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2018 14th IEEE/ASME International Conference on Mechatronic and Embedded Systems and Applications (MESA)最新文献

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Optimal Map-Based Mode Selection and Powertrain Control for a Multi-Mode Plug-in Hybrid Electric Vehicle 多模式插电式混合动力汽车的最优模式选择与动力系统控制
Huanqing Wang, Kovid Sacheva, J. Tripp, Bo Chen, D. Robinette, M. Shahbakhti
This paper presents an optimal map-based mode selection and powertrain control for a multi-mode plug-in hybrid electric vehicle. The best mode map and best operation maps for powertrain components are generated using Equivalent Consumption Minimization Strategy (ECMS) to minimize equivalent fuel cost at each operating point. The performance of optimal map-based control is compared with production vehicle rule-based control using experimental vehicle data from Argonne National Laboratory (ANL) chassis dynamometer testing.
针对多模式插电式混合动力汽车,提出了一种基于最优地图的模式选择与动力系统控制方法。采用等效消耗最小化策略(ECMS),生成动力总成部件的最佳模式图和最佳运行图,使各运行点的等效燃油成本最小化。利用美国阿贡国家实验室(ANL)底盘测功机测试的实验车辆数据,比较了基于最优地图的控制与基于规则的量产车控制的性能。
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引用次数: 8
How End Effector Absolute Accuracy Plays A Role in Industry 4.0 末端执行器的绝对精度如何在工业4.0中发挥作用
P. Lin, Po-Chun Juan, Shu-Ping Lin, W. Lu, Zai-Gen Wu
Industry 4.0 factories now use more robots to replace human power. To make sure the robot is adaptive to the dynamic working environment, the end effector absolute accuracy needs to be greater than the mechanical tolerance involved in the robot missions. For example, if a robot arm is to place a part to a hole with a tolerance of 1 mm, the mission is very likely to fail for end effector accuracy higher than 1 mm. This paper introduces how three-dimensional (3D) positioning of end effector absolute position and nonlinear parametric modeling of end effector errors can play an important role of improving the end effector absolute accuracy and enhancing the success rate of robot missions. This paper presents the experimental setup and the results of the said end effector positioning and error correction. The 3D end effector positioning can be done by either trilateration or multilateration with more than 3 cable encoders. The proposed method can improve the accuracy from millimeters to less than 0.5 mm. The greatest advantage of the introduced modeling method is that it is suitable for any kind of end effectors.
工业4.0工厂现在使用更多的机器人来取代人力。为了保证机器人对动态工作环境的适应性,要求末端执行器的绝对精度大于机器人任务所涉及的机械公差。例如,如果机械臂要将零件放置到公差为1mm的孔中,则端部执行器精度高于1mm时,任务很可能失败。介绍了末端执行器绝对位置的三维定位和末端执行器误差的非线性参数化建模对提高末端执行器绝对精度和提高机器人任务成功率的重要作用。本文介绍了该末端执行器的定位和误差修正的实验装置和结果。三维末端执行器定位可以通过三边或多边与3个以上电缆编码器完成。该方法可以将精度从毫米提高到小于0.5毫米。所介绍的建模方法的最大优点是适用于任何类型的末端执行器。
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引用次数: 2
Wearable Device to Record Hand Motions based on EMG and Visual Information 基于肌电图和视觉信息记录手部运动的可穿戴设备
G. A. G. Ricardez, Atsushi Ito, Ming Ding, M. Yoshikawa, J. Takamatsu, Y. Matsumoto, T. Ogasawara
Human hands play a very important role in the interaction with the external world. The hands can realize various movements using their complex structure of skeleton, tendons and muscles. Analyzing the type, frequency and duration of the grasping motions in our daily life is important for the development of robotic hands and rehabilitation. In previous studies, the hand motion has been analyzed often in well-controlled experimental environments. In this research, we develop a wearable device which is attached to the forearm to analyze the hand motion in daily-life activities. The developed device can record the electromyogram (EMG) and joint angles of the user's hand simultaneously, without affecting the hand movements and grasping motions in daily-life activities. We use two commercially-available devices: the hand tracker Leap motion and the EMG-based sensor Myo, which is a gesture control armband. We propose a recognition method which uses the data acquired with these two sensors to recognize six representative types of grasping motions, ubiquitous in daily-life activities. In the experiments, we measured hand motions using the developed device on three subjects manipulating objects from a standard hand function assessment kit, and confirmed the effectiveness of the proposed method. The average recognition rate of all movements was 87.3%.
