Deep Reinforcement Learning based Optimal Routing with Software-Defined Networking Yingjiang Liu 1,Jiaxin Zhang 1, Yiling Yang 1, Ran Yang 1 and Yuehui Tan 2, 1 Beijing University of Posts and Telecommunications Beijing, China, 2 China Mobile (Suzhou) Software Technology Co., Ltd., China