“…To solve optimal control problems numerically, the paper [24] proposed that control states can be approximated by values at a finite number of time points, the control history can be parametrized by piecewise polynomials, and further this problem can be solved by a standard Non- Optimal trajectory generation problem is one kind of optimal control problems. Its applications vary from the control of various devices such as control of linear system [25], and engine valves [26], to motion planning of robots [27] [28], manipulator robots [29] [3~], humanoid robot [31], and trajectory tracking for boom cranes [32]. Optimal trajectory generation for hypersonic vehicles as a research topic was raised in [33], Philip D. Hattis and Richard K. Smolskis proposed a calculus of variations direct method of steepest descent to determine the trajectory for hypersonic vehicles.…”