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Bayesian Estimation of Snow-Avalanche Victim Pose: A Method to Assist Human and/or Robot First Responders to Quickly Locate a Buried Victim 雪崩受害者姿势的贝叶斯估计:一种帮助人类和/或机器人快速定位被埋受害者的方法
IF 0.6 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2019-11-26 DOI: 10.1115/dscc2019-8946
Joseph R. Bourne, K. Leang
Finding a victim buried in a snow avalanche as quickly as possible can significantly increase the victim’s survival rate. A body-pose estimation algorithm is described that quickly and efficiently estimates the victim’s pose (3D location and orientation) underneath the snow. The algorithm exploits non-parametric Bayesian estimation and considers the uncertainty in an avalanche transceiver’s magnetic-field measurement. Simulation results compare the performances between three victim-search methods: (1) naive raster-scanning search, (2) traditional industry-standard search along the measured magnetic field lines, and (3) search by the Bayesian-based technique. The results show that the Bayesian-based technique accurately determines the victim’s pose within two minutes. In contrast, the raster-scanning and magnetic-field-line following methods yield search times more than three to four times longer.
在雪崩中尽快找到被埋的受害者可以显著提高受害者的存活率。描述了一种快速有效地估计雪下受害者姿势(3D位置和方向)的身体姿势估计算法。该算法利用了非参数贝叶斯估计,并考虑了雪崩收发器磁场测量中的不确定性。仿真结果比较了三种受害者搜索方法的性能:(1)朴素栅格扫描搜索,(2)沿着测量磁力线的传统行业标准搜索,以及(3)基于贝叶斯技术的搜索。结果表明,基于贝叶斯的技术在两分钟内准确地确定了受害者的姿势。相比之下,栅格扫描和磁场线跟踪方法的搜索时间要长三到四倍以上。
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引用次数: 0
Modelling and Experimental Study for PVC Gel Actuators PVC凝胶致动器的建模与实验研究
IF 0.6 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2019-11-26 DOI: 10.1115/dscc2019-9100
Zachary Frank, Zakai J Olsen, T. Hwang, K. Kim
Plasticized polyvinyl chloride (PVC) gels are a promising material for soft robotic actuators due to their fast response rates and remarkable deformation characteristics. A variety of different actuator types can be made with PVC gels because their deformation via anodophilic creep is highly customizable by alteration of the electrode configuration, applied electric field, surface microstructure, and plasticizer content. This level of customization is not typically possible with other electroactive polymer actuators. Several attempts have been made to model PVC gel anodophilic creep actuation. Most of these have been limited in scope to particular actuator types and are phenomenological models. An accurate predictive model is necessary for the implementation and control of these actuators in the field of soft robotics, and this can be better achieved through the use of a physics-based electromechanical model. In this paper the underlying mechanisms for PVC gel actuation are discussed, and simulation results are shown. We present our finite element model which seeks to move towards a more general model for PVC gels derived from first principles. This electromechanical model is based on the Maxwell stress that is developed within the PVC gel along the anode when an electric field is applied. COMSOL Multiphysics modeling software is utilized for the simulation of PVC gel deformation when exposed to an electric potential. In addition, an experimental study of PVC gels was conducted to verify the model for mesh-type contraction actuators, and the simulated results provide context and support for the underlying mechanisms discussed.
