Mathematical optimization techniques are crucial in wireless communications to find the best solutions for various problems. These techniques help in maximizing or minimizing an objective function while considering constraints and variables. Linear programming is a useful tool for analysis and optimization in this field. Optimization problems can be categorized as convex or non-convex, with convex optimization being widely used. The gradient descent method is a popular optimization approach due to its simplicity and effectiveness, especially for large-scale problems.