摘要利用不动点理论和微分不等式分析等技巧，研究了变时滞高阶神经网络概周期解存在性与全局指数收敛性，并且给出了一些新的判别准则。

• The paper studies the existence and global exponential convergence of alomost periodic solutions for high-order neural networks involving variable delay by applying the theory of fixed point and differential inequality technique, some new criteria on the existence and global exponential convergence of almost periodic solutions are obtained.