In this thesis, we propose a new method to design a roadmap-based path planning algorithm in a 2D static environment, which assumes a-priori knowledge of robots’ positions, their goals’ positions, and surrounding obstacles. The new algorithm, called Multi-Robot Path Planning Algorithm (MRPPA), combines Visibility graph VG method with the algebraic connectivity