基于观测器的点吸收波能变换器故障估计

G. Papini, N. Faedo, Giuliana Mattiazzo
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引用次数: 0

摘要

波浪能转换系统的经济可行性是研究界的一个开放点。为了降低能源成本,负责提取波浪能的设备,称为波浪能转换器(WEC),通常采用最优控制(OC)策略进行控制。这种OC系统已经证明了其在波浪能应用中的有效性,通常依赖于设备的数学模型(在某些情况下,还依赖于波激励力)来优化提供给系统的控制动作。然而,海洋环境对一般设备的安全操作不利,可能引发WEC系统的各种故障。这种情况(例如,传感器故障或齿轮内部的额外摩擦)直接影响系统动力学。如果控制算法不考虑这种偏差,则生产性能会大幅下降,或者控制行为本身会导致更严重的故障。一种可能的解决方案是设计一种能够补偿系统中最终故障的算法,同时仍然尊重初始设计性能,或者在不可能的情况下保留主要设备功能。这种控制策略属于容错控制(FTC)技术家族,可分为两大类:被动(PFTC)和主动(AFTC)算法。虽然PFTC系统是离线设计的,只能解释一组预定义的系统故障,但AFTC算法更适合处理系统偏离标称模型的重大偏差。为此,这种算法可能需要一些例程来检测、隔离并最终估计特定的故障。该任务由故障检测和识别(FDI)例程完成。根据AFTC算法,FDI模块必须完成不同的任务。此外,FDI模块的精度在一些AFTC策略中起着至关重要的作用,因为对错误信号的不良估计会导致控制器行为不正确。提出了一种应用于点吸收波能转换器的FDI算法。所提出的结构由一个基于观测器的策略组成,该策略负责有效地检测、隔离和跟踪数值模拟中出现的故障信号。结果证明了所提出的观测器对于一组预定义的执行器和传感器故障的有效性,无论是在独立故障发生的情况下还是在同时发生故障的情况下。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Observer-Based Fault Estimation Applied to a Point Absorber Wave Energy Converter
The economic viability of wave energy conversion systems is one of the open points among the research community. To lower the energy cost, the devices in charge of extracting the wave power, called wave energy converters (WEC), are often controlled by means of optimal control (OC) strategies. Such OC systems, which have proven their effectiveness in wave energy applications, often rely on a mathematical model of the device (and, in some cases, on the wave excitation force) to optimize the control action provided to the system. Nevertheless, the marine environment results hostile for general device safe operations, potentially triggering a variety of faults in the WEC system. Such condition (for example, a sensor failure or additional friction inside a gearing) directly affects the system dynamics. If this deviation is not considered by the control algorithm, the energy production performance can degrade considerably, or the control action itself can cause a more serious fault. A possible solution is that of designing an algorithm capable of compensating for eventual faults in the system, while still respecting the initial design performance or, when not possible, preserving the main device functionalities. Such a control strategies belong to the family of Fault Tolerant Control (FTC) techniques, which can be divided into two macro-categories: Passive (PFTC) and active (AFTC) algorithms. While PFTC systems are designed offline and can account only for a predefined set of system faults, AFTC algorithms are more suitable to tackle significant system deviations from the nominal model. For this purpose, such algorithms may require some routine to detect, isolate and eventually estimate the specific fault. This task is accomplished by Fault Detection and Identification (FDI) routines. According to the AFTC algorithm, the FDI module must accomplish different tasks. Furthermore, the FDI module accuracy plays a crucial role in some AFTC strategies, since the poor estimation of a faulty signal can induce the controller to behave incorrectly. This paper presents an FDI algorithm applied to a point-absorber wave energy converter (WEC). The proposed structure consists of an observer-based strategy in charge of detecting, isolating, and tracking effectively faulty signals occurring in numerical simulations. The results demonstrate the proposed observer effectiveness for a predefined set of actuator and sensor faults, both in the case of independent, and simultaneous fault occurrence.
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