人的手在与外界的互动中起着非常重要的作用。手可以利用其复杂的骨骼、肌腱和肌肉结构来实现各种各样的动作。分析日常生活中抓取动作的类型、频率和持续时间对机械手的发展和康复具有重要意义。在以往的研究中,手的运动通常是在控制良好的实验环境中进行分析的。在本研究中,我们开发了一种附着在前臂上的可穿戴设备,用于分析日常生活活动中的手部运动。所开发的设备可以同时记录使用者手部的肌电图(EMG)和关节角度,而不影响日常生活活动中的手部动作和抓取动作。我们使用了两种商用设备:手部追踪器Leap motion和基于肌电图的传感器Myo,这是一种手势控制臂带。我们提出了一种识别方法,利用这两个传感器获取的数据来识别六种典型的抓取动作,这些动作在日常生活中无处不在。在实验中,我们使用所开发的装置测量了三名受试者从标准手功能评估套件中操纵物体的手部运动,并验证了所提出方法的有效性。所有动作的平均识别率为87.3%。
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引用次数: 2
Machine Learning approach for Predictive Maintenance in Industry 4.0 工业4.0中预测性维护的机器学习方法
M. Paolanti, L. Romeo, Andrea Felicetti, A. Mancini, E. Frontoni, J. Loncarski
Condition monitoring together with predictive maintenance of electric motors and other equipment used by the industry avoids severe economic losses resulting from unexpected motor failures and greatly improves the system reliability. This paper describes a Machine Learning architecture for Predictive Maintenance, based on Random Forest approach. The system was tested on a real industry example, by developing the data collection and data system analysis, applying the Machine Learning approach and comparing it to the simulation tool analysis. Data has been collected by various sensors, machine PLCs and communication protocols and made available to Data Analysis Tool on the Azure Cloud architecture. Preliminary results show a proper behavior of the approach on predicting different machine states with high accuracy.
对电机和行业使用的其他设备进行状态监测和预测性维护,避免了电机意外故障造成的严重经济损失,大大提高了系统的可靠性。本文描述了一种基于随机森林方法的预测性维护机器学习体系结构。通过开发数据收集和数据系统分析,应用机器学习方法并将其与仿真工具分析进行比较,在实际工业实例上对系统进行了测试。数据由各种传感器、机器plc和通信协议收集,并提供给Azure云架构上的数据分析工具。初步结果表明,该方法对不同的机器状态有较好的预测效果,具有较高的预测精度。
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引用次数: 98
Crosstalk Reduction in Forearm Electromyography During Static Gripping 静态抓握时前臂肌电图的串音减少
Benjamin C. Fortune, Lachlan R. McKenzie, Logan T. Chatfield, C. Pretty
This paper presents the use of the branched electrode (BE) configuration to reduce crosstalk in forearm electromyography (EMG) during static gripping. The BE configuration is mathematically equivalent to the double differential configuration, only scaled down by a factor of two; however, the electrode configuration is advantageous due to its capability for being used with a conventional EMG device. The configuration was used to successfully record the bio-potential signal from five forearm muscles of one able bodied subject: Flexor Digitorum Superficialis, Flexor Digitorum Profundus, Flexor Carpi Radialis, Palmaris Longus and the Flexor Carpi Ulnaris. During the measurement process, a constant contraction strength of (50 ± 2.5)% maximum voluntary strength was enforced using a Smedley hand dynamometer. Two amplitude based indices were used to quantify the amount of crosstalk reduction: normalised root mean square (RMS) and normalised average rectified value (ARV). The BE configuration removed 4.82% (RMS) and 3.90% (ARV) of crosstalk from the flexor Digitorum Superficialis and 5.4% (RMS) and 3.47% (ARV) from the Flexor Carpi Ulnaris. The other three muscles had an increase in both the BE RMS and ARV, in comparison to their corresponding bipolar recordings. The low reduction in crosstalk (mostly an increase in both RMS and ARV) is believed to be from an electrode-skin impedance mismatch.
