Haar wavelet-based Galerkin method with its feasibility, consistency, and application to unmanned vehicle navigation around moving obstacles

IF 2.6 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Saurabh R. Madankar , Amit Setia , Muniyasamy M. , Ravi P. Agarwal
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引用次数: 0

Abstract

In this study, we propose a novel Haar wavelet-based Galerkin method to solve nonlinear optimal control problems with applications to unmanned vehicle navigation. The method addresses the critical challenge of optimizing energy consumption while ensuring safe navigation in dynamic environments with multiple moving obstacles. By leveraging the computational efficiency and scalability of Haar wavelets, combined with the robustness of the Galerkin approach, we demonstrate convergence to the optimal solution under feasibility and consistency conditions. Comprehensive numerical simulations, including diverse and complex obstacle scenarios, validate the method’s practicality. Through detailed trajectory, speed, and direction analyses, we highlight the approach’s ability to adapt to real-world navigation challenges, making it a promising tool for autonomous system optimization.
基于Haar小波的伽辽金方法在无人驾驶车辆绕障导航中的可行性、一致性及应用
在这项研究中,我们提出了一种新的基于Haar小波的伽辽金方法来解决非线性最优控制问题,并应用于无人驾驶车辆导航。该方法解决了在具有多个移动障碍物的动态环境中确保安全导航的同时优化能耗的关键挑战。利用Haar小波的计算效率和可扩展性,结合Galerkin方法的鲁棒性,我们证明了在可行性和一致性条件下最优解的收敛性。包括多种复杂障碍物场景在内的综合数值模拟验证了该方法的实用性。通过详细的轨迹、速度和方向分析,我们强调了该方法适应现实世界导航挑战的能力,使其成为自主系统优化的有前途的工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
European Journal of Control
European Journal of Control 工程技术-自动化与控制系统
CiteScore
5.80
自引率
5.90%
发文量
131
审稿时长
1 months
期刊介绍: The European Control Association (EUCA) has among its objectives to promote the development of the discipline. Apart from the European Control Conferences, the European Journal of Control is the Association''s main channel for the dissemination of important contributions in the field. The aim of the Journal is to publish high quality papers on the theory and practice of control and systems engineering. The scope of the Journal will be wide and cover all aspects of the discipline including methodologies, techniques and applications. Research in control and systems engineering is necessary to develop new concepts and tools which enhance our understanding and improve our ability to design and implement high performance control systems. Submitted papers should stress the practical motivations and relevance of their results. The design and implementation of a successful control system requires the use of a range of techniques: Modelling Robustness Analysis Identification Optimization Control Law Design Numerical analysis Fault Detection, and so on.
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