Neural Network-Based Controller for Terminal Guidance Applied in Short-Range Rockets Figure 10. Comparison of impact points for LM Strategy 2 NN-based controlled shots, conventional controlled shots, and ballistic shots. Finally, even with traditional or NN-based controls, there are inaccuracies connected with the rocket's aerodynamic reaction. It must be noted that one of the limitations of the method proposed in this article is the need of determining this aerodynamic response and collect data from real flights to compare the reality with the simulations and also to train the NNs. CONCLUSION A novel technique based on a NN-based controller has been introduced. The proposed method aims to increase the precision of man-portable defensive systems during guidance, resulting in better precision upon impact. It is proposed that a modified PN law be used in conjunction Figure 11. Trajectories for BR Strategy 1 NN-based controller shots. Figure 12. Trajectories for conventional controller shots. 40 IEEE A&E SYSTEMS MAGAZINE APRIL 2023