增塑型聚氯乙烯(PVC)凝胶由于其快速的响应速度和显著的变形特性,是一种很有前途的柔性机器人执行器材料。各种不同类型的致动器可以用PVC凝胶制成,因为通过改变电极配置、外加电场、表面微观结构和增塑剂含量,PVC凝胶通过厌氧蠕变产生的变形是高度可定制的。这种级别的定制通常不可能与其他电活性聚合物致动器。已经进行了几次尝试来模拟PVC凝胶的厌氧蠕变驱动。其中大多数都局限于特定的致动器类型,并且是现象学模型。在软机器人领域,精确的预测模型是实现和控制这些执行器的必要条件,而使用基于物理的机电模型可以更好地实现这一目标。本文讨论了聚氯乙烯凝胶驱动的基本机理,并给出了仿真结果。我们提出了我们的有限元模型,旨在从第一原理推导出一个更一般的PVC凝胶模型。这个机电模型是基于麦克斯韦应力,是在PVC凝胶沿着阳极施加电场时形成的。COMSOL Multiphysics建模软件用于模拟PVC凝胶在暴露于电位时的变形。此外,还对PVC凝胶进行了实验研究,以验证网格型收缩致动器的模型,仿真结果为所讨论的潜在机制提供了背景和支持。
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引用次数: 4
Self-Resonant Energy Harvester With a Passively Tuned Sliding Mass 具有被动调谐滑动质量的自共振能量采集器
IF 0.6 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2019-11-26 DOI: 10.1115/dscc2019-9000
Hongjip Kim, Arthur C. Smith, O. Barry, L. Zuo
Passive tuning phenomenon with a sliding mass on a vibrating beam has been observed and studied in the literature. Such a phenomenon can be extended to self-resonant energy harvesting, where the natural frequency can be favorably adjusted to the excitation frequency for enhanced energy harvesting. In this paper, we consider the nonlinear dynamic coupling of a piezoelectric clamped-clamped beam with sliding mass and study experimentally and numerically how these nonlinear interactions affect the performance of the energy harvester. We derive the mathematical model using the extended Hamilton principle. The governing equations of motion are obtained as three coupled nonlinear partial differential equations. The Galerkin method is employed to obtain a reduced order model. Our mathematical formulation is validated via experiments and the results show very good agreement between the simulation and the experiment. Parametric studies are carried out to examine how key parameters affect the performance of the energy harvester. The findings suggest that a passively tuned mechanism with a small sliding mass can increase the power output even when the excitation frequency is far off the original resonance.
已有文献对振动梁上滑动质量的被动调谐现象进行了观察和研究。这种现象可以扩展到自谐振能量收集,其中固有频率可以很好地调整到激励频率,以增强能量收集。本文考虑了具有滑动质量的压电夹紧梁的非线性动力耦合,并通过实验和数值研究了这些非线性相互作用对能量收集器性能的影响。我们利用扩展的汉密尔顿原理推导了数学模型。得到了三个耦合非线性偏微分方程的运动控制方程。采用伽辽金方法得到降阶模型。通过实验验证了本文的数学公式,仿真结果与实验结果吻合较好。进行了参数化研究,以检验关键参数如何影响能量采集器的性能。研究结果表明,小滑动质量的被动调谐机构即使在激励频率远离原共振时也能提高输出功率。
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引用次数: 2
Chemical-Source Localization Using a Swarm of Decentralized Unmanned Aerial Vehicles for Urban/Suburban Environments 基于分散无人机群的城市/郊区环境化学源定位
IF 0.6 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2019-11-26 DOI: 10.1115/dscc2019-9099
Jake A. Steiner, Joseph R. Bourne, Xiang He, D. Cropek, K. Leang
In this paper, a decentralized chemical-source localization method is presented. In a real-world scenario, many challenges arise, including sporadic chemical measurements due to the complex interactions between the unmanned aerial vehicles (UAVs), the ambient air, and obstacles. The localization method is split into two phases: a search phase, where the agents cover the area and look for an initial chemical reading; followed by a convergence phase, where UAV agents utilize a particle swarm optimization (PSO) algorithm to locate the source of the chemical leak. The decentralized source-localization method enables a swarm of UAVs to safely travel in a complex environment and avoid obstacles and other agents while searching for the leaking source. The method is validated in simulation using realistic dynamic chemical plumes and through outdoor flight tests using a swarm of UAVs. The results demonstrate the feasibility of the approach.
