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Information rate of a quantized 100 Hz signal

Short answer

Nyquist sampling gives symbol rate r = 200 symbols/s. Solving p2 = p3 = 0.375, entropy H = 1.8113 bits/symbol. Information rate R = r H = 362.26 bits/s.

An analog baseband signal, band limited to 100 Hz, is sampled at the Nyquist rate. The samples are quantized into four message symbols that occur independently with probabilities p1 = p4 = 0.125 and p2 = p3. Determine the information rate (bits/sec) of the message source signal.

Given: fm=100f_m = 100 Hz, sampled at Nyquist rate; four symbols with p1=p4=0.125p_1 = p_4 = 0.125 and p2=p3p_2 = p_3.

Step 1: find p2p_2 and p3p_3. Probabilities add to 1:

p1+p2+p3+p4=10.125+2p2+0.125=1  ⇒  p2=p3=0.375\begin{aligned} p_1 + p_2 + p_3 + p_4 &= 1 \\ 0.125 + 2p_2 + 0.125 &= 1 \;\Rightarrow\; p_2 = p_3 = 0.375 \end{aligned}

Step 2: symbol rate. Nyquist sampling rate:

r=fs=2fm=2×100=200 samples (symbols)/sr = f_s = 2f_m = 2 \times 100 = 200\ \text{samples (symbols)/s}

Step 3: entropy.

H=2(0.125)log⁡210.125+2(0.375)log⁡210.375=2(0.125)(3)+2(0.375)(1.4150)=0.75+1.0613=1.8113 bits/symbol\begin{aligned} H &= 2(0.125)\log_2\frac{1}{0.125} + 2(0.375)\log_2\frac{1}{0.375} \\ &= 2(0.125)(3) + 2(0.375)(1.4150) \\ &= 0.75 + 1.0613 = 1.8113\ \text{bits/symbol} \end{aligned}

Step 4: information rate.

R=rH=200×1.8113=362.26 bits/sR = rH = 200 \times 1.8113 = 362.26\ \text{bits/s}

Note: with 2 bits/sample (fixed coding) the bit rate would be 400 bits/s, so the source information rate is less than the coded bit rate.

Answer: information rate R≈R \approx 362.26 bits/s (H=1.8113H = 1.8113 bits/symbol, r=200r = 200 symbols/s).

✓ Answer checked by Claude Opus 5.5 (high effort)

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