Data Modulation

In real life, speakers cannot play signals that are in the digital form. In order to play a sound, a physical voltage must be sent to the speakers. However, most soundtracks are now save in digital form in industry, a DAC, digital-to-analog converter, is needed in virtually every device that can produce a sound. In this page, i will introduce a type of DAC technique, whose name is Delta modulation, that is used in real life.

• Delta modulation

A practical analog-to-digital conversion technique is delta modulation, whose output is a binary bit sequence, each consisting of either 0 or 1.

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• Delta modulator at transmitter

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• At receiver, the signal can be approximately reconstructed as

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• Two types of distortions: slope-overload distortion and granular noise

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• To avoid slope-overload distortion, we need to have

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• On the other hand, to reduce granular noise, it is desirable to have smaller ∆

• Thus, there is a trade-off in selecting large or small step size ∆ to balance between minimizing slope-overload distortion and granular noise

• One solution is to reduce 𝑇𝑠, but this increases transmission rate

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Basic linear algebra uncovers and clarifies very important geometry and algebra.

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