首页 > 最新文献

2023 IEEE International Conference on Mechatronics (ICM)最新文献

英文 中文
Stable Electrocardiogram Measurement Using Capacitive-Coupled Electrodes* 电容耦合电极稳定心电图测量*
Pub Date : 2023-03-15 DOI: 10.1109/icm54990.2023.10102001
Ryoto Fujita, T. Ohhira, Hideki Hashimoto
In recent years, the number of traffic accidents attributable to human error has been increasing, and it is essential to monitor the biological state of drivers to avoid accidents. Biological sensors with skin contact are generally employed for such purposes, but using such skin-contact-based sensors in cars is challenging. To avoid skin contact, in this study, we focus on a capacitance-coupled electrode that can measure electrocardiogram (ECG) even when a person is wearing clothes. However, capacitance-coupled electrodes have a practical limitation in that the detection level of ECG differs between summer and winter. In addition, the detection level is unstable depending on the measurement environment and factors such as the number of layers of clothes worn. Based on experiments conducted in an in-vehicle environment, we propose a solution to the problem of overlapping clothing and a system that can acquire ECG by improving capacitive-coupled electrodes and analog signal processing circuits.
近年来,人为失误导致的交通事故不断增加,对驾驶员的生物状态进行监测是避免事故发生的必要手段。与皮肤接触的生物传感器通常用于此类目的,但在汽车中使用这种基于皮肤接触的传感器具有挑战性。为了避免皮肤接触,在这项研究中,我们重点研究了一种电容耦合电极,即使在一个人穿着衣服的情况下也可以测量心电图(ECG)。然而,电容耦合电极在实际应用中存在局限性,即夏季和冬季的心电图检测水平不同。此外,根据测量环境和所穿衣服的层数等因素,检测水平是不稳定的。在车载环境实验的基础上,我们提出了一种解决衣服重叠问题的方法,并通过改进电容耦合电极和模拟信号处理电路,设计了一种能够获取心电信号的系统。
{"title":"Stable Electrocardiogram Measurement Using Capacitive-Coupled Electrodes*","authors":"Ryoto Fujita, T. Ohhira, Hideki Hashimoto","doi":"10.1109/icm54990.2023.10102001","DOIUrl":"https://doi.org/10.1109/icm54990.2023.10102001","url":null,"abstract":"In recent years, the number of traffic accidents attributable to human error has been increasing, and it is essential to monitor the biological state of drivers to avoid accidents. Biological sensors with skin contact are generally employed for such purposes, but using such skin-contact-based sensors in cars is challenging. To avoid skin contact, in this study, we focus on a capacitance-coupled electrode that can measure electrocardiogram (ECG) even when a person is wearing clothes. However, capacitance-coupled electrodes have a practical limitation in that the detection level of ECG differs between summer and winter. In addition, the detection level is unstable depending on the measurement environment and factors such as the number of layers of clothes worn. Based on experiments conducted in an in-vehicle environment, we propose a solution to the problem of overlapping clothing and a system that can acquire ECG by improving capacitive-coupled electrodes and analog signal processing circuits.","PeriodicalId":416176,"journal":{"name":"2023 IEEE International Conference on Mechatronics (ICM)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115353122","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: 0
A Coil Temperature Estimation for Disk Rotor Type Brushless DC Motors 盘式转子型无刷直流电机线圈温度估计
Pub Date : 2023-03-15 DOI: 10.1109/icm54990.2023.10101907
Momodayu Hattori, Subaru Murakami, T. Ohhira, H. Hashimoto
Electrical motors are used in a wide range of industrial fields, including drones and automobiles. With the development of these fields, motors are required to have higher torque, which can be achieved by applying a current higher than the rated value. However, conventional motors are limited by the current to prevent damage to the motor. In addition, the motor may get damaged if the current exceeds this rating. Therefore, it is essential to measure the coil temperature. Unfortunately, the complicated structure of the motors makes it difficult to install a thermometer inside them. A conventional study developed a coil temperature estimation formula to achieve high torque. The temperature estimation equation can only be estimated when a specific current is applied. Therefore, this study proposes a novel temperature estimation formula that uses heat conduction and heat transfer. The proposed estimation formula can always be used to estimate temperature, even if the current value changes. Finally, the proposed estimation formula was evaluated by comparing the measured values using an actual motor.
