高级检索

人工智能在开放量子多体系统中的应用

Applications of artificial intelligence in open quantum many-body systems

  • 摘要: 真实的量子系统总是与环境耦合。这种耦合与量子多体效应相互交织,催生出极为丰富的非平衡物理现象。研究开放量子多体系统的核心困难在于:密度矩阵的维度随系统规模呈指数增长,且耗散、相互作用和外场驱动同时发挥作用,很难单独分离出来处理。文章从正向求解和目标调控两个方向出发,介绍人工智能方法在开放量子多体系统中的应用进展。

     

    Abstract: Realistic quantum systems are inevitably coupled to their surrounding environments and this coupling intertwines with quantum many-body effects to produce rich nonequilibrium physics. A central challenge in studying open quantum many-body systems is that the dimension of the density matrix grows exponentially with system size, while dissipation, interactions, and external driving often act simultaneously and cannot be treated in isolation. This review introduces recent progress in applying artificial intelligence to open quantum manybody systems, focusing on two complementary directions: forward simulation of dissipative dynamics and inverse design for quantum control.

     

/

返回文章
返回