We propose an innovative design for an all-optical Echo State Network (ESN), an advanced type of reservoir computer known for its universal computational capabilities. Our design enables fully optical implementation of arbitrary ESNs, featuring complete flexibility in optical matrix multiplication and nonlinear activation. Leveraging the nonlinear characteristics of stimulated Brillouin scattering (SBS), the architecture efficiently realizes measurement-free operations crucial for reservoir computing. The approach significantly reduces computational overhead and energy consumption compared to traditional software-based methods. Comprehensive simulations validate the system's memory capacity, nonlinear processing strength, and polynomial algebra capabilities, showcasing performance comparable to software ESNs across key benchmark tasks. Our design establishes a feasible, scalable, and universally applicable framework for optical reservoir computing, suitable for diverse machine learning applications.

翻译：我们提出了一种创新的全光回声状态网络（ESN）设计方案，这是一种以通用计算能力著称的先进储层计算机类型。我们的设计实现了任意ESN的全光实现，其特点在于光矩阵乘法和非线性激活的完全灵活性。该架构利用受激布里渊散射（SBS）的非线性特性，高效实现了对储层计算至关重要的免测量操作。与传统的基于软件的方法相比，该方法显著降低了计算开销和能耗。全面的仿真验证了系统的记忆容量、非线性处理强度及多项式代数能力，在关键基准任务上展示了与软件ESN相媲美的性能。我们的设计为光储层计算建立了一个可行、可扩展且普遍适用的框架，适用于多种机器学习应用。