电动机广泛用于工业领域,包括无人机和汽车。随着这些领域的发展,要求电机具有更高的转矩,这可以通过施加高于额定值的电流来实现。然而,传统的电机受到电流的限制,以防止损坏电机。此外,如果电流超过此额定值,电机可能会损坏。因此,测量线圈温度是必不可少的。不幸的是,由于马达结构复杂,很难在里面安装温度计。一项传统研究开发了线圈温度估计公式,以实现高扭矩。温度估计方程只有在施加特定电流时才能估计出来。因此,本研究提出了一种利用热传导和传热的新型温度估算公式。所提出的估计公式总是可以用来估计温度,即使当前的值变化。最后,通过与实际电机的测量值进行比较,对所提出的估计公式进行了评估。
{"title":"A Coil Temperature Estimation for Disk Rotor Type Brushless DC Motors","authors":"Momodayu Hattori, Subaru Murakami, T. Ohhira, H. Hashimoto","doi":"10.1109/icm54990.2023.10101907","DOIUrl":"https://doi.org/10.1109/icm54990.2023.10101907","url":null,"abstract":"Electrical motors are used in a wide range of industrial fields, including drones and automobiles. With the development of these fields, motors are required to have higher torque, which can be achieved by applying a current higher than the rated value. However, conventional motors are limited by the current to prevent damage to the motor. In addition, the motor may get damaged if the current exceeds this rating. Therefore, it is essential to measure the coil temperature. Unfortunately, the complicated structure of the motors makes it difficult to install a thermometer inside them. A conventional study developed a coil temperature estimation formula to achieve high torque. The temperature estimation equation can only be estimated when a specific current is applied. Therefore, this study proposes a novel temperature estimation formula that uses heat conduction and heat transfer. The proposed estimation formula can always be used to estimate temperature, even if the current value changes. Finally, the proposed estimation formula was evaluated by comparing the measured values using an actual motor.","PeriodicalId":416176,"journal":{"name":"2023 IEEE International Conference on Mechatronics (ICM)","volume":"63 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116892572","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: 0
Integrated Hydromechatronic Actuators 集成液压机电致动器
Pub Date : 2023-03-15 DOI: 10.1109/ICM54990.2023.10101880
A. Plummer
Using the opportunities provided by additive manufacture (AM), advanced high performance electrohydraulic actuators are emerging which exhibit tightly-integrated sensing, control and power stages. Not only do these provide excellent power density and dynamic response, but the potential for robust control and health monitoring built on their embedded sensing capability. This paper reviews the pros and cons of traditional hydraulic actuation and discuss concepts for improved performance. A key challenge is the poor energy efficiency of hydraulic actuators controlled by throttling valves, but this can be overcome by using servomotor driven pumps, or digital hydraulic architectures such as those using high-speed switching valves. Whichever architecture is used, AM allows the merging of separate parts into one structural unit giving enormous benefits in terms of compactness, reliability, reduced part count, and improved dynamic performance.
利用增材制造(AM)提供的机会,先进的高性能电液执行器正在出现,它们表现出紧密集成的传感、控制和动力阶段。它们不仅提供了出色的功率密度和动态响应,而且还具有基于嵌入式传感功能的鲁棒控制和健康监测的潜力。本文综述了传统液压驱动的优缺点,并讨论了改进性能的概念。一个关键的挑战是由节流阀控制的液压执行器的能源效率较低,但这可以通过使用伺服电机驱动的泵或使用高速开关阀的数字液压结构来克服。无论采用哪种结构,增材制造都允许将单独的零件合并到一个结构单元中,在紧凑性、可靠性、减少零件数量和改进动态性能方面带来巨大的好处。
{"title":"Integrated Hydromechatronic Actuators","authors":"A. Plummer","doi":"10.1109/ICM54990.2023.10101880","DOIUrl":"https://doi.org/10.1109/ICM54990.2023.10101880","url":null,"abstract":"Using the opportunities provided by additive manufacture (AM), advanced high performance electrohydraulic actuators are emerging which exhibit tightly-integrated sensing, control and power stages. Not only do these provide excellent power density and dynamic response, but the potential for robust control and health monitoring built on their embedded sensing capability. This paper reviews the pros and cons of traditional hydraulic actuation and discuss concepts for improved performance. A key challenge is the poor energy efficiency of hydraulic actuators controlled by throttling valves, but this can be overcome by using servomotor driven pumps, or digital hydraulic architectures such as those using high-speed switching valves. Whichever architecture is used, AM allows the merging of separate parts into one structural unit giving enormous benefits in terms of compactness, reliability, reduced part count, and improved dynamic performance.","PeriodicalId":416176,"journal":{"name":"2023 IEEE International Conference on Mechatronics (ICM)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124806971","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: 0
Drowsy Driver Detection System For Poor Light Conditions 弱光条件下疲劳驾驶检测系统
Pub Date : 2023-03-15 DOI: 10.1109/ICM54990.2023.10101972
