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Dhaka International University
Introduction
to
Digital Signal Processing (DSP)
Mar 16, 2018 (Friday)
Md. Arif Hossain
Dept of EETE; Semester: 8th
Batch: 31st (eve); Roll no: 33
Dhaka International University
What is Digital Signal Processing (DSP)?
 Digital: Operating by the use of discrete signals to represent
data in the form of numbers.
 Signal: A parameter (Electrical quantity or effect) that can be
varied in such a way as to convey information.
 Processing: A series operations performed according to
programmed instructions.
 Changing or analyzing information which is
measured as discrete sequences of numbers.
2
Dhaka International University
Application of DSP-Biomedical
Biomedical: Analysis of biomedical signals,
diagnosis, patient monitoring, preventive
health care, artificial organs.
Examples:
1) Electrocardiogram (ECG) signal-provides doctor
with information about the condition of the
patient heart.
2) Electroencephalogram (EEG) signals- provides
information about the activity of the brain
3
Dhaka International University
Application of DSP-Speech
Speech Applications
Examples:
1. Noise reduction-reducing background
noise in the sequence produced by a
sensing device (Microphone)
2. Speech recognition-differentiating
between various speech sounds.
3. Synthesis of artificial speech- text to speech system for blind.
4
Dhaka International University
Application of DSP-Communications
Examples:
1. Telephony- transmission of
information digital form via telephones
line, modem technology, mobile phones.
2. Encoding and decoding of the information
sent over a physical channel (to optimize
transmission or to detect or correct errors
in transmission)
5
Dhaka International University
Application of DSP-Radar & Sonar
Examples:
1. Target detection-position and
velocity estimation
2. Tracking
6
Dhaka International University
Application of DSP-Image Processing
Examples:
1. Content based image retrieval- browsing, searching and
retrieving images from database.
2. Image enhancement
3. Compression- reducing the redundancy in the image data to
optimize transmission/storage
7
Dhaka International University
Music Application
Examples:
1) Recording
2) Play back
3) Manipulation (mixing, special effects)
8
Dhaka International University
Multimedia
1) Generation storage and transmission of sound, still images,
motion pictures
Examples:
• Digital TV
• Video Conferencing
9
Dhaka International University
DSP Implementation
To Implement DSP we must be able
to
1) Perform Numerical operations including for example additions,
multiplications, data transfers and logical operations
Either using computer or special-purpose hardware
10
Dhaka International University
DSP Chips
Introduction of microprocessor in the late 1970’s and early
1980’s meant DSP techniques could be used in a much wider
range of applications.
DSP chip- a programmable device with its own native instruction
code.
Designed specifically to meet numerically-intensive requirements
of DSP
Capable of carrying out millions of floating point operatiopns per
Second.
11
Dhaka International University
DSP Implementation- Digital/Analog Conversion
To Implement DSP we must be able to
Convert the digital information, after being processed back to
an analog signal
- involves digital to analog conversion & reconstruction
e.g- text-to-speech signal (characters are used to generated
artificial sound).
12
Dhaka International University
DSP Implementation- Analog/Digital Conversion
To Implement DSP we must be able to
Convert analog signals into the digital information
- sampling & involves analog-to-digital conversion
e.g- touchtone system of telephone dialing (when button is pushed two sinusoid
signals are generated (tones) and transmitted, a digital system determines
the frequencies and uniquely identifies the button – digital (1 to 12) output.
13
Dhaka International University
DSP Implementation
To Implement DSP we must be able to
Perform both A/D and D/A Conversions
e.g- digital recording and playbackn of music (Signal is sensed by
microphones, amplified, converted to digital, processed, and
converted back to analog to be played.
14
Dhaka International University
Limitations of DSP
Most signal are analog in nature and have to be sampled
 Loss of information
We only take samples of signals at intervals and don’t know what happens
in between.
 Aliasing
Can’t distinguish between higher and lower frequencies.
Sampling Theorem: to avoid aliasing sampling rate must be at
least twice the maximum frequency component (bandwidth)
of signal
15
Dhaka International University
Limitations of DSP
Most signal are analog in nature and have to be sampled
 Limited frequency resolution
We only take samples for a limited period of time does not pick up
“relatively” slow changes.
16
Dhaka International University
Advantages of Digital over Analog Signal
Processing
Why we Still do it?
• Digital system can be simply reprogrammed for other
applications/ported to different hardware/duplicated
(Reconfiguring Analog system means hardware redesign, testing,
verification)
• DSP provides better control of accuracy requirements
(Analog system depends on strict components tolerance, response may
drift with temperature)
• Digital signals can be easily stored without deterioration
(Analog Signal are not easily transporable and often can’t be processed
offline)
17
Dhaka International University
Advantages of Digital over Analog Signal
Processing
Why we Still do it?
