Vehicle Data Collection Fundamentals

83
Smarter Thinking. © MIRA Ltd 2014 Smarter Thinking. © MIRA Ltd 2014 Vehicle Data Collection Fundamentals EIS Event 9 th September 2014 MIRA

Transcript of Vehicle Data Collection Fundamentals

Page 1: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Smarter Thinking. © MIRA Ltd 2014

Vehicle Data

Collection

Fundamentals

EIS Event

9th September 2014

MIRA

Page 2: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Schedule

Introduction – Geoff Rowlands

Who needs data?

Planning and Designing a Data Collection

The Main Elements -

1. Sensors

- Strain Gauges

- Wheatstone bridge ¼ ½ and Full bridge

- Transducer Types – Load cells, Displacement, Accelerometers

- Temperature measurement

- Calibration

- Wheel Force Transducers

- CAN

- GPS

2. Recording Data

Data Recorders

Page 3: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Schedule

Instrument Setup and Checks – Steve Payne

- Installation

- Transducer checks

- Polarities/vehicle co-ordinates

- Vehicle shakedown

12.30pm Lunch

1.15pm Show and tell – CARDUR

vehicle on main site – David Ensor, Geoff Rowlands and Steve Payne, MIRA

2.30pm Tea and Coffee

Data Collection – David Ensor, MIRA

- Load conditions

- Tracks

- Environmental considerations

- Sample rate and filtering

4.30pm Q&A and closing comments – David Ensor – MIRA

Page 4: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

The Data Process

Transducer

Analysis

Useful

Data !

Recording

Page 5: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

But to begin with..

What is the

Question?

How can I

get it?

Data

Collection!

What

information

do I need to

answer

this?

Page 6: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Simulation

Rig Testing • Fatigue Analysis

• Fatigue Editing

FE Analysis

• Data Processing

• Data Management

Kinematic SimulationsProving Ground

Data Flow

Who are the Customers for Your Data?

Page 7: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Who are the Customers for Your Data?

Need to talk to customers to fully understand needs

and wants

Need to establish:

- Accuracy required

- Type of measurement

- Location of measurements

- Timescale for data.

- Type of data transfer / presentation

Page 8: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Typical User Requirements

Structural Test

- Strain gauges, accelerometers, displacements, focus on severe events and enough data to define typical conditions.

Suspension

- Wheel displacement and loads. Acceleration at hub and body shock mount. Vehicle speed, Damper temperatures. Focus on severe suspension events like potholes, speed bumps, pave, rough road, handling circuit.

Transmission

- Long test routes to accurately capture real road running. Road types are defined in terms of User Profile – Urban, Hilly, Off road, Motorway, A and B roads. Main collection channels are speeds and torques.

Page 9: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

The Data Chain - Sensors

These convert PHYSICAL quantities into something we

can record, an ELECTRICAL signal.

Page 10: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Sensing Elements

Strain gauge – Displacement into resistance

Piezoelectric – Force into Electrical Charge

Potential Divider – Displacement into Resistance

ICP – Displacement into Capacitance

LVDT – Displacement into Inductance.

Thermocouple – Temperature into voltage

Etc. etc.

Page 11: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Simple example – fuel gauge.

E F12

v

Page 12: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Strain Gauges

Page 13: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

What is Strain?

Stress

Strain

Limit of

Proportionality

(Elastic Limit)

Yield point

(UTS)

Page 14: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Strain Gauge Construction

Sensitive axis

Page 15: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Rosette Strain Gauges

• 60 degree Delta rosette • Rectangular Rosette

Page 16: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Changing strain into resistance- Gauge Factor

The amount of resistance

change for a given

amount of strain is

defined as the “gauge

factor” Gf

Resistance

changeStrain

∆𝑅

𝑅= 𝐺𝑓 ∗

∆𝐿

𝐿

Page 17: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Measuring Strain

The resistance changes are very small; for 1000

microstrain in a 120 ohm strain gauge, the resistance

change would be 0.24 Ohms.

Conventional methods of resistance measurement are

unable to deal with these small changes. That is why a

Wheatstone Bridge is used.