Ahmed Ibnouf, Ayman Fadlallah, Muaiz Ali, A. Zidouri
In recent years, the number of car accidents has been gradually increasing. A major factor in this increase is the drowsiness of drivers. There are many image recognition research studies on drowsiness detection but tend to neglect the case of low-light conditions. This paper focuses on detecting drowsy drivers in low-light conditions. In this paper, a behavioralbased drowsy driver detection system (DDDS) was proposed. The proposed DDDS applies a preprocessing algorithm that improves illumination and then focuses on detecting the driver’s face and eyes to calculate eye blink duration. A deep neural network model was used for facial recognition, and Haar Cascade classifiers were used for eyes detection. Every single eye was based to a Convolutional Neural Network (CNN) model to predict its state as either ‘‘Open’’ or ‘‘Closed’’. The proposed CNN was developed using a dataset of 1452 samples and gave an accuracy of 97.92% on the testing dataset, 15% of the 1452 samples. Different case scenarios in poor light conditions were implemented to evaluate the proposed DDDS. The system was able to identify the state of the driver even in harsh and severe poor light conditions.
近年来,车祸的数量一直在逐渐增加。这一增长的一个主要因素是司机的困倦。图像识别中对困倦检测的研究较多,但往往忽视了弱光条件下的困倦检测。本文的重点是在弱光条件下检测昏昏欲睡的驾驶员。提出了一种基于行为的疲劳驾驶检测系统。本文提出的DDDS采用一种改善光照的预处理算法,然后重点检测驾驶员的面部和眼睛,计算眨眼时间。人脸识别采用深度神经网络模型,眼睛检测采用Haar级联分类器。每只眼睛都是基于卷积神经网络(CNN)模型来预测其状态是“打开”还是“关闭”。提出的CNN使用1452个样本的数据集开发,在测试数据集上的准确率为97.92%,占1452个样本的15%。在光线不足的情况下,实施了不同的案例来评估拟议的DDDS。即使在恶劣和恶劣的光线条件下,该系统也能够识别驾驶员的状态。
{"title":"Drowsy Driver Detection System For Poor Light Conditions","authors":"Ahmed Ibnouf, Ayman Fadlallah, Muaiz Ali, A. Zidouri","doi":"10.1109/ICM54990.2023.10101972","DOIUrl":"https://doi.org/10.1109/ICM54990.2023.10101972","url":null,"abstract":"In recent years, the number of car accidents has been gradually increasing. A major factor in this increase is the drowsiness of drivers. There are many image recognition research studies on drowsiness detection but tend to neglect the case of low-light conditions. This paper focuses on detecting drowsy drivers in low-light conditions. In this paper, a behavioralbased drowsy driver detection system (DDDS) was proposed. The proposed DDDS applies a preprocessing algorithm that improves illumination and then focuses on detecting the driver’s face and eyes to calculate eye blink duration. A deep neural network model was used for facial recognition, and Haar Cascade classifiers were used for eyes detection. Every single eye was based to a Convolutional Neural Network (CNN) model to predict its state as either ‘‘Open’’ or ‘‘Closed’’. The proposed CNN was developed using a dataset of 1452 samples and gave an accuracy of 97.92% on the testing dataset, 15% of the 1452 samples. Different case scenarios in poor light conditions were implemented to evaluate the proposed DDDS. The system was able to identify the state of the driver even in harsh and severe poor light conditions.","PeriodicalId":416176,"journal":{"name":"2023 IEEE International Conference on Mechatronics (ICM)","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115071075","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: 0
State-parameter estimation for a helical gear transmission with pitting defects 含点蚀缺陷斜齿轮传动的状态参数估计
Pub Date : 2023-03-15 DOI: 10.1109/ICM54990.2023.10101989
Thijs Van der Veken, J. M. Jordan, B. Blockmans, Matteo Kirchner, F. Naets
During the operation cycle of geared transmissions, remaining useful lifetime predictions are key information for maintenance and future design decisions. These predictions are usually obtained by combining modelling efforts with limited sensor data. This contribution proposes an estimation method that aims to be robust to the operating conditions and the statistical properties of the introduced damage. As damage on the tooth surface causes a reduction in the gear pair mesh stiffness due to the changed contact conditions, this time-varying mesh stiffness is proposed as health indicator. The mesh stiffness is parameterized in a piecewise interpolation scheme to guarantee the local detectability of the involved parameters. The parameters are estimated concurrently with the states using an augmented extended Kalman filter. The method is applied on a single helical gear pair of an industrial gearbox, combining a lumpedparameter contact model with angular position data of both gear shafts. For the validation, virtual measurement data are generated using a gear contact model with pitting defects. The estimation results show a proof of concept and highlight the potential of the method for more complex cases.
