Homma Ryutaro, Kochi Satoshi, Niiyama Tomoaki, Mihana Takatomo, Mitsui Yusuke, Kanno Kazutaka, Uchida Atsushi, Naruse Makoto, Sunada Satoshi
Graduate School of Natural Science and Technology, Kanazawa University, Kakuma-machi, Kanazawa, Ishikawa, 920-1192, Japan.
Faculty of Mechanical Engineering, Institute of Science and Engineering, Kanazawa University, Kakuma-machi, Kanazawa, Ishikawa, 920-1192, Japan.
Sci Rep. 2019 Jul 1;9(1):9429. doi: 10.1038/s41598-019-45754-3.
Efficient and accurate decision making is gaining increased importance with the rapid expansion of information communication technologies including artificial intelligence. Here, we propose and experimentally demonstrate an on-chip, integrated photonic decision maker based on a ring laser. The ring laser exhibits spontaneous switching between clockwise and counter-clockwise oscillatory dynamics; we utilize such nature to solve a multi-armed bandit problem. The spontaneous switching dynamics provides efficient exploration to find the accurate decision. On-line decision making is experimentally demonstrated including autonomous adaptation to an uncertain environment. This study paves the way for directly utilizing the fluctuating physics inherent in ring lasers, or integrated photonics technologies in general, for achieving or accelerating intelligent functionality.
随着包括人工智能在内的信息通信技术的迅速发展,高效准确的决策变得越来越重要。在此,我们提出并通过实验证明了一种基于环形激光器的片上集成光子决策器。环形激光器表现出顺时针和逆时针振荡动力学之间的自发切换;我们利用这种特性来解决多臂老虎机问题。自发切换动力学提供了高效的探索,以找到准确的决策。包括对不确定环境的自主适应在内的在线决策也通过实验得到了证明。这项研究为直接利用环形激光器或一般集成光子技术中固有的波动物理特性来实现或加速智能功能铺平了道路。