本文介绍了分支电极(BE)配置的使用,以减少在前臂肌电图(EMG)的串扰在静态抓握。BE构型在数学上等同于双微分构型,只是按比例缩小了两倍;然而,由于其与传统肌电图设备一起使用的能力,电极配置是有利的。该装置成功地记录了一名健全受试者前臂五块肌肉的生物电位信号:指浅屈肌、指深屈肌、桡腕屈肌、掌长肌和尺腕屈肌。在测量过程中,使用Smedley手持式测力仪强制执行恒定收缩强度为(50±2.5)%的最大自主强度。两个基于振幅的指标用于量化串扰减少量:标准化均方根(RMS)和标准化平均整流值(ARV)。BE配置从指浅屈肌去除了4.82% (RMS)和3.90% (ARV)的串扰,从尺侧屈肌去除了5.4% (RMS)和3.47% (ARV)的串扰。与相应的双相记录相比,其他三块肌肉的BE RMS和ARV均有所增加。串扰的低减少(主要是RMS和ARV的增加)被认为是由电极-皮肤阻抗不匹配引起的。
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引用次数: 2
An IoT Solution for Energy Management at Building and District Level 建筑和区域层面能源管理的物联网解决方案
M. Arnesano, J. Dyson, Marco Fagiani, A. Mancini, G. M. Revel, M. Severini, S. Squartini, L. Zampetti, P. Zingaretti
Today the monitoring of energy variables plays a key-role in the proper management of buildings to optimize costs along with the low emission profile and comfortable environments. The monitoring could be augmented by adding also optimization aspects that could decrease the energy/costs. Up to now the optimization is performed by using building and context (district) data, but with no or rough evaluation of comfort conditions delivered to the occupants. The work presented in this paper is derived from the ENERGIS project that takes into account individual buildings and districts including detailed comfort conditions representing a novelty in the Energy Management System. The monitoring is used to locally sense the energy demand while the optimization is performed at two different scales. The first optimization tries to consider different aspects related to the thermal management of rooms, supported by a novel sensor that is able to evaluate the comfort taking into account the room model and to control the thermal actuators to track a comfort set-point. The second level of optimization starts from the collected data from each building to set-up a district model that is able to map and then predict the energy demand enabling an energy management that is built on the concept of “sharing”. This paper outlines the overall system architecture that exploits the benefit of IoT also showing the first optimization level performed on a business office showing the overall pipeline that starts from the sensing of environment and ends with the control of actuators to track an optimized set-point.
今天,能源变量的监测在建筑物的适当管理中起着关键作用,以优化成本,同时实现低排放和舒适的环境。还可以通过添加可以降低能源/成本的优化方面来增强监控。到目前为止,优化是通过使用建筑和环境(地区)数据来进行的,但没有或粗略地评估居住者的舒适条件。本文所介绍的工作来源于ENERGIS项目,该项目考虑了个别建筑和地区,包括代表能源管理系统新颖的详细舒适条件。监测用于局部感知能源需求,同时在两个不同的尺度上进行优化。第一个优化尝试考虑与房间热管理相关的不同方面,由一种新型传感器支持,该传感器能够根据房间模型评估舒适度,并控制热致动器以跟踪舒适设定点。第二级优化从从每栋建筑收集的数据开始,建立一个能够映射和预测能源需求的区域模型,从而实现基于“共享”概念的能源管理。本文概述了利用物联网优势的整体系统架构,并展示了在商业办公室执行的第一个优化级别,展示了从环境感知开始到执行器控制以跟踪优化设定点的整个管道。
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引用次数: 4
On the Traction Control of Single-Track Vehicles in Different Trim Conditions 不同内饰条件下单轨车辆的牵引力控制研究
A. Bonci, Riccardo De Amicis, S. Longhi, Emanuele Lorenzoni
This paper investigates the effects of a traction control system on the motorcycle's dynamics when both straight line or cornering conditions are considered. A nonlinear sliding mode controller has been chosen. When the rear wheel traction is lost after a rapid acceleration, the controller reduces the power supplied by the engine allowing the rear wheel to regain grip and stability. This situation has been simulated with the motorcycle running in vertical position and in leaning condition. The latter allows to investigate the behaviour of the traction control when the motorcycle's dynamic is more affected by the roll angle. The results show that the controller is able in both the cases to reduce the longitudinal slip of the rear wheel. Moreover, in leaning situation, the controller acting indirectly on the lateral dynamic reduces the oversteer, a phenomenon that can lead to the lowside fall. The simulations have been carried out by means of the motorcycle analytical model proposed by the authors in prior works. This mathematical platform is able to examine with sufficient detail the behavior of a two-wheeled vehicle in the most significant situations.