在齿轮传动的运行周期中,剩余的有用寿命预测是维护和未来设计决策的关键信息。这些预测通常是通过将建模工作与有限的传感器数据相结合来获得的。这一贡献提出了一种估计方法,旨在对引入的损伤的操作条件和统计特性具有鲁棒性。由于接触条件的改变,齿面损伤导致齿轮副啮合刚度降低,因此提出时变啮合刚度作为健康指标。网格刚度采用分段插值方式参数化,保证了所涉及参数的局部可检测性。利用增广扩展卡尔曼滤波对状态和参数进行并行估计。将集总参数接触模型与两个齿轮轴的角位置数据相结合,将该方法应用于某工业齿轮箱的单个斜齿轮副。为了验证该方法的有效性,利用含点蚀缺陷的齿轮接触模型生成了虚拟测量数据。估计结果证明了概念的正确性,并突出了该方法在更复杂情况下的潜力。
{"title":"State-parameter estimation for a helical gear transmission with pitting defects","authors":"Thijs Van der Veken, J. M. Jordan, B. Blockmans, Matteo Kirchner, F. Naets","doi":"10.1109/ICM54990.2023.10101989","DOIUrl":"https://doi.org/10.1109/ICM54990.2023.10101989","url":null,"abstract":"During the operation cycle of geared transmissions, remaining useful lifetime predictions are key information for maintenance and future design decisions. These predictions are usually obtained by combining modelling efforts with limited sensor data. This contribution proposes an estimation method that aims to be robust to the operating conditions and the statistical properties of the introduced damage. As damage on the tooth surface causes a reduction in the gear pair mesh stiffness due to the changed contact conditions, this time-varying mesh stiffness is proposed as health indicator. The mesh stiffness is parameterized in a piecewise interpolation scheme to guarantee the local detectability of the involved parameters. The parameters are estimated concurrently with the states using an augmented extended Kalman filter. The method is applied on a single helical gear pair of an industrial gearbox, combining a lumpedparameter contact model with angular position data of both gear shafts. For the validation, virtual measurement data are generated using a gear contact model with pitting defects. The estimation results show a proof of concept and highlight the potential of the method for more complex cases.","PeriodicalId":416176,"journal":{"name":"2023 IEEE International Conference on Mechatronics (ICM)","volume":"231 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116194585","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: 0
Developing power-assisted two-wheeled luggage-carrying robot for stair-lifting using admittance control 基于导纳控制的电动助力两轮行李升降机器人的研制
Pub Date : 2023-03-15 DOI: 10.1109/icm54990.2023.10101928
Kazu Nagaya, T. Ohhira, H. Hashimoto
We propose a control method for a two-wheeled robot that can carry a load in a staircase environment without increasing the burden on humans through power-assist control using admittance control. Considering that the motion of lifting the robot burdens a human in a staircase environment, it was necessary to reduce the peak value of the human force when pulling the robot upward. We evaluated the proposed, conventional, and the case without control (no control’’) methods by simulations and experiments on actual machines. Hence, the proposed method reduces the human workload to about 75% of that of the conventional method and about 50% of that without control. The proposed method can also enable the machine climb upstairs at a velocity of 1 step/s, which is about three times faster than the conventional method.
