Advanced Topics in Digital Signal Processing

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ADVANCED TOPICS IN DIGITAL SIGNAL PROCESSING An Examination of DSP in Modern Fourth Generation Modems ADVANCED TOPICS IN ADVANCED TOPICS IN DIGITAL SIGNAL PROCESSING DIGITAL SIGNAL PROCESSING An Examination of DSP in Modern An Examination of DSP in Modern Fourth Generation Modems Fourth Generation Modems fred fred harris harris San Diego State University San Diego State University

Transcript of Advanced Topics in Digital Signal Processing

Page 1: Advanced Topics in Digital Signal Processing

ADVANCED TOPICS IN DIGITAL SIGNAL PROCESSING

An Examination of DSP in Modern Fourth Generation Modems

ADVANCED TOPICS IN ADVANCED TOPICS IN DIGITAL SIGNAL PROCESSINGDIGITAL SIGNAL PROCESSING

An Examination of DSP in Modern An Examination of DSP in Modern Fourth Generation ModemsFourth Generation Modems

fredfred harrisharrisSan Diego State UniversitySan Diego State University

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40 – Vol. 72 Register online at www.aticourses.com or call ATI at 888.501.2100 or 410.531.6034

InstructorDr. fred harris teaches at San Diego State University

where he occupies the CUBIC Signal Processing Chair.His teaching and research areas include Digital SignalProcessing, Multirate Signal Processing,Communication Systems, Source Coding and ModemDesign. He has extensive practical experience incommunication systems, high performance modems,sonar and advanced radar systems and highperformance laboratory instrumentation. He holds anumber of patents on Multirate Signal Processing forSatellite and Cable Modems and lectures throughout theworld on DSP applications. He consults fororganizations requiring high performance, cost-effective DSP solutions and has contributed to a numberof textbooks and handbooks on various aspects of signalprocessing.

SummaryThis four-day course is designed for communication

systems engineers, programmers, implementers andmanagers who need to understand current practice andnext generation DSP techniques for upcomingcommunication systems. DSP is more than mappinglegacy analog designs to a DSP implementation. Toavoid compromise solution appropriate for an earliertime period, we return to first principles to learn howto apply new technology capabilities to the design ofnext generation communication systems.

Course Outline1. Introduction. An examination of Past, Present, and Future Digital

Modulation Systems.2. Digital Filters. FIR Filters, Resampling Filters, Interpolators and

Decimators, Half Band Filters, Cascade-Integrator-comb (CIC) filters,Hogenauer Filters, Multirate IIR filters.

3. Channelizers. Modulation and Demodulation. Design Techniques.Workload Comparisons.

4. Filter Design Techniques. Window Designs and Performanceconsiderations. Equiripple Designs. System Considerations. Options toImprove System Performance. Finite ArithmeticWindow Designs andPerformance considerations. Equiripple Designs. SystemConsiderations. Options to Improve System Performance. FiniteArithmetic.

5. Digital Baseband Transmission. The Nyquist Filter, ExcessBandwidth, Matched Filters, Square-Root Nyquist Filter, Shaping andUp-Sampling Filters.

6. Pre-and Post-Signal Conditioning. Analog Filters, Timing Jitter,Direct Digital Synthesizers, CORDIC processors, Digital Oscillators,Interpolating and Decimating Filters in A-to-D and D-to-A, AGC, DCCanceling, I-Q Balancing.

7. Sigma-Delta Converters. A-to-D, D-to-A, D-to-D. Multi-loopConverters, Wide-Band Converters. System Considerations.

8. Carrier Centered Modulation and Demodulation. Shaping andInterpolation, QPSK, QAM, Digital IF Options, OFDM, LegacyAnalog modulation and Demodulation in DSP. FM Modulation anddemodulation.

9. Synchronization. The Phase Locked Loop, Proportional plus IntegralLoops, Phase Recovery, Band Edge Filters in Frequency Recovery,Timing Recovery, Polyphase Filters in Timing Recovery.

10. Adaptive Filters. LMS Algorithm, RLS Algorithm, Lattice Filters,Linear Equalization, Adaptive Equalization, Decision FeedbackEqualizers, Constant Modulus (Blind) Equalizers.