Page 18: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Wheatstone Bridge Circuits

V

R1 R2

R3 R4

Vs+

Vs-

Vs+

Vs-

R1 R2

R3 R4

V

Wheatstone Bridge Equivalent circuit

Page 19: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

How Gauge resistance is cancelled.

10v

0v

120

120120

5.000120 Ohm

Gauge

10v

10m

V

Page 20: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

How Gauge resistance is cancelled.

10v

0v

120

120120

5.000120 Ohm

Gauge

10v

10m

V

Page 21: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

How Gauge resistance is cancelled.

10v

0v

120

120120

0.000120 Ohm

Gauge

10v

10m

V

Page 22: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

How Gauge resistance is cancelled.

10v

0v

120

120120

5.000120 Ohm

Gauge

1000u

E10v

10mV

Page 23: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Strain Gauge on Simple beam.

G V 4

1 = V so

Straingauge

Load

Vo

Page 24: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Half Bridge Bending measurement

G V 2

1 = V so

A

B

Page 25: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Full Bridge bending measurement

G V = V so C

D

A

B

A

B C

D

Page 26: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Measuring axial load.

Vs

Vo

AA

B

B

ratio Poissons is Where

G )+(1 4

1 V = V so

Page 27: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Torque measurement

shaft.the of radius the is r

material the of modulus shearthe is M

torque is T

strain shearthe is Where

r M

T 2 =

3

Page 28: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Full Bridge Torque measurement

𝑉𝑜 = 𝑉𝑠 𝛾 𝐺

Where 𝛾 is the shear strain

Page 29: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Strain Gauge Wiring

2 wire connection

Component

Rb

Ra

120Ω

Connection wires may

be subject to

temperature change

Vo

Page 30: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Strain Gauge Wiring

2 wire connectionVs

+

Vs

-

R

1R

2

R

3R

4

V

Ra

RbVo

Component

Rb

Ra

120Ω

R1

R3 R4

R2

Page 31: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Strain Gauge Wiring

Vo

3 wire connection

Component

Rb

Ra120Ω

Rc

Page 32: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Strain Gauge Wiring

3 wire

connectionRa

Rb

Vs+

Vs -

R1 R2

R3 R4

V

o

Rc

Vo

Component

Rb

Ra 120Ω

RcR1

R3 R4

R2

Page 33: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

VoBalance

Control

R1

R2

Vs +

Vs -

Bridge Balancing

Page 34: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Calibration resistor

Vs +

Vs -

Calibration

Resistor

switch

Vo

Page 35: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Strain gauge reading instrument.

PSD704 Strain Indicator by Strainsense

Useful tool for setting up

Strain gauges. Has the

facility for bridge

completion, balancing

and accurate reading of

strain.

Page 36: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Transducers Using Strain Gauges.

Many types of measurement devices are possible using strain gauges as

the sensing element. These include load cells, accelerometers, pressure

transducers and even displacement transducers.

Page 37: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Load cells

Strain

Gauges

Compliant Element Stiff Element

Loa

dLoa

d

Page 38: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Accelerometer

Damping Fluid Seismic Mass

Strain gauges

HousingSensitive

axis

Page 39: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Pressure transducer

High Pressure Low

Pressure

Strain gauges

Page 40: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Page 41: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Making Components into Load Cells

It is often desirable to add strain gauges to a component to turn it into

a load cell. A propshaft may be gauged to measure torque for

instance. Or a suspension component gauged to measure force.

Page 42: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Making Components into Load Cells 2

Page 43: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Amplification

As we have seen, the voltage output from a strain gauge transducer will be in

the order of a few millivolts.

In order to display or record this, some amplification (gain) will be needed.

In addition there may be a need for bridge completion, balancing and

calibration.

This can either be done using a separate signal conditioning unit or may be

incorporated into the recording device itself.

Page 44: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Other Transducers - Displacement

Linear Potentiometer Rotary Potentiometer

Page 45: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

String Pot for large displacements

Page 46: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Linear Variable Differential Transformer LVDT

Page 47: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Vo

Non- Magnetic

Plunger

Energising supply

Ferromagnetic armature

LVDT

Page 48: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Piezoelectric Force transducer.

Piezoelectric Crystal

Force

Page 49: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Where to Mount Accelerometers?

