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1 Introduction to Biomedical Engineering Kung-Bin Sung Device/Instrumentation III
54

Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

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Page 1: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

1

Introduction to Biomedical Engineering

Kung-Bin Sung

Device/Instrumentation III

Page 2: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

2

Outline• Chapter 8 and chapter 5 of 1st edition:

Bioinstrumentation– Review of signals and system, analog

circuits– Operational amplifiers, instrumentation

amplifiers– Transfer function, frequency response– Filters– Non-ideal characteristics of op-amps– Noise and interference– Data acquisition (sampling, digitization)

Page 3: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

3

Types of medical instrumentation

• Biopotential• Blood (pressure, flow, volume, etc)• Respiratory (pressure, flow rate, lung

volume, gas concentration)• Chemical (gas, electrolytes, metabolites)• Therapeutic and prosthetic devices• Imaging (X-ray, CT, ultrasound, MRI,

PET, etc.)• Others

Page 4: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

4

Overview of bioinstrumentation

Emphasis of this module will be on instruments that measure or monitor physiological activities/functions

Basic instrumentation system

Page 5: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

5

Characteristics of bio-signals

EOG (ElectroOculoGram): measures the resting potential of retinaERG (ElectroRetinoGram): measures the electrical response of retina to light stimuli

EGG (electrogastrogram): measures muscular activity of the stomach

Page 6: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

6

Signal amplification

• Gain up to 107

• Cascade (series) of amplifiers, with gain of 10-10000 each

• DC offset must be removed (ex. by HPF with a cutoff frequency of 1Hz)

• Further reduction of the common-mode signal

Page 7: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

7

Time-varying signals

)2cos()cos()( 111 θπθω +=+= ftVtVtv

θθ ∠== 111 VeVV j θθθ sincos je j +=

Sinusoidal signals have amplitude, frequency and phase

IZV ˆ1 = RZR =

2/πωω jL LeLjZ ==

2/11 π

ωωj

C eCCj

Z −==

Phasors: complex numbers (magnitude and phase angle) representing the sinusoidal signal (without the frequency)

Since capacitors and inductors introduce phase shift to the signal, their impedances Z can be expressed in phasors as following

Page 8: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

8

Laplace transform

∫∞ −==0

)()()( dtetfsFtfL st

Definition

Some properties of Laplace transform

Page 9: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

9

Laplace domain analysis

ωjs = RZR =

sLZL =

sCZC

1=

Use Laplace transform to describe time-varying signals ⇒Differential equations become algebraic equations

Let

Inverse Laplace transform is used when we want to obtain the time-domain signals (ex. transient response of circuits)

Page 10: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

10

Laplace transform pairs

Page 11: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

11

Analog circuitsWheatstone bridge circuit

)()(321

12

x

xssRxRab RR

RVRR

RVVVV+

−+

=−=

The measured Vab can be used to get R, which represents unknown resistance of devices such a strain gauge and a thermistor

Page 12: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

12

Operational amplifier (op-amp)

)( npout vvAV −=

A ~ 106

For ideal op-amps: - No current flows into or out of input terminals (input impedance = infinity)- vp = vn since A ~ 106

- Output impedance = 0

Open-loop voltage gain

Cautions for op-amp circuitsOp-amps are used with (negative) feedback loops for stabilityMust be in the active region (input and output not saturated)

Page 13: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

13

Op-amp circuitsVoltage follower or unity buffer

Vout = Vin

G=1

Advantage: input current is ~0, high input impedance. Output current drawn from the op-amp can drive a load (ZL) or next stage of circuit; particularly suitable as the first stage for physiological measurements

Page 14: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

14

Op-amp circuits

21

2122 RRvRiRiv in

out −=−=−=

1

2

RRG −=

Input impedance = R1

Inverting amplifier Non-inverting amplifier

21

RRvvv in

inout +=

1

21RRG +=

Input impedance =Zin of the op-amp

Page 15: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

15

Op-amp circuits

)(2

2

1

1

RV

RVRRiv fffout +−==

)( 22

11

VRR

VRR

G ff +−=

Summing amplifier

You can add more input voltages…

Vout = −(V1+V2+V3)

