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where $J(x_{1:N}, u_{1:N-1})$ is a user-defined cost function, $f(x_{k+1}, x_k, u_k, \Delta t, t_k)$ is an integrator funtion encoding the dynamics of the system, and $c_k(x_k, u_k)$ are user-defined constraints.
The underlying nonlinear solver is Ipopt.jl, which is a Julia interface to the Ipopt solver.
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abstractions for setting up direct collocation trajectory optimization problems