This brief solves the optimal control problem of discrete-time nonlinear systems by proposing a multi-step reinforcement learning (RL) algorithm. The proposed multi-step RL algorithm is established ...

In this paper, mathematically rigorous RL circuits of high-frequency multi-winding transformers are identified using an original three-step numerical procedure. They are composed of ...

模块化架构：代码结构清晰，分为游戏逻辑、RL 环境、AI 玩家、训练器、评估器等模块，易于理解和扩展。 强化学习驱动：采用深度 Q 网络（DQN）作为核心算法，通过自我对弈（Self-Play）和多种先进的训练策略，让 AI 从零开始学习并不断进化。 先进的训练策略： ...

About Introduced fundamental principles of electric circuit analysis, including resistive circuits, circuit theorems, energy storage elements, and analysis methods. Covered transient responses in ...