基于遗传算法的进化最优冲刷滤波器设计

IF 0.8 Q3 ENGINEERING, AEROSPACE Aviation Pub Date : 2022-03-31 DOI:10.3846/aviation.2022.16570
A. Gharib, M. Goharimanesh, A. Koochi, M. Gharib
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引用次数: 0

摘要

本文旨在设计一种可靠的滤波器,将飞行模拟器机动的实际运动转化为其工作空间的逻辑可理解的运动。运动线索算法用于缩放机动,以提高用户对真实世界运动的感知。作为一种独特的算法,冲洗滤波算法减少了用户无法理解实际和模拟动作之间差异的真实运动。为了设计一个合适的冲洗滤波器,首先,应用人类可以感受到运动的内耳模型来设计一个合适的滤波器。耳石系统和半圆系统在该模型中由两部分表示。其次,利用基于遗传算法的进化理论,设计了一个最小化人类感知误差和工作空间边界的结构。问题是确定模型中的系数,以创建一个高性能的飞行模拟器。该滤波算法基于人类前庭模型,将人类感知与飞行模拟器运动知识进行比较。研究结果表明,目标函数可以最大限度地减少用户感知误差,并且飞行模拟器的运动范围可以为运动提示准备可靠的冲洗滤波器。
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DESIGNING AN EVOLUTIONARY OPTIMAL WASHOUT FILTER BASED ON GENETIC ALGORITHM
This paper aims to design a reliable filter that can transform the actual motion of a flight simulator maneuver into a logical and understandable movement for its workspace. Motion cueing algorithms are used in scaling maneuvers to improve the user’s perception of real-world motion. As a unique algorithm, the washout-filter algorithm reduces the real motions where the user cannot understand the difference between the actual and simulated maneuvers. To design a proper washout filter, first, apply the inner ear model where humans can feel the motion to design a proper filter. The Otolith and semicircular systems were represented by two parts in this model. Second, an evolutionary theory based on a genetic algorithm is used to design a structure that minimizes human perception error and workspace boundaries. The issue is determining the coefficients in the model in order to create a high-performance flight simulator. The filtering algorithm, based upon the human vestibular model, compares human perception with flight simulator motion knowledge. The findings demonstrate an objective function that minimizes user perception error, and the flight simulator motion range can prepare a reliable washout filter for motion cueing.
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来源期刊
Aviation
Aviation ENGINEERING, AEROSPACE-
CiteScore
2.40
自引率
10.00%
发文量
20
审稿时长
15 weeks
期刊介绍: CONCERNING THE FOLLOWING FIELDS OF RESEARCH: ▪ Flight Physics ▪ Air Traffic Management ▪ Aerostructures ▪ Airports ▪ Propulsion ▪ Human Factors ▪ Aircraft Avionics, Systems and Equipment ▪ Air Transport Technologies and Development ▪ Flight Mechanics ▪ History of Aviation ▪ Integrated Design and Validation (method and tools) Besides, it publishes: short reports and notes, reviews, reports about conferences and workshops
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