本文研究了在考虑直线和转弯两种工况下,牵引力控制系统对摩托车动力学的影响。选择了一种非线性滑模控制器。当后轮在快速加速后失去牵引力时,控制器减少发动机提供的功率,使后轮重新获得抓地力和稳定性。对摩托车垂直行驶和倾斜行驶两种情况进行了仿真。后者允许调查的行为牵引力控制时,摩托车的动态更受滚转角的影响。结果表明,该控制器在两种情况下都能有效地减小后轮的纵向滑移。此外,在倾斜情况下,控制器间接作用于横向动力,减少了过度转向,这一现象可能导致低侧坠落。本文采用作者在前人工作中提出的摩托车解析模型进行了仿真。该数学平台能够充分详细地研究两轮车辆在最重要情况下的行为。
{"title":"On the Traction Control of Single-Track Vehicles in Different Trim Conditions","authors":"A. Bonci, Riccardo De Amicis, S. Longhi, Emanuele Lorenzoni","doi":"10.1109/MESA.2018.8449200","DOIUrl":"https://doi.org/10.1109/MESA.2018.8449200","url":null,"abstract":"This paper investigates the effects of a traction control system on the motorcycle's dynamics when both straight line or cornering conditions are considered. A nonlinear sliding mode controller has been chosen. When the rear wheel traction is lost after a rapid acceleration, the controller reduces the power supplied by the engine allowing the rear wheel to regain grip and stability. This situation has been simulated with the motorcycle running in vertical position and in leaning condition. The latter allows to investigate the behaviour of the traction control when the motorcycle's dynamic is more affected by the roll angle. The results show that the controller is able in both the cases to reduce the longitudinal slip of the rear wheel. Moreover, in leaning situation, the controller acting indirectly on the lateral dynamic reduces the oversteer, a phenomenon that can lead to the lowside fall. The simulations have been carried out by means of the motorcycle analytical model proposed by the authors in prior works. This mathematical platform is able to examine with sufficient detail the behavior of a two-wheeled vehicle in the most significant situations.","PeriodicalId":138936,"journal":{"name":"2018 14th IEEE/ASME International Conference on Mechatronic and Embedded Systems and Applications (MESA)","volume":"204 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131802312","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Multi-Robot Coordination Through Mobile Agent 基于移动代理的多机器人协调
Binsen Qian, Harry H. Cheng
Robots can protect humans from risk in many applications, such as search and rescue, outer-space exploration, and toxic cleanup. Multi-robot systems have a huge potential to benefit versatile applications through reconfiguring heterogeneous or homogeneous robots in different ways. This paper presents the design and implementation of RoboCoop, a mobile agent-based framework for automatic coordination of multi-robot systems. RoboCoop consists of several modules, such as knowledge base, Input/Output, task procession/execution, and-sensor reading. The agent-based framework utilizes the innate advantages of themulti-threading of each agent, such that each module can run persistently without blocking others. Modules can exchange information and data through inter-agent communication based on the standards of the Foundation for Intelligent Physical Agents (FIPA). The presented framework allows robots to coordinate, manage, and execute tasks automatically. Also, a backup mechanism is developed to ensure the robustness of robot systems. Moreover, it allows customized algorithms and strategies for task allocation, and execution. A box-pushing mission has been studied to validate the performance of the proposed cooperation framework in several folds, such as task allocation, path planning and motion synchronization. In this validation, boxes need to be assigned to a two-robot team for them to push to a designated position. The A* path planning algorithm is used for robots to drive to the box location. While the robot can push small boxes independently, the big boxes require two robots pushing simultaneously such that the box can move straight to the location.
