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Obstacle-avoidance trajectory planning and sliding mode-based tracking control of an omnidirectional mobile robot 全向移动机器人避障轨迹规划与滑模跟踪控制
Pub Date : 2023-03-16 DOI: 10.3389/fcteg.2023.1135258
Zhe Sun, Shujie Hu, Xinan Miao, Bo Chen, Jinchuan Zheng, Z. Man, T. Wang
Trajectory planning and tracking control play a vital role in the development of autonomous mobile robots. To fulfill the tasks of trajectory planning and tracking control of a Mecanum-wheeled omnidirectional mobile robot, this paper proposes an artificial potential field-based trajectory-planning scheme and a discrete integral terminal sliding mode-based trajectory-tracking control strategy. This paper proposes a trajectory-planning scheme and a trajectory-tracking control strategy for a Mecanum-wheeled omnidirectional mobile robot by using artificial potential field and discrete integral terminal sliding mode, respectively. First, a discrete kinematic-and-dynamic model is established for the Mecanum-wheeled omnidirectional mobile robot. Then, according to the positions of the robot, target, and obstacles, a reference an obstacle-avoidance trajectory is planned and updated iteratively by utilizing artificial potential field functions. Afterward, a discrete integral terminal sliding mode control algorithm is designed for the omnidirectional mobile robot such that the robot can track the planned trajectory accurately. Meanwhile, the stability of the control system is analyzed and guaranteed proved in the sense of Lyapunov. Last, simulations are executed in the scenarios of static obstacles and dynamic obstacles. The simulation results demonstrate the effectiveness and merits of the presented methods.
轨迹规划和跟踪控制在自主移动机器人的发展中起着至关重要的作用。针对机械轮式全向移动机器人的轨迹规划和跟踪控制任务,提出了基于人工势场的轨迹规划方案和基于离散积分终端滑模的轨迹跟踪控制策略。针对机械轮式全向移动机器人,提出了一种基于人工势场的轨迹规划方案和基于离散积分终端滑模的轨迹跟踪控制策略。首先,建立了机械轮式全向移动机器人的离散运动学和动力学模型。然后,根据机器人、目标和障碍物的位置,利用人工势场函数迭代地规划和更新避障轨迹。然后,针对全向移动机器人设计了离散积分终端滑模控制算法,使机器人能够准确地跟踪规划轨迹。同时,对控制系统的稳定性进行了分析,并在李亚普诺夫意义上进行了保证证明。最后,分别在静态障碍物和动态障碍物两种情况下进行了仿真。仿真结果验证了所提方法的有效性和优越性。
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引用次数: 0
Self-paced heart rate control for treadmill exercise 跑步机运动的自定速心率控制
Pub Date : 2023-03-09 DOI: 10.3389/fcteg.2023.1158164
Hanjie Wang, K. Hunt
Introduction: With conventional heart rate (HR) control systems, the exercising person is bound to walk or run at a pace determined by the feedback. This may be challenging for people with impairments that make it difficult for them to achieve a smooth, continuous pace. The aim of this work was to assess the technical feasibility of a novel self-paced heart rate control strategy and to compare its accuracy with conventional heart rate control. Methods: We propose a self-paced heart rate control system that embeds an automatic positioning controller within the heart rate control loop. The treadmill speed command is decoupled from the heart rate compensator, whereas speed is determined by the exerciser’s own volition: target speed is displayed visually to the person and, when they try to follow this target, the position controller sets the treadmill speed while keeping the person at a safe reference position on the track. A further novel contribution of this work is a new input-sensitivity-shaping, frequency-domain design strategy for feedback control of position. Results: Experimental evaluation with four participants showed that self-paced heart rate control is technically feasible: all participants were able to accurately follow the target running speed calculated by the HR compensator and presented to them visually; for all four participants, self-paced HR tracking accuracy was not substantially different from conventional HR control performance; on average, the self-paced heart rate controller gave slightly better performance than conventional HR control, with RMS tracking error of 2.98 beats per minute (bpm) vs 3.11 bpm and higher average control signal power. Conclusion: The proposed self-paced heart rate control strategy with embedded automatic position control is deemed feasible. This approach may be helpful for people with gait impairments or other limitations that make it difficult for them to follow an imposed treadmill speed.