本文提出了一种两轮机器人的控制方法,通过导纳控制的动力辅助控制,使两轮机器人能够在不增加人类负担的情况下在楼梯环境中负重。考虑到在楼梯环境中,机器人的升降动作会给人带来负担,因此有必要降低抬升机器人时人的力的峰值。我们通过在实际机器上的模拟和实验,评估了建议的、常规的和无控制的情况下的方法。因此,所提出的方法将人工工作量减少到常规方法的约75%和无控制方法的约50%。该方法还可以使机器以1步/秒的速度向上爬,比传统方法快3倍左右。
{"title":"Developing power-assisted two-wheeled luggage-carrying robot for stair-lifting using admittance control","authors":"Kazu Nagaya, T. Ohhira, H. Hashimoto","doi":"10.1109/icm54990.2023.10101928","DOIUrl":"https://doi.org/10.1109/icm54990.2023.10101928","url":null,"abstract":"We propose a control method for a two-wheeled robot that can carry a load in a staircase environment without increasing the burden on humans through power-assist control using admittance control. Considering that the motion of lifting the robot burdens a human in a staircase environment, it was necessary to reduce the peak value of the human force when pulling the robot upward. We evaluated the proposed, conventional, and the case without control (no control’’) methods by simulations and experiments on actual machines. Hence, the proposed method reduces the human workload to about 75% of that of the conventional method and about 50% of that without control. The proposed method can also enable the machine climb upstairs at a velocity of 1 step/s, which is about three times faster than the conventional method.","PeriodicalId":416176,"journal":{"name":"2023 IEEE International Conference on Mechatronics (ICM)","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122154182","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: 0
H∞ Control of the Furuta Pendulum with Backlash and Analysis of the Effect of Bounded-Disturbance 带隙古田摆的H∞控制及有界扰动影响分析
Pub Date : 2023-03-15 DOI: 10.1109/ICM54990.2023.10101944
Muneue Suwa, K. Hirata, Yukinori Nakamura
In this paper, we consider the $mathcal{H}_{infty}$ stabilization problem of the Furuta pendulum with backlash in the drive train and analyze the effect of fictitious bounded-disturbance approximately representing the nonlinearity. Based on the reachable set analysis of the disturbance with an $mathcal{L}_{2}$ constraint, a subset of the reachable region with $mathcal{L}_{infty}$ constraint is computed. By estimating its volume in the state space, the performance against the backlash nonlinearity is evaluated. The behaviour of the closed-loop system is verified through numerical simulations of the time response.
本文研究了传动系中带隙古田摆的$mathcal{H}_{infty}$镇定问题,并近似分析了虚拟有界扰动对非线性的影响。在对具有$mathcal{L}_{2}$约束的扰动进行可达集分析的基础上,计算出具有$mathcal{L}_{infty}$约束的可达区域的子集。通过估计其在状态空间中的体积,评估其抗间隙非线性的性能。通过时间响应的数值模拟验证了闭环系统的性能。
{"title":"H∞ Control of the Furuta Pendulum with Backlash and Analysis of the Effect of Bounded-Disturbance","authors":"Muneue Suwa, K. Hirata, Yukinori Nakamura","doi":"10.1109/ICM54990.2023.10101944","DOIUrl":"https://doi.org/10.1109/ICM54990.2023.10101944","url":null,"abstract":"In this paper, we consider the $mathcal{H}_{infty}$ stabilization problem of the Furuta pendulum with backlash in the drive train and analyze the effect of fictitious bounded-disturbance approximately representing the nonlinearity. Based on the reachable set analysis of the disturbance with an $mathcal{L}_{2}$ constraint, a subset of the reachable region with $mathcal{L}_{infty}$ constraint is computed. By estimating its volume in the state space, the performance against the backlash nonlinearity is evaluated. The behaviour of the closed-loop system is verified through numerical simulations of the time response.","PeriodicalId":416176,"journal":{"name":"2023 IEEE International Conference on Mechatronics (ICM)","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129724856","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: 0
Preliminary Study of Object Recognition by Converting Physical Responses to Images in Two Dimensions 将物理反应转换为二维图像的目标识别的初步研究
Pub Date : 2023-03-15 DOI: 10.1109/ICM54990.2023.10101938
Kazuki Yane, T. Nozaki
The use of robots is desired as a replacement for human labor. However, it is difficult for robots to respond flexibly to changes in objects and environments and perform tasks. Recently, many systems have been proposed that can flexibly respond to changes by generating robot motions using machine learning. Many machine learning methods use a camera to acquire environmental information, and feature extraction is performed using images acquired from the camera using CNN (Convolutional Neural Network), CAE (Convolutional Auto Encoder), or other methods. Many methods estimate the input values in the next step by inputting the image features, position data and reaction force data acquired from the robot together into the RNN (Recurrent Neural Network), etc. However, in most cases, the relationship between the image and robot data is learned without explicitly stating it. Therefore, in this paper, the data acquired from the robot is converted to images and used in combination with images from the camera to make the interaction between the robot and the environment explicit and to improve the estimation accuracy of NNs. In simulations, the proposed method was used to perform the task of discriminating the target of motion, and the high estimation accuracy was confirmed. In the future, we plan to use this method as input data for motion generation to generate motion according to the object.