Page 16: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

16

Op-amp circuits

243

4

1

211

1

2 VRR

RRRRV

RRVout ⎟⎟

⎞⎜⎜⎝

⎛+⎟⎟

⎞⎜⎜⎝

⎛ ++−=

( )121

2 VVRRVout −=

Subtractor

If R1=R3, R2=R4

This is called a differential amplifier

If a differential signal (ex. biopotential) is measured across the input terminals

1

2

12 RR

VVVG out

d =−

=Differential gain

Page 17: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

17

Op-amp circuits

)( 431

3241

RRRRRRR

VVGcm

outcm +

−==

Then the common-mode gain =

Homework: 1. Derive the expression for Gd=Vout/Vd with a differential input

Vd=V2-V1

2. Suppose you use 4 resistors 100KΩ±0.01%, simulate the CMRR using random numbers for errors in resistance

Common-mode rejection ratio CMRR of the differential amplifier

If a common-mode voltage at both inputs is Vcm=(V1+V2)/2

cm

d

GGCMRR log20=

CMRR is defined as:

Page 18: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

18

More on differential amplifier

Vout = V2-V1

• For measuring biopotentials, voltage gain can be obtained by subsequent amplifier stages• Input impedance is small ~R• In ECG, the impedance of skin is ~MΩ(can be lowered by applying electrolyte gel to 15-100KΩ)• Mismatches in R reduce the CMRR

Add unity buffers in the inputs

Page 19: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

19

Instrumentation amplifier

( )2143

2VV

RRR

VVgain

gain −+

=−

gaind R

RG 21+=

43 VVVout −=

In practice, Rgain is external and used to select gain which is typically 1-1000

Page 20: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

20

Instrumentation amplifier

1=cmG

1=dGgain

d RRG 21+=

0≈cmG

Provides good CMRR without the need for precisely matching resistors

Page 21: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

21

Example of common-mode voltageInterference from power line (60Hz) can induce current idb

Gdbcm Ziv ⋅=

For idb = 0.2 µAZG = 50 kΩ

vcm = 10 mV

Page 22: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

22

Driven-right-leg circuitOutput is connected to the right leg through a surface electrode, which provides negative feedback

Page 23: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

23

Driven-right-leg circuit

Current at inverting input:

Page 24: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

24

Transfer function• Relationship between the input and output

• Since T(s) also provides information on the frequency and phase of the instrument –frequency response

)()()(sVsVsT

in

out=

fjjs πω 2==

T(s)Vin(s) Vout(s)

Page 25: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

25

Transfer function – example

1

11

11

11)(sCCsR

sCRsZi

+=+=

)1)(1()()(

)(2211

12

CsRCsRCsR

sZsZ

sTi

f

++=−=

22

2

22

111)(

CsRR

sCR

sZ f +=

+=

Page 26: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

26

Transfer function – example2

1)(

)()()( 111

211 +=

+= CsR

sZsZsZsT

))(1()()()( 221121 CsRCsRsTsTsT +−==

222 )()(

)( CsRsZsZ

sTi

f −=−=

Page 27: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

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Frequency response• The transfer function can be factored into

poles and zeros

• Alternatively

⋅⋅⋅++⋅⋅⋅++

=))(())(()(

21

21

pspszszsKsT

⋅⋅⋅++⋅⋅⋅++

=⋅⋅⋅++⋅⋅⋅++

=)/1)(/1()/1)(/1('

)/1)(/1()/1)(/1(')(

21

21

21

21

pjpjzjzjK

pspszszsKsT

ωωωω

)()()( ωθωω jejTjT =

Phase responseMagnitude response

Page 28: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

28

Frequency response – LPF

)1()(

21

2

CsRRRsT+

−=

1

2'RRK −=

CRp

21

1=

)/1(1')(

1pjKjT

ωω

+=

21

2

1

1')(

p

KjTω

ω+

=

Magnitude response|K'|= R2/R1 DC (ω=0)

