Basics Modulation

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    Wireless Systems:Modulation and Signal Bandwidth

    Wireless Systems:Modulation and Signal Bandwidth

    Chapter 2

    102.2 - 1April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    fc

    fc

    UpperSideband

    LowerSideband

    fc

    fc

    1 0 1 0

    1 0 1 0

    1 0 1 0

    I axis

    Q axis

    a

    b

    c

    QPSK

    I axis

    Q axis

    c

    a

    b

    p

    r

    v

    /4 shifted DQPSK

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    Characteristics of a Radio Signal

    o The purpose of telecommunications is tosend information from one place to another

    o Our civilization exploits the transmissiblenature of radio signals, using them in asense as our carrier pigeons

    o To convey information, some characteristicof the radio signal must be altered (I.e.,modulated) to represent the information

    o The sender and receiver must have a

    consistent understanding of what thevariations mean to each other

    o RF signal characteristics which can bevaried for information transmission:

    Amplitude

    Frequency

    Phase

    SIGNAL CHARACTERISTICS

    S(t) =A cos

    [ ct +

    ]

    The complete, time-varying radio signal

    Amplitude (strength)of the signal

    Natural Frequencyof the signal

    Phase of the signal

    Compare these Signals:

    DifferentAmplitudes

    DifferentFrequencies

    DifferentPhases

    102.2 - 2April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

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    The Emergence of AM: A bit of History

    o The early radio pioneers first used binary transmission, turning theircrude transmitters on and off to form the dots and dashes of Morsecode. The first successful demonstrations of radio occurred duringthe mid-1890s by experimenters in Italy, England, Kentucky, andelsewhere.

    o Amplitude modulation was the first method used to transmit voiceover radio. The early experimenters couldnt foresee other methods(FM, etc.), or todays advanced digital devices and techniques.

    o Commercial AM broadcasting to the public began in the early1920s.

    o Despite its disadvantages and antiquity, AM is still alive:

    AM broadcasting continues today in 540-1600 KHz.

    AM modulation remains the international civil aviation standard,used by all commercial aircraft (108-132 MHz. band).

    AM modulation is used for the visual portion of commercialtelevision signals (sound portion carried by FM modulation)

    Citizens Band (CB) radios use AM modulation

    Special variations of AM featuring single or independentsidebands, with carrier suppressed or attenuated, are used for

    marine, commercial, military, and amateur communications

    SSBLSB USB102.2 - 3April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

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    Amplitude Modulation (AM)

    TIME-DOMAIN VIEWof AM MODULATOR

    x(t) = [1 + amn(t)]cos c twhere:

    a = modulation index (0 < a

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    An AM Modulator and Detector

    102.2 - 5April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    TIME-DOMAIN VIEW:AM MODULATOR

    x(t)

    cos c

    mn(t)

    [1 + amn(t)]

    Sat.

    Lin.

    o AM modulation can be simplyaccomplished in a saturatedamplifier

    superimpose the modulatingwaveform on the supplyvoltage of the saturatedamplifier

    o AM de-modulation (detection) can

    be easily performed using asimple envelope detector example: half-wave rectifier this non-coherent detection

    works well if S/N >10 dB.

    o AM demodulation can also beperformed by coherent detectors

    incoming signal is mixed(multiplied) with a locallygenerated carrier

    enhances performance whenS/N ratio is poor (

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    Frequency Modulation (FM)

    TIME-DOMAIN VIEW

    sFM(t) =A cos [c t + mm(x)dx+0 ]t

    t0

    where:

    A = signal amplitude (constant)c = radian carrier frequency

    m= frequency deviation index

    m(x) = modulating signal

    0 = initial phase

    o Frequency Modulation (FM) is a type ofangle modulation

    in FM, the instantaneous frequencyof the signal is varied by themodulating waveform

    o Advantages of FM

    the amplitude is constant

    simple saturated amplifiers canbe used

    the signal is relatively immune

    to external noise the signal is relatively robust;

    required C/I values are typically17-18 dB. in wirelessapplications

    o Disadvantages of FM relatively complex detectors are

    required

    a large number of sidebands areproduced, requiring even larger

    bandwidth than AM

    FREQUENCY-DOMAIN VIEW

    Voltage

    Frequency0 fc

    SFM(t)

    UPPERSIDEBANDS

    LOWERSIDEBANDS

    102.2 - 6April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

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    An FM Modulator and Detector

    o FM modulation can beaccomplished in tuned or voltage-controlled oscillator

    the modulating signal varies areactance (varactor, etc.) orotherwise changes thefrequency of the oscillator

    the modulation may beperformed at a low intermediatefrequency, then heterodyned toa desired communicationsfrequency

    o FM de-modulation (detection) canbe performed by any of severaltypes of detectors