引言:使用传统的心率(HR)控制系统,锻炼者一定会按照反馈决定的速度行走或跑步。这对有障碍的人来说可能是一个挑战,使他们难以实现平稳、持续的步伐。这项工作的目的是评估一种新型自定速心率控制策略的技术可行性,并将其准确性与传统心率控制进行比较。方法:我们提出了一种在心率控制回路中嵌入自动定位控制器的自定步心率控制系统。跑步机速度命令与心率补偿器解耦,而速度由锻炼者自己的意愿决定:目标速度在视觉上显示给人,当他们试图遵循这个目标时,位置控制器设置跑步机速度,同时将人保持在跑道上的安全参考位置。这项工作的另一个新颖贡献是一种用于位置反馈控制的新的输入灵敏度整形频域设计策略。结果:对四名参与者的实验评估表明,自定速心率控制在技术上是可行的:所有参与者都能够准确地遵循HR补偿器计算的目标跑步速度,并直观地呈现给他们;对于所有四名参与者,自定节奏的人力资源跟踪准确性与传统的人力资源控制表现没有实质性差异;平均而言,自定速心率控制器的性能略好于传统的HR控制,RMS跟踪误差为2.98次/分(bpm)vs 3.11次/分,平均控制信号功率更高。结论:所提出的嵌入式自动位置控制的自定步心率控制策略是可行的。这种方法可能有助于有步态障碍或其他限制的人,这些限制使他们难以遵循规定的跑步机速度。
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引用次数: 0
Competitive perimeter defense with a turret and a mobile vehicle 具有竞争力的外围防御与炮塔和机动车辆
Pub Date : 2023-02-27 DOI: 10.3389/fcteg.2023.1128597
Shivam Bajaj, S. D. Bopardikar, Alexander Von Moll, E. Torng, D. Casbeer
We consider perimeter defense problem in a planar conical environment with two cooperative heterogeneous defenders, i.e., a turret and a mobile vehicle, that seek to defend a concentric perimeter against mobile intruders. Arbitrary numbers of intruders are released at the circumference of the environment at arbitrary time instants and locations. Upon release, they move radially inwards with fixed speed towards the perimeter. The defenders are heterogeneous in terms of their motion and capture capabilities. Specifically, the turret has a finite engagement range and can only turn (clockwise or anti-clockwise) in the environment with fixed angular rate whereas, the vehicle has a finite capture radius and can move in any direction with unit speed. We present a competitive analysis approach to this perimeter defense problem by measuring the performance of multiple cooperative online algorithms for the defenders against arbitrary inputs, relative to an optimal offline algorithm that has information about the entire input sequence in advance. Specifically, we establish necessary conditions on the parameter space to guarantee finite competitiveness of any online algorithm. We then design and analyze four cooperative online algorithms and characterize parameter regimes in which they have finite competitive ratios. In particular, our first two algorithms are 1-competitive in specific parameter regimes, our third algorithm exhibits different competitive ratios in different regimes of problem parameters, and our fourth algorithm is 1.5-competitive in specific parameter regimes. Finally, we provide multiple numerical plots in the parameter space to reveal additional insights into the relative performance of our algorithms.