Gain

2'K When ω = p1

Page 29: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

29

Frequency response– LPF

CRfc

221

π=∴

2)(

)2( maxω

πjT

fjT c =

Cut-off frequency fc: the magnitude response is

In this example

12 pfcc == πω

(-3dB power attenuation)

Page 30: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

30

Frequency response – HPF

CsRCsRsT1

2

1)(

+−=

1

2

/1)(

pjCRjjT

ωωω

+−=

CRp

11

1=

221

2

2

1)(

CR

CRjTω

ωω+

=0 DC (ω=0)

Gain

1

2

RR

− When ω → ∞

CRfc

121π

=∴12 pfcc == πω

Page 31: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

31

Frequency response – HPF, BPF

Homework: • For the circuit on slide 25, find out the cut-off frequencies corresponding to ω1 and ω2, respectively• What modifications can you do to make a band-stop filter?

High pass filter Band pass filter Band stop filter

Page 32: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

32

Active filtersFrequency characteristics of filters

Amplitude Phase shift Time delay

The most important is the amplitude response which represents how the amplitudes of different frequency components will be modified by the filter

Page 33: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

33

Active filters

)/(1122

cnin

out

ffCεVV

+=

ncin

out

ffVV

2)/(11

+=

Response of low-pass Butterworth filters with different orders (-3dB frequency is normalized at 1)

Butterworth filter of order n

Chebyshev filter of order n

Cn is the Chebyshev polynomial of the first kind of degree n, ε is a constant that sets the passband ripple

Sharper knee with higher orders

Page 34: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

34

Active filtersComparison of several 6-pole low-pass filters

Step response (-3dB at 1Hz)

Page 35: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

35

Active filter circuits – VCVS

Low-passHigh-pass

Page 36: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

36

VCVS filter design

cfRC

π21

=

cn ffRC

π21

=

- Each circuit is a 2-pole filter; i.e. for an n-pole filter, you need to cascade n/2 VCVS sections- Within each section, set R1=R2=R and C1=C2=C- Set the gain K according to the table- For Butterworth filters

nc ffRC

/21

π=

fc is the -3dB frequency

- For Bessel and Chebyshew low-pass filters

- For Bessel and Chebyshew high-pass filters

Page 37: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

37

Non-ideal op-ampInput bias current IB: simply the base or gate currents of the input transistors (could be current source or sink) – the effect of IB can be reduced by selecting resistors to equalize the effective impedance to ground from the two inputs

Page 38: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

38

Non-ideal op-ampInput offset current IOS: difference in input currents between two inputs; typically 0.1~0.5 IB

Input offset voltage: the difference in input voltages necessary to bring the output to zero (due to imperfectly balanced input stages)

The offset voltage can be eliminated by adjusting null offset pots on some op-amps (with inputs connecting to ground through resistors)

Page 39: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

39

Non-ideal op-amp cont.Voltage gain: typically 105-106 at dc and drops to 1 at some fT (~ 1-10 MHz); when used with feedback (closed-loop gain = G), the bandwidth of the circuit will be fT/G

Output current: due to limited output current capability, the max. output voltage range (swing) of op-amp is reduced at small load resistances

Page 40: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

40

Practical considerations• Negative feedback (resistor between the

output and the inverted input terminal) provides a linear input/output response and in general stability of the circuit

• Choose resistor values 1kΩ-1MΩ (best 10kΩ–100kΩ)

• Match input impedances of the two inputs to improve CMRR

• Equalize the effective resistance to ground at the two input terminals to minimize the effects of IB

Page 41: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

41

Matching effective impedance to ground

The voltage gain is 5 for both circuits

40KΩ∥10KΩ = 8KΩ

So the effective impedance to ground from both input terminals is the same

Page 42: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

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Noise• Interference from outside sources

