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Applications of Signals and Systems

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Applied on audio, image and video data for transmission over the ... Medical images (x-ray, PET, MRI) Goals: Detect abnormal activity (heart attack, seizure) ... – PowerPoint PPT presentation

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Title: Applications of Signals and Systems


1
Applications of Signals and Systems
  • Fall 2002

2
Application Areas
  • Control
  • Communications
  • Signal Processing

3
Control Applications
  • Industrial control and automation (Control the
    velocity or position of an object)
  • Examples Controlling the position of a valve or
    shaft of a motor
  • Important Tools
  • Time-domain solution of differential equations
  • Transfer function (Laplace Transform)
  • Stability

4
Communication Applications
  • Transmission of information (signal) over a
    channel
  • The channel may be free space, coaxial cable,
    fiber optic cable
  • A key component of transmission Modulation
    (Analog and Digital Communication)

5
Modulation
  • Analog Modulation Transmitting audio signals.
  • Advantage Higher frequency range ?good
    propagation

6
Modulation
  • Frequency Modulation (FM), modulate the angle of
    the carrier.
  • Advantage More robust to interference

7
Digital Modulation
  • Used in CDs, digital cellular service, digital
    phone lines and computer modems.
  • Advantages
  • Can be encrypted
  • Electronic routing of data is easier
  • Digital storage faster
  • Multimedia capability

8
Signal Processing Applications
  • Signal processingApplication of algorithms to
    modify signals in a way to make them more useful.
  • Goals
  • Efficient and reliable transmission, storage and
    display of information
  • Information extraction and enhancement
  • Examples
  • Speech and audio processing
  • Multimedia processing (image and video)
  • Underwater acoustic
  • Biological signal analysis

9
Multimedia Applications
  • Compression Fast, efficient, reliable
    transmission and storage of data
  • Applied on audio, image and video data for
    transmission over the Internet, storage
  • Examples CDs, DVDs, MP3, MPEG4, JPEG
  • Mathematical Tools Fourier Transform,
    Quantization, Modulation

10
JPEG Example
  • 43K 13K 3.5K
  • JPEG uses Discrete-Cosine Transform (similar to
    Fourier Transform)

11
Biological Signal Analysis
  • Examples
  • Brain signals (EEG)
  • Cardiac signals (ECG)
  • Medical images (x-ray, PET, MRI)
  • Goals
  • Detect abnormal activity (heart attack, seizure)
  • Help physicians with diagnosis
  • Tools Filtering, Fourier Transform

12
Example
  • Brain waves are usually contaminated by noise and
    hard to interpret

13
Biometrics
  • Identifying a person using physiological
    characteristics
  • Examples
  • Fingerprint Identification
  • Face Recognition
  • Voice Recognition

14
Audio Signal Processing
  • Active noise cancellationAdaptive filtering
  • Headphones used in cockpits
  • Digital Audio Effects
  • Add special music effects such as delay, echo,
    reverb
  • Audio signal separation
  • Separate speech from interference
  • Wind sound from music in cars

15
Filtering Example
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