我们考虑了平面锥形环境中的周界防御问题,两个协同的异构防御者,即炮塔和移动车辆,试图防御同心周界以抵御移动入侵者。在任意时刻和位置,在环境周围释放任意数量的入侵者。释放后,它们以固定的速度向周边径向向内移动。防守队员的动作和接球能力各不相同。具体而言,炮塔的接合范围有限,只能在固定角速率的环境中转动(顺时针或逆时针),而车辆的捕获半径有限,可以以单位速度向任何方向移动。我们提出了一种解决这一周界防御问题的竞争分析方法,通过测量防御者面对任意输入的多个协同在线算法的性能,相对于预先拥有整个输入序列信息的最优离线算法。具体地说,我们在参数空间上建立了保证任何在线算法的有限竞争性的必要条件。然后,我们设计并分析了四种在线协作算法,并描述了它们具有有限竞争比的参数状态。特别地,我们的前两个算法在特定的参数状态下是1-竞争的,我们的第三个算法在不同的问题参数状态下表现出不同的竞争比,我们的第一个算法在具体的参数状态中是1.5-竞争的。最后,我们在参数空间中提供了多个数值图,以揭示对我们算法的相对性能的更多见解。
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引用次数: 0
Model-based shared control approach for a power wheelchair driving assistance system using a force feedback joystick 采用力反馈操纵杆的电动轮椅驾驶辅助系统基于模型的共享控制方法
Pub Date : 2023-02-13 DOI: 10.3389/fcteg.2023.1058802
V. T. Nguyen, C. Sentouh, P. Pudlo, J. Popieul
This paper presents a haptic-based assistance system (AS) for power wheelchair users designed using the model-based shared control approach. The idea is to combine robust control with a high-level driving supervisor in order to successfully share control authority between the wheelchair user and the assistance system. This shared control strategy is composed of two parts, namely an operational part and a tactical part. Through the haptic joystick interface, this assistance system aims to reduce user’s effort when manipulating the joystick, guide the user to avoid any potential collisions, and maintain the active participation of the user in driving the wheelchair. In the operational part, an optimal Takagi-Sugeno fuzzy control approach is proposed to deal with the time-varying user’s intention represented by his desired longitudinal and angular position errors and velocities and hand torques. The control design is formulated as an LMI optimization problem which can be easily solved with numerical solvers. Two unknown input observers for Takagi-Sugeno fuzzy model have been designed to estimate the user’s intention in order to generate an assistance torque via a haptic force feedback joystick. The control supervisor in the tactical part, aims to provide a decision-making signal which allows for the conflict management based on the user hand torque estimation. A specific algorithm has been developed to solve the conflict between the user’s desired actions and the suggestions from the assistance system to ensure the user remains the final decision-maker. Experimental results show the effectiveness and the validity of the proposed assistance system.
本文采用基于模型的共享控制方法,设计了一种基于触觉的电动轮椅辅助系统。这个想法是将鲁棒控制与高级驾驶监督相结合,以便在轮椅使用者和辅助系统之间成功地共享控制权限。这种共享控制策略由两部分组成,即作战部分和战术部分。该辅助系统通过触觉操纵杆界面,减少用户在操纵操纵杆时的费力,引导用户避免可能发生的碰撞,保持用户在驾驶轮椅过程中的主动参与。在操作部分,提出了一种最优的Takagi-Sugeno模糊控制方法来处理时变的用户意图,该意图由用户期望的纵向和角度位置误差以及速度和手转矩表示。控制设计被表述为一个易于用数值求解器求解的LMI优化问题。为Takagi-Sugeno模糊模型设计了两个未知输入观测器来估计用户的意图,以便通过触觉力反馈操纵杆产生辅助扭矩。战术部分的控制监督器旨在提供基于用户手转矩估计的冲突管理决策信号。开发了一种特定的算法来解决用户期望的行为与辅助系统的建议之间的冲突,以确保用户是最终的决策者。实验结果表明了该辅助系统的有效性和有效性。
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引用次数: 0
Global Versus Local Lyapunov Approach Used in Disturbance Observer-Based Wind Turbine Control 基于扰动观测器的风机控制中的全局与局部李雅普诺夫方法
Pub Date : 2023-02-06 DOI: 10.3389/fcteg.2022.787530
Eckhard Gauterin, F. Pöschke, H. Schulte
This contribution presents a Lyapunov-based controller and observer design method to achieve an effective design process for more dedicated closed-loop dynamics, i.e., a maximal flexibility in an observer-based controller design with a large consistency in desired and achieved closed-loop system dynamics is intended. The proposed, pragmatic approach enhances the scope for controller and observer design by using local instead of global Lyapunov functions, beneficial for systems with widely spaced pole locations. Within this contribution, the proposed design approach is applied to the complex control design task of wind turbine control. As the mechanical loads that affect the wind turbine components are very sensitive to the closed-loop system dynamic, a maximum flexibility in the control design is necessary for an appropriate wind turbine controller performance. Therefore, the implication of the local Lyapunov approach for an effective control design in the Takagi-Sugeno framework is discussed based on the sensitivity of the closed-loop pole locations and resulting mechanical loads to a variation of the design parameters.