    Phase-locked loop (PLL)

    Pulse shaper and integrator

    Ratio Detector

    TIME-DOMAIN VIEW:FM MODULATOR

    sFM(t)m(x) ~

    VCOx

    LO

    HPA

    TIME-DOMAIN VIEW:FM DETECTOR

    x

    LO

    LNA PLLsFM(t)

    m(x)

    102.2 - 7April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

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    Phase Modulation (PM)

    TIME-DOMAIN VIEW

    sPM(t) =A cos [c t + mm(x) +0 ]

    where:

    A = signal amplitude (constant)c = radian carrier frequency

    m= phase deviation index

    m(x) = modulating signal

    0 = initial phase

    o Phase Modulation (PM) is a type of anglemodulation, a sister of FM

    the instantaneousphase of thesignal is varied according to themodulating waveform

    o Advantages of PM: similar to FM

    the amplitude is constant

    simple saturated amplifiers canbe used

    the signal is relatively immune

    to external noise the signal is relatively robust;

    required C/I values are typically17-18 dB. in wirelessapplications

    o Disadvantages of PM relatively complex detectors are

    required

    a large number of sidebands areproduced, requiring even larger

    bandwidth than AM

    FREQUENCY-DOMAIN VIEW

    V

    oltage

    Frequency0 fc

    SFM(t)

    UPPERSIDEBANDS

    LOWERSIDEBANDS

    102.2 - 8April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

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    Generating and Detecting Phase Modulation

    o PM and FM signals can be consideredidentical with only one exception: inFM, the analog modulating signal isinherently de-emphasized by 1/F

    o Consequences of this realization:

    the same types of circuitry can beused to generate and detect bothanalog PM or FM, determined byfiltering the modulating signal atbaseband

    FM has poorer signal-to-noise

    ratio than PM at high modulatingfrequencies. Therefore, pre-emphasis and de-emphasis areoften used in FM systems

    TIME-DOMAIN VIEW:FM DETECTOR FOR PM

    x

    LO

    LNA PLLsFM(t)

    m(x)

    Thephase of an FM signal is

    proportional to the integral of theamplitude of the modulating signal.

    Thephase of a PM signal is proportionalto the amplitude of the modulating

    signal.

    TIME-DOMAIN VIEW:PHASE MODULATOR

    sFM(t)m(x)

    ~ Phase Shifterx

    LO

    HPA

    102.2 - 9April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

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    Modulation and Occupied Bandwidth

    o The bandwidth occupied by a signaldepends on:

    input information bandwidth modulation method

    o Information to be transmitted, calledinput or baseband

    bandwidth usually is small, muchlower than frequency of carrier

    o

    Unmodulated carrier the carrier itself has Zero bandwidth!!o AM-modulated carrier

    Notice the upper & lower sidebands total bandwidth = 2 x baseband

    o FM-modulated carrier Many sidebands! bandwidth is a

    complex mathematical functiono PM-modulated carrier

    Many sidebands! bandwidth is a

    complex mathematical function

    Voltage

    Time

    Time-Domain(as viewed on an

    Oscilloscope)

    Frequency-Domain(as viewed on a

    Spectrum Analyzer)

    Voltage

    Frequency0

    fc

    fc

    UpperSideband

    LowerSideband

    fc

    fc

    102.2 - 10April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

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    Introduction to Digital Modulation

    o The modulating signals shown in previousslides were all analog. It is also possible toquantize modulating signals, restricting themto discrete values, and use such signals to

    perform digital modulation. Digitalmodulation has several advantages overanalog modulation:

    o Digital signals can be more easilyregenerated than analog

    in analogsystems, the effects of noise

    and distortion are cumulative: eachdemodulation and remodulationintroduces new noise and distortion,added to the noise and distortion fromprevious demodulations/remodulations.

    in digitalsystems, each demodulationand remodulation produces a cleanoutput signal free of past noise anddistortion

    o Digital bit streams are ideally suited to manyflexible multiplexing schemes

    transmission

    demodulation-remodulation

    transmission

    demodulation-remodulation

    transmission

    demodulation-remodulation

    102.2 - 11April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

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    Theory of Digital Modulation: Sampling

    o Voice and other analog signals first mustbe sampled (converted to digital form) fordigital modulation and transmission

    o The sampling theorem gives the criterianecessary for successful sampling,

    digital modulation, and demodulation The analog signal must be band-

    limited (low-pass filtered) to containno frequencies higher than fM

    Sampling must occur at least twice

    as fast as fM in the analog signal.This is called the Nyquist Rate

    o Required Bandwidth for p(t)