– Power lines, radio/TV/RF signals– Can be reduced by filtering, careful wiring and

shielding• Noise inherent to the circuit

– Random processes– Can be reduced by good circuit design practice,

but not completely eliminated

)(

)(log20rmsn

rmss

VV

SNR =

Signal-to-noise ratio2/1

0

2 )(1⎥⎦⎤

⎢⎣⎡= ∫

T

rms dttvT

VdB

Page 43: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

43

Noise

• Types of fundamental (inherent) noise:– Thermal noise (Johnson noise or white

noise)– Shot noise– Flicker (1/f) noise– Transducer limitations

Page 44: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

44

Noise

kTRBrmsVnoise 4)( =k: Boltzmann’s constantT: absolute temperature (°K)R: resistance (Ω)B: bandwidth fmax-fmin

Thermal noise: generated in a resistor due to thermal motion of atoms/molecules

Thermal noise contains superposition of all frequencies ⇒ white noise

nnnNS ==/

Shot noise: arises from the statistical uncertainty of counting discrete events

Flicker (1/f) noise: power spectrum is ~1/f; somewhat mysterious; found related to resistive materials of resistors and their connections

Shot noise =dn/dt is the count rate∆t is the time interval for the measurement

ntdtdn

≈∆

Page 45: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

45

InterferenceElectric fields existing in power lines can couple into instruments and human body (capacitors)

Page 46: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

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Electromagnetic interferenceMagnetic fields in the environment can be picked up by a conductor and results in an induced current

Page 47: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

47

Electromagnetic interference

Reduce induced current by minimizing the area formed by the closed loop (twisting the lead wires and locating close to the body)

Time-varying magnetic field induces a current in a closed loop

Page 48: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

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A/D conversionConversion of Analog signal to Digital (integer) numbers

Continuous (analog) valuesDiscrete (digital)

numbers

Continuous time → discrete time interval ∆T

∴ A/D conversion is a process to1. “Sample” a real world signal at finite time intervals2. Represent the sampled signal with finite number of values

∆T

Page 49: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

49

Sampling rate (frequency)How fast do we need to sample? First define the sampling frequency:

Tfsampling ∆

=1

max2 ffsampling >

(sample/s)

Intuitively, we must sample fast enough to avoid distortion of the signal or loss of information ⇒ easier to explain in the frequency domain

where fmax is the highest frequency present in the analog signal

(sampling theorem)

What happens if the above criterion is not met?- Loss of high frequency information in the signal- Even worse, the data after sampling may contain false information about the original signal ⇒ frequency aliasing

Page 50: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

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SamplingIn the frequency domain, sampling of the signal at fsampling results in duplicates of the spectrum that are shifted by m⋅fsampling (m is an integer)

spectrum of band-limited signal

The sampling theorem essentially requires the spectrum of signalnot overlapping with its duplicates

Page 51: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

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Frequency aliasingWhen the sampling theorem condition is not satisfied

Bffsampling 22 max =<

The high-frequency region overlaps and shape of spectrum is changed (summed). The process is not reversible ⇒ information is lost

Page 52: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

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Anti-aliasing- In the real world, no signal is strictly band-limited. But an effective bandwidth can be defined and used to find the sampling frequency- To avoid frequency aliasing, a low-pass filter is applied to the signal prior to sampling

X(f)

Low pass filter cutoff at B

Bfsampling 2>

Page 53: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

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Data acquisition hardwareLots of commercial products to choose from. National Instruments, for example, has families of products with a variety of features

Input resolution: for 16 bits ⇒ 216 digital levels

If the input range is ±5V , the minimum detectable signal level is

mVVV 15.06553510

210

16 ==

In practice, it is desirable to match the range of analog signal to the input range of the data acquisition hardware to increase the overall resolution of amplitude sampling

Examples from National Instruments

Page 54: Introduction to Biomedical Engineeringhome.ee.ntu.edu.tw/classnotes/bme2/2006/12_25_06.pdf · Operational amplifier (op-amp) Vout =A(vp −vn) A ~ 106 For ideal op-amps: - No current

54

References

• The Art of Electronics (2nd ed.), by Paul Horowitz and Winfield Hill

– Ch5: Active filters– Ch7

• Medical Instrumentation: application and design, 3rd ed., edited by John G. Webster

– Ch3: Amplifiers and Signal Processing