This paper investigates the optimal investment and benefit adjustment for target benefit pension plan considering the longevity trend. By using the Cobb-Douglas utility function and maximizing expected utility as the optimization criterion, we aim to find robust control strategies that account for the uncertainty in the financial market models. Based on stochastic control theory, the Hamilton-Jacobi-Bellman (HJB) equation is solved to obtain explicit solutions for the value function and control strategies. Finally, numerical analysis is conducted to study the impact of influencing factors on the strategies.