Filtering based multi-sensor data fusion algorithm for a reliable unmanned surface vehicle navigation

IF 2.6 4区 工程技术 Q1 Engineering Journal of Marine Engineering and Technology Pub Date : 2022-02-01 DOI:10.1080/20464177.2022.2031558
Wenwen Liu, Yuanchang Liu, R. Bucknall
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引用次数: 16

Abstract

When considering the working conditions under which an unmanned surface vehicle (USV) operates, the navigational sensors, which already have inherent uncertainties, are subjected to environment influences that can affect the accuracy, security and reliability of USV navigation. To combat this, multi-sensor data fusion algorithms will be developed in this paper to deal with the raw sensor measurements from three kinds of commonly used sensors and calculate improved navigational data for USV operation in a practical environment. Unscented Kalman Filter, as an advanced filtering technology dedicated to dealing with non-linear systems, has been adopted as the underlying algorithm with the performance validated within various computer-based simulations where practical, dynamic navigational influences, such as ocean currents, provide force against the vessel’s structure, are to be considered.
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基于滤波的多传感器数据融合算法实现无人水面车辆可靠导航
考虑到无人水面航行器(USV)的工作条件,导航传感器本身就具有固有的不确定性,受到环境的影响,会影响无人水面航行器导航的准确性、安全性和可靠性。为了解决这个问题,本文将开发多传感器数据融合算法来处理来自三种常用传感器的原始传感器测量数据,并计算出在实际环境中USV操作的改进导航数据。Unscented卡尔曼滤波作为一种专门用于处理非线性系统的先进滤波技术,已被采用为基础算法,其性能在各种基于计算机的模拟中得到验证,其中考虑了实际的、动态的航行影响,如洋流,对船舶结构的作用力。
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来源期刊
Journal of Marine Engineering and Technology
Journal of Marine Engineering and Technology 工程技术-工程:海洋
CiteScore
5.20
自引率
0.00%
发文量
0
审稿时长
>12 weeks
期刊介绍: The Journal of Marine Engineering and Technology will publish papers concerned with scientific and theoretical research applied to all aspects of marine engineering and technology in addition to issues associated with the application of technology in the marine environment. The areas of interest will include: • Fuel technology and Combustion • Power and Propulsion Systems • Noise and vibration • Offshore and Underwater Technology • Computing, IT and communication • Pumping and Pipeline Engineering • Safety and Environmental Assessment • Electrical and Electronic Systems and Machines • Vessel Manoeuvring and Stabilisation • Tribology and Power Transmission • Dynamic modelling, System Simulation and Control • Heat Transfer, Energy Conversion and Use • Renewable Energy and Sustainability • Materials and Corrosion • Heat Engine Development • Green Shipping • Hydrography • Subsea Operations • Cargo Handling and Containment • Pollution Reduction • Navigation • Vessel Management • Decommissioning • Salvage Procedures • Legislation • Ship and floating structure design • Robotics Salvage Procedures • Structural Integrity Cargo Handling and Containment • Marine resource and acquisition • Risk Analysis Robotics • Maintenance and Inspection Planning Vessel Management • Marine security • Risk Analysis • Legislation • Underwater Vehicles • Plant and Equipment • Structural Integrity • Installation and Repair • Plant and Equipment • Maintenance and Inspection Planning.
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