本文提出了一种分散的化学源定位方法。在现实世界中,会出现许多挑战,包括由于无人机(uav)、环境空气和障碍物之间复杂的相互作用而导致的零星化学测量。定位方法分为两个阶段:搜索阶段,代理人覆盖该区域并寻找初始化学读数;随后是收敛阶段,其中无人机代理利用粒子群优化(PSO)算法来定位化学品泄漏的来源。分散源定位方法使无人机群能够在复杂环境中安全飞行,并在搜索泄漏源的同时避开障碍物和其他代理。该方法在真实动态化学羽流仿真和无人机群室外飞行试验中得到了验证。结果表明了该方法的可行性。
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引用次数: 4
Auto-Tuning Control of PEM Water Electrolyzer PEM水电解槽的自动调谐控制
IF 0.6 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2019-11-26 DOI: 10.1115/dscc2019-9156
A. Keow, Zheng Chen
Proton exchange membrane (PEM) electrolyzers with the ability to produce gases at a pressure suitable for direct metal hydride storage are desirable because they do not require the use of compressors and other auxiliary components. Direct storage into metal hydride cylinders is made feasible when the pressure and flow rate of hydrogen is controlled. The nonlinear dynamics of the PEM electrolyzer change with temperature and pressure, both of which change with the hydrogen production rate, and are thus difficult to estimate. Therefore, a model-free, relay-feedback, auto-tuning approach is used to tune a proportional integral (PI) controller. This allows for the determination of the voltage supply to the electrolyzer by tracking the current set-point and correlating it to the hydrogen production rate. A gain scheduling approach is used to record the tuned controller’s parameters at different set-points, minimizing the frequency of tuning the device. A self-assessment test is used to determine situations where the auto-tuner should activate to update the PI parameters, thus, allowing for the system to operate without supervision. The auto-tuning PI control is successfully tested with a PEM electrolyzer setup. Experimental results showed that an auto-tuner can tune the controller parameters and produce favorable transient behaviors, allowing for a degree of adaptability for variations in system set-points.
质子交换膜(PEM)电解槽具有在适合直接金属氢化物储存的压力下产生气体的能力,因为它们不需要使用压缩机和其他辅助部件,因此是理想的。在控制氢的压力和流量的条件下,直接储存在金属氢化物钢瓶中是可行的。PEM电解槽的非线性动力学随温度和压力的变化而变化,而温度和压力又随制氢速率的变化而变化,因此难以估计。因此,采用无模型、继电器反馈、自动调谐方法来调谐比例积分(PI)控制器。这允许通过跟踪电流设定值并将其与产氢速率相关联来确定电解槽的电压供应。采用增益调度方法记录调谐控制器在不同设定点的参数,使调谐设备的频率最小。自我评估测试用于确定应该激活自动调谐器以更新PI参数的情况,从而允许系统在没有监督的情况下运行。通过PEM电解槽设置成功地测试了自调谐PI控制。实验结果表明,自动调谐器可以调整控制器参数并产生良好的瞬态行为,从而对系统设定点的变化具有一定程度的适应性。
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引用次数: 1
Towards Cooperative Transportation of Multiple Mecanum-Wheeled Automated Guided Vehicles 多机轮自动引导车辆协同运输研究
IF 0.6 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2019-11-26 DOI: 10.1115/dscc2019-9141
J. Peng, Yen‐Chen Liu
Utilizing multiple small-sized automated guided vehicles (AGVs) in cooperatively transport large and heavy objects in manufacturing factories or logistics is an emerging research direction. Flexibility and efficiency can be enhanced by using multi-AGV comparing to a large AGV with higher capacity especially in clutter environments. In this paper, a multi-AGV system by using Mecanum wheels to provide omnidirectional movement is proposed for cooperative transportation. Accordingly, the proposed Mecanum-wheeled automated guided vehicles (MWAGVs) composed of Mecanum wheels and a rotary platform provides not only non-constrained movement but also planar displacement for allowance of distance errors. In the proposed MWAGVs, the formation control with fixed geometry during operation is significant especially with unknown object information, dynamic uncertainties, and external disturbances. Therefore, the passivity-based adaptive synchronizing control algorithm is developed to ensure stability and tracking performance with uncertain dynamic parameters. Simulations and Experiments show the efficacy of designed Mecanum-wheeled AGV.
