The single-pole balancing problem is easy enough for the NEAT algorithm, which can quickly find the optimal control strategy to maintain a stable system state. To make the experiment more challenging, we present a more advanced version of the cart-pole balancing problem. In this version, the two poles are connected to the moving cart by a hinge.
A schema of the new cart-poles apparatus is as follows:
Before we move to the implementation details of the experiment, we need to define the state variables and equations of motion for the simulation of the double-pole balancing ...