Generate Nakagami Distributed Random Numbers with PDF Implementation

Resource Overview

Source code for generating Nakagami distributed random numbers and computing Nakagami probability density function (PDF). This implementation is particularly useful in wireless communications for simulating wireless channel transmission characteristics. The code includes algorithm explanations for parameter estimation and statistical distribution modeling.

Detailed Documentation

This code generates Nakagami distributed random numbers and includes the implementation of the Nakagami probability density function. It is particularly valuable for wireless communications applications, where it can be used to simulate transmission characteristics of wireless channels. The implementation utilizes inverse transform sampling or rejection sampling methods to generate random variables that follow the Nakagami distribution. The PDF calculation incorporates gamma functions and parameter validation to ensure statistical accuracy. Key functions include parameter initialization, random variable generation, and probability density computation with proper error handling for invalid shape and spread parameters.