11. Modem Structures. Wireline, Cable, Satellite, and Terrestrial modemsand considerations.

What You Will Learn• How to size and design filters for a specified

processing task• Effects of Finite Arithmetic on Different Filter

Architectures• Understand Multi-rate Signal processing for

Sample Rate Changes• Understand Multi-rate Signal processing for

Intentional Aliasing• DSP Based Signal Enhancement and Signal

Conditioning • DSP Based Synchronization Techniques• Limitations and Boundaries of DSP Based

Solutions

Advanced Topics in Digital Signal ProcessingAn Examination of DSP in Modern Fourth Generation Modems

June 21-24, 20048:30am - 4:30pm

Washington DC/Maryland

$1495

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What you will Learn• How to Size and Design Efficient Digital Filters • Effects of Finite Arithmetic on Different Filter

Architectures • Understand Multirate Signal processing for Sample Rate

Changes• Understand Multirate Signal processing for Intentional

Aliasing• DSP Based Signal Enhancement and Signal Conditioning• DSP Based Synchronization Techniques• Limitations and Boundaries of DSP Based Solutions

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Topics• Digital Filters• Channelizers• Filter Design Techniques• Digital Baseband Transmission• Pre and Post Signal Conditioning• Sigma-Delta Converters• Carrier Centered Modulation and Demodulation• Synchronization• Adaptive Filters• Modem Structures

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What the Customer Expects

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It all Started with….

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Regenerative Receiver

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TRF: Tuned Radio Frequency

Note Real Breadboard

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Superheterodyne

Patent Disclosure: June 3, 1918

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Receiver Requires Copy of Carrier

x(t)

A cos( t)ω0cos( t+ (t))ω θ0

cos( (t))θ

sign[cos( t)]ω0

N(t)

Low Pass Filter

IdealChannel

x(t)

A cos( t)ω0

Low Pass Filter

IdealChannel

m

Sign

N(t)

A x(t)+ (t)NI2

[A+A m x(t) + (t)]NI2π

A2

95% energy in carrier

( ) 2

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Carrier Recovery PLL

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Harry Nyquist (1889-1960)

The Sampling Theorem

fS>BW

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Analog to Digital Converter

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The Modern EraADC and DSP Insertion

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IF Sampling

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Timing Correction in DSP Land

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Digital Receiver: Asynchronous Carrier and Sampling Clock

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DSP Based Receiver

Parallel to Serial

MappingAlgorithm

Polyphase Matched Filter 40-to-1

PolyphaseDownsample Filter 4-to-1

Polyphase Derivative Matched Filter

PolyphaseBand-Edge Filter

Timing Loop

AGCControl

Equalizer 2-to-1 Downsample

LMSAlgorithm

Signal PresentDetector

CarrierLoop Filter & DDS

Detector

AnalogBand Pass Filter

10-BITADC

State Machine

QPSK/QAM

ControlSignals

Ouput Data0.25/0.5/1.0 MB/S Binary

Symbols125/250/500 Kwords/sec

Detected Symbols125 K sym/sec

250 KS/S

125 KS/S

40.0 MS/S

10.0 MS/S

CenterFrequency Selection

VGA

-

*

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Polyphase Multichannel Receiver

IFSTAGE

ADC

PHASE-1

PHASE-39

PHASE-0

TIMINGRCVRY

VCO PHASEROTATORS

80-PNT Real FFT

or 40-PNTComplex FFT

PHASE-2

PHASE-38

Channel Select andProcess

fsfc

......

......

...

......

......

...

......

......

...

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Time Series: 40-Channel Polyphase Filter Bank

010

2030

4050

6070

8090

100

0

5

10

15

20

25

30

35

40

0

0.2

0.4

0.6

0.8

tim e

c e nte r fre que nc y

mag

nitu

de

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Polyphase Channelize1-Wideband and 7-Narrowband CDMA Signals

-6 -4 -2 0 2 4 6-100

-80

-60

-40

-20

0

S pectra ups ampled to 15.36 MHz and up converted in polyphas e filter

Frequency (MHz)

Log-

Mag

(dB

)

-2 0 2-100

-80

-60

-40

-20

0

S pectrum: S -1 at 6.144 MHz

-2 0 2-100

-80

-60

-40

-20

0

S pectrum: S -2 at 6.144 MHz

-2 0 2-100

-80

-60

-40

-20

0

S pectrum: S -3 at 6.144 MHz

-2 0 2-100

-80

-60

-40

-20

0

S pectrum: S -4 at 6.144 MHz

-2 0 2-100

-80

-60

-40

-20

0

S pectrum: S -5 at 6.144 MHz

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Related Publicationsf.j harris,

“On the Relationship Between Multirate Polyphase FIR Filters and Windowed, Overlapped FFT Processing”, Twenty-third Annual Asilomar Conference on Signals and Computers, 1989.

• D. Elliot, Editor,“Handbook of Digital Signal Processing: Engineering Applications”,

Academic Press, 1987, Chapter 8, “Time Domain Signal Processing with the DFT”, pp 639-666.

•f.j. harris and M. Rice,“Multirate Digital Filters for Symbol Timing Synchronization in Software Defined Radios”, IEEE Journal on Selected Areas in Communications, Vol. 19, pp. 2346-2357, Dec. 2001.

•f.j. harris, C. Dick, and M. Rice,“Digital Receivers and Transmitters Using Polyphase Filter Banks for Wireless

Communications”, IEEE Microwave Theory and Techniques, Vol. 51, No. 4, April 2003, pp.1395-1412

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