    If each sample p(t) is expressed asan n-bit binary number, thebandwidth required to convey p(t) asa digital signal is at least N*2* fM

    this follows Shannons Theorem: atleast one Hertz of bandwidth isrequired to convey one bit per

    second of data

    The Sampling Theorem: Two PartsIf the signal contains no frequency higherthan fMHz., it is comletely described byspecifying its samples taken at instants oftime spaced 1/2 fMs.The signal can be completely recovered

    from its samples taken at the rate of 2 fMsamples per second or higher.

    m(t)

    Sampling

    Recoverym(t)

    p(t)

    102.2 - 12April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

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    Sampling Example: the 64 kb/s DS-0

    o Telephony has adopted a world-wide PCMstandard digital signal employing a 64 kb/sstream derived from sampled voice data

    o Voice waveforms are band-limited

    upper cutoff between 3500-4000 Hz. to

    avoid aliasing rolloff below 300 Hz. to minimize

    vulnerability to hum from AC power mains

    o Voice waveforms sampled at 8000/second rate

    8000 samples x 1 byte = 64,000 bits/second

    A>D conversion is non-linear, one byte persample, thus 256 quantized levels arepossible

    Levels are defined logarithmically ratherthan linearly to accommodate a wider range

    of audio levels with minimum distortion -law companding (popular in North

    America & Japan)

    A-law companding (used in most othercountries)

    o A>D and D>A functions are performed in aCODEC (coder-decoder) (see following figure)

    -10dB

    -20dB

    -30dB

    -40dB

    0 dB

    100 300 1000 3000 10000Frequency, Hz

    C-Message Weighting

    t

    0

    1

    234568791011121314

    15

    16

    4

    16

    1

    3

    15

    8

    34

    8

    A-LAWy= sgn(x)

    A|x|ln(1+A)

    for0x1

    A

    (where A = 87.6)

    y= sgn(x)ln(1+A|x)|ln(1+A)

    for1

    A

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    CODEC Block Diagram

    Sample andHold, or PulseStretcher(Boxcar)Circuit

    8 kHz clockpulse train

    analoginput

    analoginput

    filtered(smoothed)analogsignal

    stair step(PulseAmplitudeModulation-PAM) signal

    Analog-Digital

    Convertor(A or -law)

    Digital-Analog

    Convertor(A or -law)

    Digitaloutput(serial orparallel)Pulse Code

    Modulation(PCM)

    Digitalinput(serial orparallel)

    CODER

    DECODERLow-pass Filters

    102.2 - 14April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

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    Digital Signals: the Bandwidth Penalty

    102.2 - 15April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    o Although digital modulation has many advantages, it requiressubstantially more bandwidth than corresponding analog methods

    o Various techniques are used to minimize and compensate for the

    bandwidth-appetite of digital

    Advanced modulation techniques: maximizing the number ofbits carried per hertz of bandwidth

    QPSK, DQPSK, GMSK, and other advanced forms Compression of the content of digital signals: reducing the

    number of bits required to carry the message

    for voice information content: Vocoding techniques

    (VSELP, RLP-LTP, CELP, etc.) for data content: various compression techniques

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    Vocoders: Compression vs. Distortion

    102.2 - 16April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    o Objective: to significantly reduce the number of bits which must betransmitted, but without creating objectionable levels of distortion

    o We are concerned mainly with telephone applications, with voice signalalready band-limited to 4 kHz. max. and sampled at 8 kHz.

    o The objective is toll-qualityvoice reproduction

    o General Categories of Speech Coders

    Waveform Coders

    attempt to re-create the input waveform

    good speech quality but at relatively high bit rates Vocoders

    attempt to re-create the sound as perceived by humans

    quantize and mimic speech-parameter-defined properties

    lower bit rates but at some penalty in speech quality Hybrid Coders

    mixed approach, using elements of Waveform Coders &Vocoders

    use vector quantization against a codebook reference low bit rates and good quality speech

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    Symbol Rate, bit/s/Hz and Constant

    Envelope PM

    102.2 - 17April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    o Bit rate= (symbols/sec)*(bits/symbol)

    o Use of a rapid symbol rate requires increased bandwidth in a non-

    bandlimited channel Unless phase transitions are synchronized with carrier zero

    voltage crossings, the resulting waveform discontinuities willrequire large bandwidth

    o Using a rapid symbol rate together with narrow band channelfiltering causes the envelope of the resulting signal to fluctuate