机器人可以在许多应用中保护人类免受风险,例如搜索和救援,外层空间探索和有毒物质清理。多机器人系统具有巨大的潜力,通过以不同的方式重新配置异构或同构机器人,使多用途应用受益。RoboCoop是一种基于移动智能体的多机器人系统自动协调框架。RoboCoop由知识库、输入/输出、任务处理/执行和传感器读取等几个模块组成。基于代理的框架利用了每个代理多线程的固有优势,这样每个模块都可以持久地运行而不会阻塞其他模块。模块之间通过基于FIPA (Foundation for Intelligent Physical Agents)标准的agent间通信来交换信息和数据。提出的框架允许机器人自动协调、管理和执行任务。此外,为了保证机器人系统的鲁棒性,还设计了一种备份机制。此外,它还允许为任务分配和执行定制算法和策略。以推箱任务为例,从任务分配、路径规划和运动同步等多个方面验证了所提协作框架的性能。在此验证中,需要将箱子分配给两个机器人团队,以便他们将箱子推到指定位置。采用A*路径规划算法,使机器人行驶到箱体位置。虽然机器人可以独立推动小盒子,但大盒子需要两个机器人同时推动,这样盒子才能直接移动到指定位置。
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引用次数: 1
Control design of an electro-pneumatic gearbox actuator 电-气变速箱执行器的控制设计
Ádám Szabó, Tamás Bécsi, P. Gáspár, S. Aradi
The paper deals with the model-based control of an electro-pneumatic gearbox actuator. Electro-pneumatic systems have many advantages, such as long lifetime and high operational safety, but their nonlinear behavior makes predicting and controlling them difficult. The objective of the research is to design an optimal control of an electro-pneumatic gearbox actuator. In order to control a nonlinear system with linear control methods a multi-state state-space representation of the system is presented. Based on a preliminary comparison an open-loop, a PID, and a linear quadratic controller were chosen for development. The developed controllers were tested in a Model in The Loop environment, and their performances were compared based on previously defined controlling requirements. Both the open-loop and the PID controller were able to meet the given requirements. The open-loop controller has high parameter sensitivity and relative low performances in case of collision speed and shift time, while the PID controller has the highest number of solenoid valve actuations. The linear quadratic controller has good overall performance in case of neutral to gear changes, however it cannot stabilize the system in neutral position within the required time, which can be a consequence of the given simplifications. With respect to the results of the Model in the Loop tests two suggestions were made regarding the applicable controller.
研究了一种基于模型的电-气变速箱执行器控制方法。电-气系统具有寿命长、运行安全性高等优点,但其非线性特性给电-气系统的预测和控制带来困难。研究的目的是设计电-气齿轮箱作动器的最优控制。为了用线性控制方法控制非线性系统,提出了系统的多状态空间表示。在初步比较的基础上,选择了开环、PID和线性二次型控制器进行开发。开发的控制器在Model in The Loop环境中进行了测试,并根据先前定义的控制要求对其性能进行了比较。开环和PID控制器都能满足给定的要求。开环控制器的参数灵敏度高,但在碰撞速度和换挡时间下的性能相对较低,而PID控制器的电磁阀驱动次数最多。线性二次型控制器在空挡到齿轮变速的情况下具有良好的总体性能,但它不能在要求的时间内将系统稳定在空挡位置,这可能是给定简化的结果。根据闭环模型试验的结果,对适用的控制器提出了两点建议。
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引用次数: 3
A Smooth Traction Control Design for Two-Wheeled electric vehicles 两轮电动汽车平滑牵引力控制设计
A. Bonci, Riccardo De Amicis, S. Longhi, Emanuele Lorenzoni
Over the recent years many solutions to the problems of anti-locking and traction control have been widely investigated for four-wheeled vehicle equipped with both electric and internal combustion engines. Few works are relative to TCS (Traction Control System) for two-wheeled vehicle and most of them take advantage of well established nonlinear techniques. This paper proposes a traction controller for two-wheeled electric vehicle based on nonlinear model predictive approach. The controller objective is to prevent the traction wheel from spinning out when accelerating in order to maintain the driving performance as well as driving comfort. A proper evaluation of the interaction between the rider command and the controller action is made in order that the controller take over the rider’s input as soon as longitudinal slip condition is detected. In controlled state the optimal driving torque that guarantees optimal traction is computed based on a model predictive approach taking into account the nonlinearities of the system conveyed by the friction forces. The controller has been tested in simulation environment.
近年来,人们对电动和内燃机四轮车辆的防抱死和牵引力控制问题进行了广泛的研究。关于两轮车辆牵引控制系统的研究很少,而且大多采用了成熟的非线性控制技术。提出了一种基于非线性模型预测方法的两轮电动汽车牵引控制器。控制器的目标是在加速时防止牵引轮打滑,以保持驾驶性能和驾驶舒适性。对骑手指令和控制器动作之间的相互作用进行适当的评估,以便一旦检测到纵向滑动情况,控制器就接管骑手的输入。在控制状态下,考虑摩擦力传递的非线性特性,采用模型预测方法计算了保证最优牵引力的最优驱动转矩。该控制器已在仿真环境中进行了测试。
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引用次数: 1
期刊
2018 14th IEEE/ASME International Conference on Mechatronic and Embedded Systems and Applications (MESA)
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