Trajectory Tracking Nonlinear Hybrid Control of Automated Guided Vehicles

IF 1.7 4区 工程技术 Q2 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Complexity Pub Date : 2024-05-06 DOI:10.1155/2024/9514486
Antonio Sánchez-Rodríguez, Eduardo Bayona, J. Enrique Sierra-García, Matilde Santos
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Abstract

Automated guided vehicles (AGVs), so necessary in industrial environments, require precise control of trajectory tracking to make accurate stops at logistics stations, such as loading stations, or to pick up or drop off trolleys, pallets, or racks. This paper proposes a hybrid control architecture for trajectory tracking of a hybrid tricycle-differential AGV. The control strategy combines conventional proportional integral derivative (PID) control with advanced nonlinear Lyapunov control (LPC). The LPC is used for trajectory tracking while the PID is used for speed control of the robot. The stability of the controller is demonstrated for any differentiable trajectory. When a PID optimized with genetic algorithms is compared with the proposed controller for several trajectories, the LPC outperforms it in all cases.

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自动制导车辆的轨迹跟踪非线性混合控制
自动导引车(AGV)在工业环境中非常必要,它需要精确的轨迹跟踪控制,以便在物流站(如装载站)准确停车,或取放手推车、托盘或货架。本文提出了一种混合控制架构,用于三轮差动式混合 AGV 的轨迹跟踪。该控制策略结合了传统的比例积分导数(PID)控制和先进的非线性 Lyapunov 控制(LPC)。LPC 用于轨迹跟踪,而 PID 用于机器人的速度控制。对于任何可变轨迹,控制器的稳定性都得到了验证。在几种轨迹下,当将使用遗传算法优化的 PID 与所提出的控制器进行比较时,LPC 在所有情况下都优于 PID。
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来源期刊
Complexity
Complexity 综合性期刊-数学跨学科应用
CiteScore
5.80
自引率
4.30%
发文量
595
审稿时长
>12 weeks
期刊介绍: Complexity is a cross-disciplinary journal focusing on the rapidly expanding science of complex adaptive systems. The purpose of the journal is to advance the science of complexity. Articles may deal with such methodological themes as chaos, genetic algorithms, cellular automata, neural networks, and evolutionary game theory. Papers treating applications in any area of natural science or human endeavor are welcome, and especially encouraged are papers integrating conceptual themes and applications that cross traditional disciplinary boundaries. Complexity is not meant to serve as a forum for speculation and vague analogies between words like “chaos,” “self-organization,” and “emergence” that are often used in completely different ways in science and in daily life.
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