这一贡献提出了一种基于李雅普诺夫的控制器和观测器设计方法,以实现更专用的闭环动力学的有效设计过程,即在基于观测器的控制器设计中具有最大的灵活性,并且期望和实现的闭环系统动力学具有很大的一致性。提出的实用方法通过使用局部李雅普诺夫函数而不是全局李雅普诺夫函数来增强控制器和观测器设计的范围,有利于具有宽间距极点位置的系统。在此贡献中,所提出的设计方法被应用于风力发电机控制的复杂控制设计任务。由于影响风力发电机组部件的机械载荷对闭环系统动态非常敏感,因此为了获得合适的风力发电机组控制器性能,需要在控制设计上具有最大的灵活性。因此,基于闭环极点位置和由此产生的机械载荷对设计参数变化的敏感性,讨论了局部Lyapunov方法对Takagi-Sugeno框架中有效控制设计的含义。
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引用次数: 0
A review of shared control in automated vehicles: System evaluation 自动驾驶车辆共享控制综述:系统评估
Pub Date : 2023-02-03 DOI: 10.3389/fcteg.2022.1058923
Joseba Sarabia, M. Marcano, Joshué Pérez, A. Zubizarreta, Sergio E. Diaz
Shared control has gained considerable attention in the automated vehicle field in recent years, both from a theoretical point of view and also with multiple applications. The development of shared control systems was discussed in a previous review, which presented a taxonomy focused on control algorithms. However, it is still necessary to understand how these systems should be assessed in terms of system performance, driver behavior, cooperation, and road safety. This paper aims to review and classify evaluation methods used in recent studies with real drivers. Results of the present review showed that shared control continues to be of interest to researchers of automated vehicles. The methodology for system evaluation has evolved, with more participants, better testing platforms, and a greater number of comparison baselines. To guide the path toward implementing shared control features in commercial vehicles, this review aims to help researchers to perform relevant evaluation studies in future developments.
近年来,共享控制在自动化车辆领域获得了相当大的关注,无论是从理论角度还是从多个应用角度来看。共享控制系统的发展在之前的综述中进行了讨论,该综述提出了一种专注于控制算法的分类法。然而,仍然有必要了解如何从系统性能、驾驶员行为、协作和道路安全方面评估这些系统。本文旨在回顾和分类最近研究中使用的真实驾驶员的评估方法。本综述的结果表明,共享控制仍然是自动化车辆研究人员的兴趣所在。系统评估方法已经发展,参与者更多,测试平台更好,比较基线数量更多。为了指导在商用车中实现共享控制功能,本综述旨在帮助研究人员在未来的发展中进行相关的评估研究。
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引用次数: 0
Graph neural networks for decentralized multi-agent perimeter defense 分布式多智能体周界防御的图神经网络
Pub Date : 2023-01-13 DOI: 10.3389/fcteg.2023.1104745
Elijah S. Lee, Lifeng Zhou, Alejandro Ribeiro, Vijay Kumar
In this work, we study the problem of decentralized multi-agent perimeter defense that asks for computing actions for defenders with local perceptions and communications to maximize the capture of intruders. One major challenge for practical implementations is to make perimeter defense strategies scalable for large-scale problem instances. To this end, we leverage graph neural networks (GNNs) to develop an imitation learning framework that learns a mapping from defenders’ local perceptions and their communication graph to their actions. The proposed GNN-based learning network is trained by imitating a centralized expert algorithm such that the learned actions are close to that generated by the expert algorithm. We demonstrate that our proposed network performs closer to the expert algorithm and is superior to other baseline algorithms by capturing more intruders. Our GNN-based network is trained at a small scale and can be generalized to large-scale cases. We run perimeter defense games in scenarios with different team sizes and configurations to demonstrate the performance of the learned network.