    Envelope oscillation occurs when symbol rate exceedschannel bandwidth

    Such a non-constant envelope requires use of a linear RFpower amplifier, which is more complex and less efficient thanconstant envelope waveform with a Class C power amplifier

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    Digital ModulationDigital Modulation

    102.2 - 18April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    Cl d Sh

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    Claude Shannon:The Einstein of Information Theory and Signal Science

    102.2 - 19April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    o The core idea that makes CDMApossible was first explained byClaude Shannon, a Bell Labs

    research mathematician

    o Shannon's work relates amountof information carried, channelbandwidth, signal-to-noise-ratio,

    and detection error probability It shows the theoretical

    upper limit attainable

    In 1948 Claude Shannon published his landmark paper on information theory,A Mathematical Theory of Communication. He observed that "thefundamental problem of communication is that of reproducing at one pointeither exactly or approximately a message selected at another point." Hispaper so clearly established the foundations of information theory that hisframework and terminology are standard today.Shannon died Feb. 24, 2001, at age 84.

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    Digital Modulation Systems

    102.2 - 20April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    ModulationScheme

    Shannon Limit,BitsHz

    BPSK 1 b/s/hz

    QPSK 2 b/s/hz

    8PSK 3 b/s/hz16 QAM 4 b/s/hz

    32 QAM 5 b/s/hz

    64 QAM 6 b/s/hz

    256 QAM 8 b/s/hz

    o Each symbol of a digitallymodulated RF signal conveysa number of bits of information

    determined by the numberof degrees of modulationfreedom

    o More complex modulationschemes can carry more bitsper symbol in a givenbandwidth, but require bettersignal-to-noise ratios

    o The actual number of bits per

    second which can beconveyed in a given bandwidthunder given signal-to-noiseconditions is described byShannons equations

    SHANNONSCAPACITY EQUATION

    C = B log2 [ 1 + ]SNB = bandwidth in HertzC = channel capacity in bits/secondS = signal powerN = noise power

    Mod lation b Digital Inp ts

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    Modulation by Digital Inputs

    o For example, modulate a signal with thisdigital waveform. No more continuous

    analog variations, now were shiftingbetween discrete levels. We call this shiftkeying.

    The user gets to decide what levelsmean 0 and 1 -- there are no

    inherent valueso Steady Carrier without modulation

    o Amplitude Shift Keying

    ASK applications: digital microwave

    o

    Frequency Shift KeyingFSK applications: control messages in

    AMPS cellular; TDMA cellular

    o Phase Shift Keying

    PSK applications: TDMA cellular,GSM & PCS-1900

    Our previous modulation examples used continuously-variable

    analog inputs. If we quantize the inputs, restricting them todigital values, we will produce digital modulation.

    Voltage

    Time1 0 1 0

    1 0 1 0

    1 0 1 0

    1 0 1 0102.2 - 21April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

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    Digital Modulation Schemes

    102.2 - 22April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    o There are many different schemes for digital modulation, each a

    compromise between complexity, immunity to errors in transmission,required channel bandwidth, and possible requirement for linear amplifiers

    o Linear Modulation Techniques BPSK Binary Phase Shift Keying

    DPSK Differential Phase Shift Keying QPSK Quadrature Phase Shift Keying IS-95 CDMA forward link Offset QPSK IS-95 CDMA reverse link Pi/4 DQPSK IS-54, IS-136 control and traffic channels

    o Constant Envelope Modulation Schemes

    BFSK Binary Frequency Shift Keying AMPS control channels MSK Minimum Shift Keying GMSK Gaussian Minimum Shift Keying GSM systems, CDPD

    o Hybrid Combinations of Linear and Constant Envelope Modulation

    MPSK M-ary Phase Shift Keying QAM M-ary Quadrature Amplitude Modulation MFSK M-ary Frequency Shift Keying FLEX paging protocol

    o Spread Spectrum Multiple Access Techniques

    DSSS Direct-Sequence Spread SpectrumIS-95 CDMA

    FHSS Frequency-Hopping Spread Spectrum

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    Phase-Plane (Argand) Diagrams for

    BPSK, QPSK, /4 DQPSK

    I axis

    Q axis

    ca

    b

    Binary (bipolar)

    phase shift keying

    I axis

    Q axis

    a

    b

    c

    QPSK

    I axis

    Q axis

    c

    a

    b

    p

    r

    v

    /4 shifted DQPSK

    The I axis is in-phase with a carrier reference signal. Each dotrepresents a digital code value. The decision area is bounded bya sector (180 or 90 deg) around the point. QPSK may use absoluteor differential coding. Phase change sequences shown by greenlines may occur. Transitions from a to p,r,or v are permitted, others are

    not. Phasor ab represents additive interference, the resulting

    phase angle.