• More Sophisticated signal processing algorithms can be
implemented
(Difficult to perform precise mathematical operations in analog form)
18
Dhaka International University
References
[1]. https://www.slideshare.net/op205/3f3-digital-signal-processing-part1-
presentation?qid=1e6d960a-6a40-46b5-ae7a-2cc4d8764ccc&v=&b=&from_search=11
[2]. https://en.wikipedia.org/wiki/Digital_signal_processor
[3]. http://www.polytechnichub.com/advantages-disadvantages-digital-signal-processor-
dsp/
19
Dhaka International University 20
Dhaka International University 21

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Introduction to Digital Signal Processing (DSP)

  • 1. Dhaka International University Introduction to Digital Signal Processing (DSP) Mar 16, 2018 (Friday) Md. Arif Hossain Dept of EETE; Semester: 8th Batch: 31st (eve); Roll no: 33
  • 2. Dhaka International University What is Digital Signal Processing (DSP)?  Digital: Operating by the use of discrete signals to represent data in the form of numbers.  Signal: A parameter (Electrical quantity or effect) that can be varied in such a way as to convey information.  Processing: A series operations performed according to programmed instructions.  Changing or analyzing information which is measured as discrete sequences of numbers. 2
  • 3. Dhaka International University Application of DSP-Biomedical Biomedical: Analysis of biomedical signals, diagnosis, patient monitoring, preventive health care, artificial organs. Examples: 1) Electrocardiogram (ECG) signal-provides doctor with information about the condition of the patient heart. 2) Electroencephalogram (EEG) signals- provides information about the activity of the brain 3
  • 4. Dhaka International University Application of DSP-Speech Speech Applications Examples: 1. Noise reduction-reducing background noise in the sequence produced by a sensing device (Microphone) 2. Speech recognition-differentiating between various speech sounds. 3. Synthesis of artificial speech- text to speech system for blind. 4
  • 5. Dhaka International University Application of DSP-Communications Examples: 1. Telephony- transmission of information digital form via telephones line, modem technology, mobile phones. 2. Encoding and decoding of the information sent over a physical channel (to optimize transmission or to detect or correct errors in transmission) 5
  • 6. Dhaka International University Application of DSP-Radar & Sonar Examples: 1. Target detection-position and velocity estimation 2. Tracking 6
  • 7. Dhaka International University Application of DSP-Image Processing Examples: 1. Content based image retrieval- browsing, searching and retrieving images from database. 2. Image enhancement 3. Compression- reducing the redundancy in the image data to optimize transmission/storage 7
  • 8. Dhaka International University Music Application Examples: 1) Recording 2) Play back 3) Manipulation (mixing, special effects) 8
  • 9. Dhaka International University Multimedia 1) Generation storage and transmission of sound, still images, motion pictures Examples: • Digital TV • Video Conferencing 9
  • 10. Dhaka International University DSP Implementation To Implement DSP we must be able to 1) Perform Numerical operations including for example additions, multiplications, data transfers and logical operations Either using computer or special-purpose hardware 10
  • 11. Dhaka International University DSP Chips Introduction of microprocessor in the late 1970’s and early 1980’s meant DSP techniques could be used in a much wider range of applications. DSP chip- a programmable device with its own native instruction code. Designed specifically to meet numerically-intensive requirements of DSP Capable of carrying out millions of floating point operatiopns per Second. 11
  • 12. Dhaka International University DSP Implementation- Digital/Analog Conversion To Implement DSP we must be able to Convert the digital information, after being processed back to an analog signal - involves digital to analog conversion & reconstruction e.g- text-to-speech signal (characters are used to generated artificial sound). 12
  • 13. Dhaka International University DSP Implementation- Analog/Digital Conversion To Implement DSP we must be able to Convert analog signals into the digital information - sampling & involves analog-to-digital conversion e.g- touchtone system of telephone dialing (when button is pushed two sinusoid signals are generated (tones) and transmitted, a digital system determines the frequencies and uniquely identifies the button – digital (1 to 12) output. 13
  • 14. Dhaka International University DSP Implementation To Implement DSP we must be able to Perform both A/D and D/A Conversions e.g- digital recording and playbackn of music (Signal is sensed by microphones, amplified, converted to digital, processed, and converted back to analog to be played. 14
  • 15. Dhaka International University Limitations of DSP Most signal are analog in nature and have to be sampled  Loss of information We only take samples of signals at intervals and don’t know what happens in between.  Aliasing Can’t distinguish between higher and lower frequencies. Sampling Theorem: to avoid aliasing sampling rate must be at least twice the maximum frequency component (bandwidth) of signal 15
  • 16. Dhaka International University Limitations of DSP Most signal are analog in nature and have to be sampled  Limited frequency resolution We only take samples for a limited period of time does not pick up “relatively” slow changes. 16
  • 17. Dhaka International University Advantages of Digital over Analog Signal Processing Why we Still do it? • Digital system can be simply reprogrammed for other applications/ported to different hardware/duplicated (Reconfiguring Analog system means hardware redesign, testing, verification) • DSP provides better control of accuracy requirements (Analog system depends on strict components tolerance, response may drift with temperature) • Digital signals can be easily stored without deterioration (Analog Signal are not easily transporable and often can’t be processed offline) 17
  • 18. Dhaka International University Advantages of Digital over Analog Signal Processing Why we Still do it? • More Sophisticated signal processing algorithms can be implemented (Difficult to perform precise mathematical operations in analog form) 18
  • 19. Dhaka International University References [1]. https://www.slideshare.net/op205/3f3-digital-signal-processing-part1- presentation?qid=1e6d960a-6a40-46b5-ae7a-2cc4d8764ccc&v=&b=&from_search=11 [2]. https://en.wikipedia.org/wiki/Digital_signal_processor [3]. http://www.polytechnichub.com/advantages-disadvantages-digital-signal-processor- dsp/ 19