人们希望使用机器人来代替人类劳动。然而,机器人很难对物体和环境的变化做出灵活的反应并执行任务。最近,人们提出了许多系统,通过使用机器学习产生机器人运动来灵活地响应变化。许多机器学习方法使用相机获取环境信息,并使用CNN(卷积神经网络),CAE(卷积自动编码器)或其他方法使用从相机获取的图像进行特征提取。许多方法通过将从机器人获取的图像特征、位置数据和反作用力数据一起输入到RNN (Recurrent Neural Network,递归神经网络)中来估计下一步的输入值。然而,在大多数情况下,图像和机器人数据之间的关系是在没有明确说明的情况下学习的。因此,本文将机器人采集到的数据转换成图像,并与摄像头采集到的图像结合使用,使机器人与环境的交互作用更加明确,提高了神经网络的估计精度。仿真结果表明,该方法具有较高的运动目标识别精度。在未来,我们计划使用这种方法作为运动生成的输入数据,根据对象来生成运动。
{"title":"Preliminary Study of Object Recognition by Converting Physical Responses to Images in Two Dimensions","authors":"Kazuki Yane, T. Nozaki","doi":"10.1109/ICM54990.2023.10101938","DOIUrl":"https://doi.org/10.1109/ICM54990.2023.10101938","url":null,"abstract":"The use of robots is desired as a replacement for human labor. However, it is difficult for robots to respond flexibly to changes in objects and environments and perform tasks. Recently, many systems have been proposed that can flexibly respond to changes by generating robot motions using machine learning. Many machine learning methods use a camera to acquire environmental information, and feature extraction is performed using images acquired from the camera using CNN (Convolutional Neural Network), CAE (Convolutional Auto Encoder), or other methods. Many methods estimate the input values in the next step by inputting the image features, position data and reaction force data acquired from the robot together into the RNN (Recurrent Neural Network), etc. However, in most cases, the relationship between the image and robot data is learned without explicitly stating it. Therefore, in this paper, the data acquired from the robot is converted to images and used in combination with images from the camera to make the interaction between the robot and the environment explicit and to improve the estimation accuracy of NNs. In simulations, the proposed method was used to perform the task of discriminating the target of motion, and the high estimation accuracy was confirmed. In the future, we plan to use this method as input data for motion generation to generate motion according to the object.","PeriodicalId":416176,"journal":{"name":"2023 IEEE International Conference on Mechatronics (ICM)","volume":"98 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126663796","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: 0
Control Architectures for Metamaterials in Vibration Control 振动控制中超材料的控制体系
Pub Date : 2023-03-15 DOI: 10.1109/ICM54990.2023.10101931
V. F. Buskes, M. Kaczmarek, J. C. Veenstra, C. Coulais, S. Hosseinnia
Metamaterials are artificial structures with properties that are rare or non-existent in nature. These properties are created by the geometry and interconnection of the metamaterial unit cells. In active metamaterials, sensors and actuators are embedded in each unit cell to achieve greater design freedom and tunability of properties after the fabrication. While active metamaterials have been used in vibration control applications, the influence of applied control architectures on damping performance has not been thoroughly studied yet. This paper discusses the relationship between suitable control architectures for increased damping in finite active metamaterials and the number of damped modes. A metamaterial beam consisting of links with measured and actuated joints is considered. Optimal controllers for each of the considered scenarios are designed in the modal domain using linear-quadratic regulator (LQR). We show that, when all modes of a structure should be damped, the optimal solution can be reduced to a decentralised controller. When modes in a smaller range of frequencies are targeted, distributed controllers show better performance. The results are confirmed with experiments.