利用多辆小型自动导引车(agv)协同运输制造工厂或物流中的大型和重型物品是一个新兴的研究方向。与容量较大的大型AGV相比,使用多AGV可以提高系统的灵活性和效率,特别是在杂波环境下。本文提出了一种利用机械轮提供全方位运动的多agv协同运输系统。因此,所提出的由Mecanum轮和旋转平台组成的Mecanum轮式自动导向车(mwagv)不仅可以提供无约束的运动,还可以提供平面位移以考虑距离误差。在mwagv系统中,特别是在存在未知目标信息、动态不确定性和外部干扰的情况下,具有固定几何形状的编队控制具有重要意义。为此,为了保证系统在动态参数不确定情况下的稳定性和跟踪性能,提出了基于无源性的自适应同步控制算法。仿真和实验验证了所设计的机械轮式AGV的有效性。
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引用次数: 3
Data-Driven ILC for Trajectory Tracking in Nonlinear Dynamic Systems 非线性动态系统中轨迹跟踪的数据驱动ILC
IF 0.6 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2019-11-26 DOI: 10.1115/dscc2019-8926
Yu-Hsiu Lee, T. Tsao
The aim of this work is to propose a data-driven ILC algorithm that features fast convergence for nonlinear dynamic systems. This idea utilizes adaptive filtering that implicitly identifies the time-varying system inverse along the trajectory being tracked. By feeding the error signal through the copied inverse filter, it results in a rapidly convergent inversion-based ILC. This approach is compared to a nonlinear extension of the data-driven ILC that uses system adjoint as the learning filter. The developed algorithm is validated through simulation on a fully actuated 2 DOF Furuta pendulum.
本文的目的是提出一种数据驱动的非线性动态系统快速收敛的ILC算法。这个想法利用自适应滤波,隐式地识别时变系统逆沿着被跟踪的轨迹。通过将误差信号通过复制的逆滤波器馈送,实现了快速收敛的基于逆的ILC。将这种方法与使用系统伴随作为学习滤波器的数据驱动ILC的非线性扩展进行了比较。通过全驱动二自由度古田摆的仿真验证了该算法的有效性。
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引用次数: 2
Observability of Multi-Agent Network Sensing Systems 多智能体网络感知系统的可观测性
IF 0.6 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2019-11-26 DOI: 10.1115/dscc2019-9138
I. Raptis, Clark N. Taylor
This work addresses the observability properties of linear time-invariant systems that are monitored by a sensor network that provides access only to relative measurements and partial absolute observations of the state-space variables. Graph-theoretical tools are deployed to represent the information sharing links between the sensors of the network. The results are extended to multi-agent coordinated systems that are independently controlled or execute distributed control protocols. Explicit analytical conditions are derived that determine the system’s observability with respect to the spectral characteristics of the information-sharing network. The system’s observability is further investigated for multi-agent systems governed by the agreement dynamics where only a singleton measurement is available. The analysis is disseminated to the design of distributed observers where the agents have only available their relative displacement measurement from their neighbors. The distributed observer’s estimation error is rendered globally asymptotically stable by the addition of an anchor node that has access to the absolute motion of a single agent (node). The theoretical analysis is validated through numerical simulations.
这项工作解决了线性时不变系统的可观测性,该系统由传感器网络监测,仅提供对状态空间变量的相对测量和部分绝对观测的访问。使用图理论工具来表示网络传感器之间的信息共享链接。结果可扩展到独立控制或执行分布式控制协议的多智能体协调系统。导出了确定系统相对于信息共享网络光谱特征的可观测性的显式分析条件。系统的可观察性进一步研究了由协议动力学控制的多智能体系统,其中只有单一测量可用。该分析被传播到分布式观测器的设计中,其中代理只能从其邻居处获得相对位移测量。通过添加一个可以访问单个代理(节点)的绝对运动的锚节点,使分布式观测器的估计误差全局渐近稳定。通过数值模拟验证了理论分析的正确性。
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引用次数: 0
Solution of the Benchmark Control Problem by Scenario Optimization 基于场景优化的基准控制问题求解
IF 0.6 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2019-11-26 DOI: 10.1115/dscc2019-8949
Roberto Rocchetta, L. Crespo, S. Kenny
This article introduces a scenario optimization framework for reliability-based design given measurements of the uncertain parameters. In contrast to traditional methods, scenario optimization makes direct use of the available data thereby eliminating the need for assuming a distribution class and estimating its hyper-parameters. Scenario theory provides formal bounds on the probabilistic performance of a design decision and certifies the system ability to comply with various requirements for future/unseen observations. This probabilistic certificate of correctness is non-asymptotic and distribution-free. Furthermore, chance-constrained optimization techniques are used to detect and eliminate the effects of outliers in the resulting optimal design. The proposed framework is exemplified on a benchmark robust control challenge problem having conflicting design objectives.
