Kerhuel blockset- support of the subset of the Microchip 16,32-bit devices[http://www.kerhuel.eu/]
MPLAB compiler and bootloader.
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Universal dsPIC module (2010) - Code generation
Setting signal data types
Setting signal storage classes (interface with hand writtenmodules – global variables)
Generating reusable functions
Customized signal object class
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
39www.mechlab.czÚstav mechaniky těles, mechatroniky a biomechaniky, FSI, VUT v Brně
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Integrating automatically generated code from Simulink coder
User
code
Generated C code
Simulink model
Setting signal data types
Setting signal storage classes (interface with hand written modules – globalvariables)
Generating reusable functions
Customized signal object class
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
40www.mechlab.czÚstav mechaniky těles, mechatroniky a biomechaniky, FSI, VUT v Brně
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Fully generated C code directly from Simulink
Blocks for peripherals handing (reusable in other projects)
Custom code generation (Target specifics main.cfile)
„Direct code generation for nonsupportedtargets from Simulink“
Generated executable code
Simulink model
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Code generation: Support for complex peripherals
Block for display units Advanced GUI compared to masked blocks.
Design display layout
Automatically generates TLC and MEX files…
4DOF robotic platform for education (2013,2014)
our own mechanical, electronics and control design
full access to all sensor signals, ideal for teaching
very fast dynamics
controlled by I/O card (MF624) fromMatlab/Simulink
safety electronics imlemented
Examples of use:
teaching kinematics and dynamics
edu applications for image processing
Playing Tic Tac Toe
video
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Grepl, Lee (2008,2009):
Projects: Electronic throttle control
conventional “bowden” handling
mechatronic solution = pedal sensor
DC motor
angle sensor
controller
motivation better fuel economy, emissions
possibility to implement advanced tracking control
improvement of the whole system performance
Research @ Keimyung University, Daegu, Korea
video
Projects: Electronic throttle control Grepl, Lee (2008,2009)
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Grepl, Čoupek, Konvičný, Krejčiřík (2009):
Projects: Mobile robot with hybrid undercarriage
hybrid undercarriage = robot can ride on wheels and also walk using legs
4 DC motors with enkoders
7 servos
6 ECUs NXP ARM @ 43MHz
production using Rapid Prototyping Technology(Laser sintering)
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
46www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Grepl, Čoupek, Konvičný, Krejčiřík, Radoš (2009): Mobile robot with hybrid undercarriage - RobotX
hybrid undercarriage = robot
can ride on wheels and also
walk using legs
4 DC motors with enkoders
7 servos
6 ECUs NXP ARM @ 43MHz
production using Rapid Prototyping Technology(Laser sintering)
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Grepl, Švehlák, Bezdíček, Sztwiertnia (2003,2006):
Four legged walking robot
12 dof actuated with Hitec servos
microcontroller Atmel AVR Atmega 128(8bit @ 18MHz)
gait on flat terrain controlled by artificial neural network
Bluetooth communication with PC
video 1
video 2
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Anti-sway Crane (Grepl, Veselý: 2000)
motivation = transport without swinging
simple dynamic model (constant r)
assume x is “kinematic excitation”(we control the motor by x(t) )
goal = travel given Δx asap without swinging
with the motor and system limits
tancos
rg x
video
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
49www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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František Zouhar (B 2009) : Design, production and testing of education model „Helicopter with two rotors“
Motivation, Aim of work Design of helicopter and electronic
Parameter’s estimation
PID control for 3 degrees of freedom
Results Function model with autonomous electronic
Simullink model of helicopter
Reliable PID control
Good education instrument
video
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
50www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Ondřej Klusáček (M 2009): Modelling, identification and control of rotary pendulum
Nonlinear model created and parameters identified
Use of LMD18245 H-Bridge for power electronics to
provide momentum based control
LQR stabilizing state-space controller designed
Swing-up controller and switching algorithm designed
and tested
Zero steady-state error obtained with use of
additional input
integrator
video
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
51www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
51ISMMB, Faculty of Mechanical Engineering, Brno University of Technology
Jan Štěpánek & Tomáš Trnkócy (B 2009) : Design, production and testing Data Glove
Motivation, Aim of work Glove with bend sensors and accelerometer
Creation VRML model of human hand
Real-time projection users hand in Virtual Reality
Results Functional prototype
Communication with PC via Bluetooth
Rechargeable battery power
Controlled using GUI
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
52www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Šuranský, (B 2011): Electronical safety valve for hydraulic liquids
goal: design and implementation of safety valve with DC motor (modification of manual valve)
prototype developed using MF624 and Simulink.
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
53www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Sova (B 2011): Development of testing unit for hydraulic proportional valves
goal: design, implementation and testing of electronic test unit for hydraulics valves
MCU PIC32 used, programming from Simulink
Outline
About Mechlab– about FME, Brno University of Technology
– about Mechatronics
– teaching Mechatronics at FME BUT
Our laboratory equipment – RCP & HIL
– list of our equipment
Projects– selected R&D projects
– selected bachelor/master thesis
Possible cooperation
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
54
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
55
Possible cooperation with universities/industrial partners
We have long term experience with cooperation with industrial partners:
– Škoda Auto– Bosch Č.B.– ŽĎAS a.s.– UNIS– Alucast
... as well as with partners from universities:– Keimyung University, Daegu, Korea– University of Malta– Warsaw Technical University.
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Possible cooperation with universities/industrial partners
We can offer our services/cooperation in all areas of ourcompetence:
modelling of dynamical systems (kinematics, dynamics of MBS, app. in robotics, tools Simulink, SimScape, SimMechanics)
design of embedded system (PCB design, electronics, mechanical parts, programming, case, testing).
measurement, control in real-time and HIL (Simulink (RealTime toolbox, RT Win Target, Code generation), NI LabVIEW (PC, FPGA apps.) – several successfully completed industrial projects, Hardware-In-the-Loop, Rapid Control Prototyping)
applications of FPGAs system identification and parameter estimation automatical code generation from MATLAB/Simulink
www.mechlab.czISMMB, Faculty of Mechanical Engineering, Brno University of Technology
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Possible cooperation with universities/industrial partners
We are looking for cooperation with universities in following areas:
– R&D projects– staff/students exchange, research fellowship – Erasmus exchange
We are looking for cooperation with industry in following areas:– R&D projects– engineering solutions in field of Mechatronics– trainings, consultancy
If you have any idea of possible
cooperation, CONTACT US!
assoc. prof. Robert Grepl, [email protected]
[email protected].: +420 732 542 500
www.mechlab.czInstitute of Solid Mechanics, Mechatronics and Biomechanics
Faculty of Mechanical EngineeringBrno University of Technology