在这项工作中,我们研究了分散的多智能体外围防御问题,该问题要求具有本地感知和通信的防御者采取计算行动,以最大限度地捕获入侵者。实际实现的一个主要挑战是使外围防御策略可扩展以用于大规模问题实例。为此,我们利用图神经网络(GNN)开发了一个模仿学习框架,该框架学习从防御者的局部感知和他们的沟通图到他们的行动的映射。所提出的基于GNN的学习网络是通过模仿集中式专家算法来训练的,使得所学习的动作与专家算法生成的动作接近。我们证明,我们提出的网络性能更接近专家算法,并且通过捕获更多入侵者而优于其他基线算法。我们基于GNN的网络是在小规模上训练的,并且可以推广到大规模的情况。我们在不同团队规模和配置的场景中运行外围防御游戏,以展示学习网络的性能。
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引用次数: 5
Multiplayer reach-avoid differential games with simple motions: A review 用简单的动作避免多人触达的不同游戏
Pub Date : 2023-01-10 DOI: 10.3389/fcteg.2022.1093186
Rui Yan, Ruiliang Deng, Xiaoming Duan, Z. Shi, Yisheng Zhong
This paper reviews the recent works on multiplayer reach-avoid (M-RA) differential games between two adversarial teams in a game region which is split into a goal region and a play region. The pursuit team aims to protect the goal region from the evasion team by cooperatively capturing the evaders which start from the play region and strive to enter the goal region. We provide a selective overview of algorithms and theoretical results for multiplayer reach-avoid differential games. Specifically, we focus on point mass holonomic players that can move freely in the game region and have simple motions as Rufus Isaacs states. We describe how the challenges due to high-dimensional continuous joint action and state spaces, as well as complex cooperations and competitions among players, can be properly resolved by a combination of qualitative and quantitative analysis of small-scale games and optimal task allocation. We finally point out the limitations of the current works and identify fruitful future research directions on theoretical studies of multiplayer reach-avoid differential games.
本文回顾了最近关于在游戏区域中两个敌对团队之间的多人到达避免(M-RA)差分游戏的研究,该游戏区域被划分为目标区域和游戏区域。追捕小组旨在通过合作捕获从游戏区域开始并努力进入目标区域的躲避者来保护目标区域免受躲避小组的攻击。我们提供了多人到达避免差异游戏的算法和理论结果的选择性概述。具体来说,我们关注的是点质量完整的玩家,他们可以在游戏区域中自由移动,并具有鲁弗斯-艾萨克斯所说的简单运动。我们描述了如何通过对小规模游戏的定性和定量分析以及最优任务分配相结合,妥善解决高维连续联合行动和状态空间以及玩家之间复杂的合作和竞争所带来的挑战。最后,我们指出了当前工作的局限性,并确定了多人到达避免差分游戏理论研究的富有成果的未来研究方向。
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引用次数: 2
Tuning of P I D D 2 controllers for oscillatory systems with time delays 时滞振荡系统pd2控制器的整定
Pub Date : 2023-01-10 DOI: 10.3389/fcteg.2022.1083419
Hu Xingqi, Hou Guolian, T. Wen
Proportional–integral–derivative (PID) control is a durable control technology that has been widely applied in the process control industry. However, PID controllers cannot achieve satisfactory performance for oscillatory systems with long time delays; thus, high-order controllers like the proportional–integral–double derivative ( P I D D 2 ) can be adopted to enhance the control performance. In this paper, we propose a tuning formula for the P I D D 2 controller for oscillatory systems with time delays and its practical implementation via an observer bandwidth-based state-space P I D D 2 . Simulation results show that the state-space P I D D 2 controller tuned from the proposed formula trades-off among robustness, time domain performance, and measurement noise attenuation and can arrive at a better control effect than PID for oscillatory systems.
