基于CARLA算法的柴油机VGT-EGR系统NLADRC参数整定

Ming Yan, Pingyue Zhang, Yinlin Hao, Mingxin Kang, Yuhu Wu
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引用次数: 1

摘要

研究了一种非线性自抗扰控制器(NLADRC)的参数整定问题,该控制器应用于柴油机的特殊气路系统,包括废气再循环和变几何涡轮。在实际系统中设计NLADRC的主要挑战之一是对NLADRC的参数进行整定,因为NLADRC的参数太多且相互影响。本文基于连续动作强化学习自动机(continuous action reinforcement learning automata, CARLA),提出了一种NLADRC-CARLA参数整定算法。该算法能够自动学习满足控制性能的参数。为了验证该算法的有效性,给出了柴油机变几何涡轮和废气再循环系统的仿真结果。
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Parameter Tunning of NLADRC for VGT-EGR System in Diesel Engine Based on CARLA Algorithm
In this paper, the parameters tunning problem for a nonlinear active disturbance rejection controller (NLADRC), which is applied to control a special air path system, including the exhaust gas recirculation and variable geometry turbine, in diesel engine. One of the main challenges in design NLADRC for a practical system is to tunning the parameters NLADRC, which are too many and affect each others. In this paper, based on continuous action reinforcement learning automata (CARLA), a NLADRC-CARLA parameter tunning algorithm is proposed. This algorithm can automatically learn the parameters satisfying the control performance. To verity the effectiveness of the proposed algorithm, simulation results are given for a variable geometry turbine and exhaust gas recirculation (VGT-EGR) system in a diesel engine.
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