Title :
Gaussian Approximation for the Wireless Multi-Access Interference Distribution
Author :
Inaltekin, Hazer
Author_Institution :
Dept. of Electr. & Electron. Eng., Antalya Int. Univ., Antalya, Turkey
Abstract :
The problem of Gaussian approximation for the wireless multi-access interference distribution in large spatial wireless networks is addressed. First, a principled methodology is presented to establish rates of convergence of the multi-access interference distribution to a Gaussian distribution for general bounded and power-law decaying path-loss functions. The model is general enough to also include various random wireless channel dynamics such as fading and shadowing arising from multi-path propagation and obstacles existing in the communication environment. It is shown that the wireless multi-access interference distribution converges to the Gaussian distribution with the same mean and variance at a rate 1/√λ, where λ >; 0 is a parameter controlling the intensity of the planar (possibly non-stationary) Poisson point process generating node locations. An explicit expression for the scaling coefficient is obtained as a function of fading statistics and the path-loss function. Second, an extensive numerical and simulation study is performed to illustrate the accuracy of the derived Gaussian approximation bounds. A good statistical fit between the interference distribution and its Gaussian approximation is observed for moderate to high values of λ.
Keywords :
Gaussian channels; Gaussian distribution; approximation theory; fading channels; multi-access systems; numerical analysis; radio networks; radiofrequency interference; radiowave propagation; Gaussian approximation bound; Gaussian distribution; Poisson point process; fading channel; fading statistics function; multipath propagation; numerical simulation; path-loss function; power-law decay; random wireless channel dynamic; shadowing channel; spatial wireless network; wireless multiaccess interference distribution; Approximation methods; Convergence; Fading; Gaussian approximation; Interference; Transmitters; Wireless communication; Bounded path-loss model; Gaussian approximation; Poisson processes; multi-access interference; spatial wireless networks; stochastic geometry;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2012.2212014