FIXED-TIME Control of Static Neural Networks with Leakage Delays

The mathematical models for many problems are neural networks. The neural network model we study is static neural network, which contain leakage delays. Using Lyapunov function and inequality analysis method, we use vector symbol function to design Lyapunov function and fixed-time controller. The conditions for the stability rule theorem at fixed time are given by a set of matrix inequalities. Using a three-dimensional example, we plot the solutions without controller and with controller to verify the results in our paper.