This paper is concerned with I/O based optimal control of Hamiltonian systems, which is applicable to electro-mechanical systems. We propose a new learning control scheme based on the self-adjoint structure of the variational of those systems. This method dose not require precise information about target systems such as the physical parameters of them. Furthermore experiments demonstrate the effectiveness of the proposed method.
