Taking the role as plant manager, create a step$-$by$-$step instruction user manual for supervisors that outlines the Framework for Factory Layout Planning Using Reinforcement Learning. Be sure to address the following steps: Initialization of the Layout Planning Problem, Initialization of the RL$-$Algorithm, Training, Evaluation of Training Results, Manual Planning, Conclusion and Outlook