If characterising the whole vehicle motion then on C of G.

Not in centre of a panel that resonates, but on something

rigid.

On engine mount, both body and engine side to derive

transfer function across mounting.

Similarly for a gearbox mounting.

For Instrument panel, or other internal body parts, mount

accelerometers for all three axes adjacent to the mounting

points. These can then be used to set up a shaker test for

these type of components.

Page 50: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Rate Gyro

Used to measure angular velocity.

Mount at Centre of Gravity.

Gyroscopic type – Based on precession

forces on a spinniing mass

Solid State type – “Tuning fork” is excited

at its resonant frequency. Then it

behaves like a gyroscope with Coriolis

forces generated by “out of plane”

movements.

Page 51: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Temperature measurement.

There are many types of temperature measuring device

including:

- Thermocouple

- RTD

o Thermistor

o (PRT) Platinum Resistance Thermometer.

- Pyrometer

Page 53: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Resistance Temperature devices RTD

ThermistorPRT

Page 54: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Infra-red Pyrometers

Great for non-contact

temperature

measurement but

require careful setting

up for accurate

readings.

Page 55: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Wheel Force Transducers (WFT)

These are a versatile type of measuring device which are bolted onto the

vehicle in place of a pair, or all four wheels.

MTS SWIFT

Caesar WFT

Page 56: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

WFT Channels

7 Measurement channels are available per wheel

- 3 Forces X Y and Z

- 3 Moments Mx, My, Mz

- Wheel rotational angle

Page 57: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Installation considerations.

The dynamics of the WFT may not match the

actual wheel usually fitted – Weight, Tyre

Diameter, stiffness, and offset.

The rotation sensor is used to calculate some

of the forces into vehicle coordinates.

- Careful restraint is key to accuracy.

Sensor restraint fixture

Page 58: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

CAN-Bus Measurements

CAN (Controller Area Network) systems are now

common on vehicles.

These systems consist of many devices including

sensors, that are used by the Electronic Control

Units (ECU) to monitor and control the functions of

the vehicle.

They can be a useful source of data for

development and testing.

Page 59: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

CAN-Bus Measurements

Data collection hardware allows CAN channels to be selected and recorded

along with other sensors.

Throttle Position

Brake actuation

Engine speed

Gear selected

Wheel speeds

Engine temp

Ambient temp etc.

Page 60: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

CAN Measurements limitations

Users should be aware that:

- CAN measurements are often not calibrated.

- They may have low resolution.

- Update rates are sometimes slow

- Samples are not taken at regular intervals

- Signals can exhibit noise or shut down.

Are best suited for supplementary information or slowly changing

parameters.

Page 61: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

GPS Data

Global Positioning System (GPS) data has become very

cheap and easy to capture.

Some recorders have this facility “built in”.

GPS receivers have a facility for interfacing with data

recorders.

Vehicle location is a very useful supplement to the normal

data.

Routes can be mapped and reported.

Page 62: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

GPS Positional Data - Uses

Can be used at analysis time to identify location of extreme events.

Assures user that route taken was correct.

Helps understanding of data for polarity – left hand bends can be clearly

seen, for instance.

Vehicle speed (every second) can be used as check.

Time from GPS helps to identify test conditions.

Altitude can show relative severity of hilly routes.

Page 63: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

GPS Plot of Figure of 8

Easy to see in

which direction the

car was moving

Page 64: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

GPS + Analysis example

Page 65: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Optical speed and slip sensors

Widely Used for

Brake testing and

Vehicle Dynamics

Page 66: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Sensor Calibration

Calibration is most important with any measurement.

It is the means whereby we can be confident that the measurements we

take are accurate.

Bought-in transducers should have a calibration certificate.

Custom made load cells need to be calibrated against a known

standard.

Calibration data should be recorded with all tests

Page 67: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Errors - Linearity

Linearity is an

expression of the

closeness of the

response of a

system to a

straight line.

Load Cell calibration

-0.5

0

0.5

1

1.5

2

2.5

3

3.5

4

0 0.5 1 1.5 2 2.5 3 3.5 4

Load

Vo

lts

0.1

Page 68: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Errors - Hysteresis

Hysteresis is a

measure of how

different the

calibration is if

the load is

applied in

different

directions.

