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Understanding Differential Pulse Code Modulation
Sep 6, 2024
Notes on Differential Pulse Code Modulation (DPCM)
Introduction to DPCM
This session covers the importance, advantages, and disadvantages of DPCM compared to Pulse Code Modulation (PCM).
Sampling Rates
Nyquist Rate
: Sampling should occur at twice the bandwidth of the input signal.
Increasing Sampling Rate
:
As sampling rate increases, the number of samples becomes denser.
More samples lead to better correlation of the signal with the sampled output.
PCM vs. DPCM
Key Differences
PCM
: Transmits digital data of all samples.
DPCM
: Transmits differences between consecutive samples rather than all sample data.
Example of Sample Magnitudes
PCM
Example: 3.1 V, 3.5 V, 2.5 V, 2.2 V.
DPCM
Example: Differences between samples: 0.4 V, 0.1 V, 0.5 V, etc.
Advantages of DPCM
Reduced Number of Levels
:
Fewer amplitude levels needed in DPCM since it only sends differences.
Example: Instead of sending the full magnitude, we send 0.4 V, 0.1 V, etc.
Lower Bit Rate
:
DPCM requires less bit rate for transmission compared to PCM, leading to reduced data rates.
Compression
: DPCM provides more compression by reducing redundant information.
Characteristics of DPCM
Higher Sampling Rate
: Increases correlation between successive samples.
Small Amplitude Differences
: DPCM finds that the amplitude difference between successive samples is minimal.
Redundant Information
: PCM has more redundant information due to encoding all sample levels.
Less Memory Requirement
: DPCM requires less memory for encoding since it only encodes the differences between samples.
Mathematical Relation
Levels Calculation
: More levels in PCM lead to increased bits per second.
Formula: L = 2 * Xmax / delta
DPCM Levels
: Fewer levels due to transmission of differences, resulting in lower bits per second.
Conclusion
DPCM offers significant advantages in terms of compression, reduced bit rates, and reduced memory requirements compared to PCM.
Upcoming sessions will cover DPCM encoder and decoder to reconstruct DPCM signals.
Closing Remarks
Stay tuned for more on the digital communication playlist.
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