    102.2 - 23April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    Error Vulnerabilities of

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    Error Vulnerabilities ofHigher-Order Modulation Schemes

    Q

    I

    Distortion(Gain Compression)o Higher-Order Modulation

    Schemes (16PSK, 32QAM,64QAM...) are morevulnerable to transmissionerrors than the simpler, morerugged schemes (BPSK,QPSK)

    Closely-packedconstellations leave littleroom for vector error

    o Non-linearities (gaincompression, clipping,reflections within antennasystem) warp theconstellation

    o Noise and long-delayedechoes cause scatteraround constellation points

    o Interference blursconstellation points intorings of error

    Q

    I

    Normal 64QAM

    Q

    I

    Noise Q

    I

    Interference

    102.2 - 24April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

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    Error Vector Magnitude and (Rho)

    102.2 - 25April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    o A common measurement ofoverall error is Error VectorMagnitude EVM

    usually a small fraction oftotal vector amplitude, ~0.1

    o EVM is usually averaged overa large number of symbols

    Root-mean-square (RMS)o Commercial test equipment

    for BTS maintenancemeasures EVM

    o Signal quality is oftenexpressed as 1-EVM

    normally called (Rho)

    typically 0.89-0.96

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    Digital Modulation Schemes: Binary FSK

    102.2 - 26April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    o Binary Frequency Shift Keying is the modulation scheme used tocarry digital information on the AMPS analog cellular controlchannel

    o The constant-amplitude carrier signal is switched between twofrequencies according to the binary value of the message bits

    o In AMPS control channels, the two FSK frequencies are 8 kHz.above and below the channel center frequency and the bit rate is

    10 kb/s.o Required bandwidth: Carsons Rule gives the bandwidth required:

    BT = 2f + 2B, where:

    BT = total bandwidth of BFSK signalf = difference between the two frequencies employed

    B = bandwidth of the digital baseband signal

    o Binary FSK signals can be detected non-coherently or coherently

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    Digital Modulation: GMSK for GSM and CDPD

    102.2 - 27April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    o MSK (Minimum Shift Keying) is a version of FSK in which the peakfrequency deviation is set equal to half the bit rate. This is theminimum frequency separation that allows orthogonal detection of

    the two binary stateso Advantages of MSK:

    constant envelope, spectral efficiency, good BER performance,self-synchronizing capabilities

    o GMSK is a derivative of MSK

    before modulation, the message waveform (in NRZ format) isfed through a Gaussian filter to accomplish pulse shaping

    this greatly reduces the sidelobes in the signals spectrum this introduces a small penalty in BER performance, but it has

    been shown that the mobile channel introduces an irreducibleerror rate larger than the GMSK penalty anyway. Thus there is

    no effective penalty for using GMSK

    M d l i d i IS 95 CDMA S

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    Modulation used in IS-95 CDMA Systems

    102.2 - 28April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    Base Stations: QPSKQ Axis

    I Axis

    Short

    PN Q

    cos t

    sin t

    Userschips

    ShortPN I

    Mobiles: OQPSKQ Axis

    I Axis

    ShortPN Q

    cos t

    sin t

    Userschips

    1/2chip

    ShortPN I

    o CDMA mobiles use offsetQPSK modulation

    the Q-sequence isdelayed half a chip, sothat I and Q neverchange simultaneouslyand the mobile TX never

    passes through (0,0)o CDMA base stations use

    QPSK modulation

    every signal (voice, pilot,sync, paging) has its ownamplitude, so thetransmitter is unavoidablygoing through (0,0)sometimes; no reason to

    include 1/2 chip delay

    CDMA B St ti M d l ti Vi

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    CDMA Base Station Modulation Views

    102.2 - 29April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    o The view at top right shows theactual measured QPSK phaseconstellation of a CDMA base

    station in normal serviceo The view at bottom right shows

    the measured power in the codedomain for each walsh code on a

    CDMA BTS in actual service Notice that not all walsh codes

    are active

    Pilot, Sync, Paging, and

    certain traffic channels are inuse

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    102.2 - 30April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    1 EV DO and 1 EV DV Constellations

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    1xEV DO and 1xEV DV Constellations

    16-QAM 64-QAM

    102.2 - 31April, 2004 Technical Introduction to Wireless -- 102 -- (c) 2004 Scott Baxter - V1.5

    o Dynamic selection of modulation type, coding scheme, and datarate squeeze the best performance out of each moment

    o Although complex modulation schemes pack large amounts ofdata into a relatively small bandwidth, they are very vulnerable tonoise and distortion during transmission