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An Intelligent Controller Inspired from Neuroendocrine-Immune System

机译:一种智能控制器,受到神经内分泌 - 免疫系统的启发

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摘要

The nervous system, endocrine system, and immune system are three important physiological modulation systems in body, and compose the neuroendocrine-immune (NEI) system. The interactions among them are bi-direction and complex. The NEI system has better self-adaptability and stability. The study on the artificial NEI system may inspire some novel methods to solve complicated problems. However, there are few reports on the intelligent controller based on the NEI system. In this paper, based on the modulation mechanism of neuroendocrine-immune system, we present a novel nonlinear optimized intelligent controller (NOIC) and provide a method to optimize and adjust its control parameters dynamically, as thus to improve its control performance. The NOIC is composed of a presentation unit (PU), an antibody control unit (ACU), a main control unit (MCU), an optimization unit (OU), and an identification unit (IU). The ACU is composed of several antibody controller entities (ACEs). PU first pretreats real-time control error dynamically based on the mechanism of immune presentation, and the ACU can adjust the number of ACE to eliminate control error. MCU is designed to regulate the control action of PU and ACU. And the OU and IU can optimize the parameters of the PU and ACU based on the genetic algorithm (GA).Thus the control performance can be improved. The simulation results demonstrate that the control performance of the NOIC is better than that of the conventional PID controller.
机译:神经系统,内分泌系统和免疫系统是体内的三种重要的生理调制系统,并构成神经内分泌 - 免疫(NEI)系统。它们之间的相互作用是双向和复杂的。 NEI系统具有更好的自适应和稳定性。对人工Nei系统的研究可以激发一些解决复杂问题的一些新方法。但是,基于NEI系统的智能控制器仍有很少的报道。本文基于神经内分泌 - 免疫系统的调节机制,我们提出了一种新颖的非线性优化智能控制器(NOIC),并提供一种动态优化和调整控制参数的方法,从而提高其控制性能。磁性由呈现单元(PU),抗体控制单元(ACU),主控制单元(MCU),优化单元(OU)和识别单元(IU)组成。 ACU由几种抗体控制器实体(ACES)组成。 PU首先基于免疫呈现机制动态预处理实时控制误差,ACU可以调整ACE的数量以消除控制误差。 MCU旨在调节PU和ACU的控制作用。并且OU和IU基于遗传算法(GA)来优化PU和ACU的参数.thus控制性能可以提高。仿真结果表明,NOIC的控制性能优于传统PID控制器的控制性能。

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