本文介绍了一种给定不确定参数测量的基于可靠性设计的场景优化框架。与传统方法相比,场景优化直接使用可用数据,从而消除了假设分布类和估计其超参数的需要。场景理论为设计决策的概率性能提供了正式的界限,并证明系统能够满足未来/不可见观察的各种需求。这种正确性的概率证明是非渐近的和无分布的。此外,机会约束优化技术用于检测和消除结果优化设计中的异常值的影响。该框架以一个具有冲突设计目标的鲁棒控制挑战问题为例进行了验证。
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引用次数: 4
A Torque Balance Method for Multi-Cylinder Gasoline Engines With Non-Uniform Cylinder-to-Cylinder Combustion Strategies 非均匀燃烧多缸汽油机的扭矩平衡方法
IF 0.6 Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2019-11-26 DOI: 10.1115/dscc2019-9231
Qinghua Lin, Pingen Chen
Lean burn gasoline engines have attracted more and more attentions over the past two decades. One of the main challenges in commercializing lean burn gasoline engines in the United States is lean NOx control to meet the stringent NOx emission regulation. Several types of lean aftertreatment systems including passive selective catalytic reduction (SCR) systems and lean NOx traps (LNTs), have been intensively investigated to meet the NOx emission requirements without triggering significant penalties on fuel efficiency. One of the most promising technologies to achieve this goal is non-uniform cylinder-to-cylinder combustion (NUCCC) control strategies. However, successful implementation of NUCCC strategies are challenging tasks since it may cause cylinder-to-cylinder torque imbalance and thus deterioration of drivability. The purpose of this study is to propose and evaluate a systematic method for generating the references of fuel quantity and air quantity for different cylinders to simultaneously achieve cylinder-to-cylinder torque balance and non-uniform cylinder-to-cylinder air/fuel ratio (AFR) for multi-cylinder engines in various scenarios. To validate the effectiveness of the proposed method, simulation studies were carried out using a multi-zone engine model. The simulation results show that, the proposed references, if successfully tracked, can lead to torque balance across the cylinders as well as non-uniform cylinder-to-cylinder AFR.
近二十年来,稀燃汽油机越来越受到人们的关注。在美国,瘦燃汽油发动机商业化的主要挑战之一是瘦氮氧化物控制,以满足严格的氮氧化物排放法规。包括被动选择性催化还原(SCR)系统和精益氮氧化物捕集器(LNTs)在内的几种类型的精益后处理系统已经得到了深入的研究,以满足氮氧化物排放要求,同时又不会对燃油效率产生重大影响。实现这一目标最有前途的技术之一是非均匀缸间燃烧(NUCCC)控制策略。然而,成功实施NUCCC策略是一项具有挑战性的任务,因为它可能导致缸间扭矩不平衡,从而降低驾驶性能。本研究的目的是提出并评估一种系统的方法来生成不同气缸的燃油量和空气量参考,同时实现多缸发动机在不同场景下的缸间扭矩平衡和非均匀的缸间空气/燃料比(AFR)。为了验证该方法的有效性,采用多区发动机模型进行了仿真研究。仿真结果表明,所提出的参考点如果被成功跟踪,可以导致缸间扭矩平衡以及非均匀的缸间AFR。
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引用次数: 0
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Mechatronic Systems and Control
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