比例-积分-导数(PID)控制是一种持久的控制技术,在过程控制工业中得到了广泛的应用。然而,对于长时滞的振荡系统,PID控制器不能达到令人满意的性能;因此,可以采用比例-积分-二重导数(pdd2)等高阶控制器来提高控制性能。在本文中,我们提出了具有时滞的振荡系统的pdpd2控制器的调谐公式,并通过基于观测器带宽的状态空间pdpd2实现了该公式的实际实现。仿真结果表明,根据所提公式调整的状态空间pd2控制器在鲁棒性、时域性能和测量噪声衰减之间进行了权衡,对振荡系统的控制效果优于PID。
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引用次数: 0
Cooperative path-following control of a remotely operated underwater vehicle for human visual inspection task 遥控水下机器人的协同路径跟踪控制
Pub Date : 2022-12-08 DOI: 10.3389/fcteg.2022.1056937
Eito Sato, Hailong Liu, Yasuaki Orita, N. Sakagami, T. Wada
In recent years, significant attention has been paid to remotely operated underwater vehicles (ROVs) in the performance of underwater tasks, such as the inspection and maintenance of the underwater infrastructure. The workload of ROV operators tends to be high, even for the skilled operators. Therefore, assistance methods for the operators are desired. This study focuses on a task in which a human operator controls an underwater robot to follow a certain path while visually inspecting objects in the vicinity of the path. In such a task, it is desirable to achieve the speed of trajectory control manually because the visual inspection is performed by a human operator. However, to allocate resources to visual inspection, it is desirable to minimize the workload on the path-following by assisting with the automatic control. Therefore, the objective of this study is to develop a cooperative path-following control method that achieves the above-mentioned task by expanding a robust path-following control law of non-holonomic wheeled vehicles. To simplify this problem, we considered a path-following and visual objects recognition task in a two-dimensional plane. We conducted an experiment with participants (n = 16) who completed the task using the proposed method and manual control. We compared results in terms of object recognition success rate, tracking error, completion time, attention distribution, and workload. The results showed that both the path-following errors and workload of the participants were significantly smaller with the proposed method than with manual control. In addition, subjective responses demonstrated that operator attention tended to be allocated to object recognition rather than robot operation tasks with the proposed method. These results demonstrate the effectiveness of the proposed cooperative path-following control method.
近年来,在执行水下任务(如水下基础设施的检查和维护)时,遥控潜水器(ROV)受到了极大的关注。ROV操作员的工作量往往很高,即使是熟练的操作员也是如此。因此,需要操作员的辅助方法。这项研究的重点是一项任务,在该任务中,操作员控制水下机器人沿着某条路径行走,同时目视检查路径附近的物体。在这样的任务中,希望手动实现轨迹控制的速度,因为视觉检查是由操作员执行的。然而,为了将资源分配给视觉检查,希望通过辅助自动控制来最小化路径跟随上的工作量。因此,本研究的目的是开发一种协同路径跟随控制方法,通过扩展非完整轮式车辆的鲁棒路径跟随控制律来实现上述任务。为了简化这个问题,我们考虑了一个二维平面中的路径跟踪和视觉对象识别任务。我们对使用所提出的方法和手动控制完成任务的参与者(n=16)进行了一项实验。我们比较了物体识别成功率、跟踪误差、完成时间、注意力分布和工作量等方面的结果。结果表明,与手动控制相比,所提出的方法的路径跟随误差和参与者的工作量都显著较小。此外,主观反应表明,使用所提出的方法,操作员的注意力倾向于分配给对象识别,而不是机器人操作任务。这些结果证明了所提出的协同路径跟随控制方法的有效性。
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引用次数: 3
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Frontiers in control engineering
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