Page 69: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Errors - Accuracy

Accuracy is the closeness of the measured value to the actual value of the

measurement. (It is worth pointing out that ultimately, we have no way of

knowing what this value actually is!)

The best we can do is compare with a known standard.

Page 70: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Errors - Resolution

Resolution is the smallest

step change that can be

detected by the

measurement system. This

is often limited by the data

recording system alone.

Load Cell calibration

-0.5

0

0.5

1

1.5

2

2.5

3

3.5

4

0 0.5 1 1.5 2 2.5 3 3.5 4

Load

Vo

lts

Page 71: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Errors – Repeatability

Load Cell Calibration

0

0.1

0.2

0.3

0.4

0.5

0.6

0 1 2 3 4 5 6

Load Kg

Vo

lts

Page 72: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Sensitivity

Load Cell Calibration

y = 0.1003x + 0.0003

0

0.1

0.2

0.3

0.4

0.5

0.6

0 1 2 3 4 5 6

Load Kg

Vo

lts

y=mx+c

X is the slope

of the graph.

Which is the

sensitivity of

the transducer.

Page 73: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Noise in signals.

What is Noise?

Noise is unwanted signal

There are many sources but the main ones are:

- Inductive coupling

- Capacitance coupling

- Earth or ground looping

- Random noise

Page 74: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

How to minimise noise

Inductive

- Use good quality connection cables with twisted pair signal wires. Keep bare untwisted lengths to a minimum.

Capacitive

- Use connection cables that shielding around the signal wires.

Earth loops

- Connect shields to ground at one end of the cable only. Connect all grounds together at one point.

Page 75: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Signal to Noise ratio

Signal to noise ratio gives a

measure of the significance of

noise in the signal. It is defined

as the signal power divided by

the noise power and expressed

in decibels.

VoltageNoise

VoltageSignal 20

10Log

•60 =20 * 𝑙𝑜𝑔10 ∗𝑆

𝑁

•60/20 = 𝑙𝑜𝑔10 ∗𝑆

𝑁

•𝑙𝑜𝑔10 3 = S/N

•S/N = 1000

For example 60 dB

Page 76: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Data Recorders

Many types of recorder are available.

When selecting the recorder, we need to consider what is important

for our type of work.

Page 77: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Logging or Recording?

Data Logging generally means

- Low sample rate – One data point per second

- Looking for trends over long time period

- Can be rugged for unattended monitoring.

- Often relatively low cost.

Page 78: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Selecting the recorder

Mobile use

- 10-30v power supply.

- Stand alone Independently of setup PC

- Vibration and temperature specification

- Size and weight

Versatility

- Different types of transducer

- Sample rates available

- Synchronous samples

- Data storage capacity

- Number of Channels

- Vehicle Can-Bus Interface

Page 79: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Selecting the recorder

Usability

- Unattended operation

- Remote operation

- Run-time display

- Ease of setup

Data collection modes

- Triggers and gates

- Time histories and reduced data

- Online computation of new channels

Data transfer rate

Compatible with data analysis software

Page 80: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Types of transducer input

Strain gauge

- Require differential input

- Excitation voltage

- Choice of bridge resistance

- Shunt Calibration signal

- Bridge balancing (zero).

Voltage input

- Can be single ended or differential

- Common mode rejection

Page 81: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Single ended versus Differential

Single ended inputs have

one common “earth”

connection for a number of

voltage channels. This is

OK for measurements that

are referenced to a known

zero volts point.

1

2

3

4

0v

1hi

1lo

2hi

2lo

3hi

3lo

4hi

4lo

Differential inputs have one

connection for signal high

and one for signal low. It is

the difference in voltage

between these two that is

amplified to the output.

0v

Page 82: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Setting up to Record Data

Choosing Sample rates

Setting up Filters

How Much data to collect?

How long?

How many repeats?

How much data storage space will it take?

Page 83: Vehicle Data Collection Fundamentals

Smarter Thinking.

© MIRA Ltd 2014

Choosing Sample rates

Sample rate defines maximum frequency.

Body

Wheel Hop

Pitch

10 20 30 40Frequency Hz