用于工业机器人路径规划问题的进化计算技术:最新技术综述

IF 1.9 Q2 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Computation Pub Date : 2023-12-04 DOI:10.3390/computation11120245
M. Juříček, Roman Parák, J. Kůdela
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引用次数: 0

摘要

近年来,机械臂在工程应用和科学研究中的重要性大大提高。利用机器人机械手来节省劳动力和提高生产精度正在成为工业上的普遍做法。进化计算(EC)技术是一种优化方法,在各种工程领域都有应用。这篇最新的综述着重于它们在工业机器人应用中的最新发展和进展,特别是在需要满足机器人几何形状及其周围环境所隐含的各种约束的路径规划问题上。我们讨论了最常用的EC方法和适合此特定目的的修改,以及用于其开发的不同模拟环境。最后,我们概述了可能的研究差距和该领域未来研究的预期方向。
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Evolutionary Computation Techniques for Path Planning Problems in Industrial Robotics: A State-of-the-Art Review
The significance of robot manipulators in engineering applications and scientific research has increased substantially in recent years. The utilization of robot manipulators to save labor and increase production accuracy is becoming a common practice in industry. Evolutionary computation (EC) techniques are optimization methods that have found their use in diverse engineering fields. This state-of-the-art review focuses on recent developments and progress in their applications for industrial robotics, especially for path planning problems that need to satisfy various constraints that are implied by both the geometry of the robot and its surroundings. We discuss the most-used EC method and the modifications that suit this particular purpose, as well as the different simulation environments that are used for their development. Lastly, we outline the possible research gaps and the expected directions future research in this area will entail.
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来源期刊
Computation
Computation Mathematics-Applied Mathematics
CiteScore
3.50
自引率
4.50%
发文量
201
审稿时长
8 weeks
期刊介绍: Computation a journal of computational science and engineering. Topics: computational biology, including, but not limited to: bioinformatics mathematical modeling, simulation and prediction of nucleic acid (DNA/RNA) and protein sequences, structure and functions mathematical modeling of pathways and genetic interactions neuroscience computation including neural modeling, brain theory and neural networks computational chemistry, including, but not limited to: new theories and methodology including their applications in molecular dynamics computation of electronic structure density functional theory designing and characterization of materials with computation method computation in engineering, including, but not limited to: new theories, methodology and the application of computational fluid dynamics (CFD) optimisation techniques and/or application of optimisation to multidisciplinary systems system identification and reduced order modelling of engineering systems parallel algorithms and high performance computing in engineering.
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