Additive White Gaussian Noise - Channel Capacity

Channel Capacity

The AWGN channel is represented by a series of outputs at discrete time event index . is the sum of the input and noise, where is independent and identically distributed and drawn from a zero-mean normal distribution with variance (the noise). The are further assumed to not be correlated with the .

Z_i \sim N(0, n) \,\!
Y_i = X_i + Z_i\sim N(X_i, n). \,\!

The capacity of the channel is infinite unless the noise n is nonzero, and the are sufficiently constrained. The most common constraint on the input is the so-called "power" constraint, requiring that for a codeword transmitted through the channel, we have:

\frac{1}{n}\sum_{i=1}^k x_i^2 \leq P,

where represents the maximum channel power. Therefore, the channel capacity for the power-constrained channel is given by:

C = \max_{f(x) \text{ s.t. }E \left( X^2 \right) \leq P} I(X;Y) \,\!

Where is the distribution of . Expand, writing it in terms of the differential entropy:

\begin{align} I(X;Y) = h(Y) - h(Y|X) &= h(Y)-h(X+Z|X) &= h(Y)-h(Z|X) \end{align} \,\!

But and are independent, therefore:

I(X;Y) = h(Y) - h(Z) \,\!

Evaluating the differential entropy of a Gaussian gives:

h(Z) = \frac{1}{2} \log(2 \pi e n) \,\!

Because and are independent and their sum gives :

E(Y^2) = E(X+Z)^2 = E(X^2) + 2E(X)E(Z)+E(Z^2) = P + n \,\!

From this bound, we infer from a property of the differential entropy that

h(Y) \leq \frac{1}{2} \log(2 \pi e(P+n)) \,\!

Therefore the channel capacity is given by the highest achievable bound on the mutual information:

I(X;Y) \leq \frac{1}{2}\log(2 \pi e (P+n)) - \frac {1}{2}\log(2 \pi e n) \,\!

Where is maximized when:

X \sim N(0, P) \,\!

Thus the channel capacity for the AWGN channel is given by:

C = \frac {1}{2} \log\left(1+\frac{P}{n}\right) \,\!

Read more about this topic:  Additive White Gaussian Noise

Famous quotes containing the words channel and/or capacity:

    “There is the falsely mystical view of art that assumes a kind of supernatural inspiration, a possession by universal forces unrelated to questions of power and privilege or the artist’s relation to bread and blood. In this view, the channel of art can only become clogged and misdirected by the artist’s concern with merely temporary and local disturbances. The song is higher than the struggle.”
    —Adrienne Rich (b. 1929)

    “One would never have guessed that the world had such a capacity for genuine grief. The most we can do is exploit our memories of his excellence.”
    —John Cheever (1912–1982)