超材料是一种人造结构,具有自然界中罕见或不存在的特性。这些特性是由超材料单元细胞的几何形状和互连产生的。在活性超材料中,传感器和致动器嵌入到每个单元中,以实现更大的设计自由度和制造后性能的可调性。虽然活性超材料已用于振动控制应用,但应用控制体系对阻尼性能的影响尚未得到深入研究。本文讨论了有限活性超材料中适当的增加阻尼控制体系与阻尼模态数目之间的关系。研究了一种由测量关节和驱动关节组成的超材料梁。采用线性二次型调节器(LQR)在模态域设计了每种情况下的最优控制器。我们表明,当结构的所有模态都需要阻尼时,最优解可以简化为分散控制器。当目标频率范围较小时,分布式控制器表现出更好的性能。实验结果证实了这一结论。
{"title":"Control Architectures for Metamaterials in Vibration Control","authors":"V. F. Buskes, M. Kaczmarek, J. C. Veenstra, C. Coulais, S. Hosseinnia","doi":"10.1109/ICM54990.2023.10101931","DOIUrl":"https://doi.org/10.1109/ICM54990.2023.10101931","url":null,"abstract":"Metamaterials are artificial structures with properties that are rare or non-existent in nature. These properties are created by the geometry and interconnection of the metamaterial unit cells. In active metamaterials, sensors and actuators are embedded in each unit cell to achieve greater design freedom and tunability of properties after the fabrication. While active metamaterials have been used in vibration control applications, the influence of applied control architectures on damping performance has not been thoroughly studied yet. This paper discusses the relationship between suitable control architectures for increased damping in finite active metamaterials and the number of damped modes. A metamaterial beam consisting of links with measured and actuated joints is considered. Optimal controllers for each of the considered scenarios are designed in the modal domain using linear-quadratic regulator (LQR). We show that, when all modes of a structure should be damped, the optimal solution can be reduced to a decentralised controller. When modes in a smaller range of frequencies are targeted, distributed controllers show better performance. The results are confirmed with experiments.","PeriodicalId":416176,"journal":{"name":"2023 IEEE International Conference on Mechatronics (ICM)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123832783","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: 0
Handheld Device Design for Robotic Teleoperation based on Multi-Sensor Fusion 基于多传感器融合的机器人遥操作手持设备设计
Pub Date : 2023-03-15 DOI: 10.1109/ICM54990.2023.10102054
Lingzi Xie, Darong Huang, Zhenyu Lu, Ning Wang, Chenguang Yang
Precise leader-follower control is critical for teleop- eration. This paper designs and implements a low-cost leader device for unilateral teleoperation scenario. Monocular vision based on fiducial markers and MEMS Inertial Measurement Unit (IMU) are utilized to constitute the pose sensing system of the handheld device. To increase the positioning output frequency and deal with the motion blur of the fiducial markers, the IMU data and vision message are fused by an Error State Kalman Filter (ESKF). An assembly experiment was carried out to verify the effectiveness of the proposed device and the feasibility of the fusion algorithm.
精确的领导者-追随者控制是远程操作的关键。本文设计并实现了一种低成本的单侧遥操作先导装置。利用基于基准标记的单目视觉和MEMS惯性测量单元(IMU)构成手持设备的位姿感知系统。为了提高定位输出频率和处理基准标记的运动模糊,采用误差状态卡尔曼滤波(ESKF)将IMU数据和视觉信息融合。通过装配实验验证了该装置的有效性和融合算法的可行性。
{"title":"Handheld Device Design for Robotic Teleoperation based on Multi-Sensor Fusion","authors":"Lingzi Xie, Darong Huang, Zhenyu Lu, Ning Wang, Chenguang Yang","doi":"10.1109/ICM54990.2023.10102054","DOIUrl":"https://doi.org/10.1109/ICM54990.2023.10102054","url":null,"abstract":"Precise leader-follower control is critical for teleop- eration. This paper designs and implements a low-cost leader device for unilateral teleoperation scenario. Monocular vision based on fiducial markers and MEMS Inertial Measurement Unit (IMU) are utilized to constitute the pose sensing system of the handheld device. To increase the positioning output frequency and deal with the motion blur of the fiducial markers, the IMU data and vision message are fused by an Error State Kalman Filter (ESKF). An assembly experiment was carried out to verify the effectiveness of the proposed device and the feasibility of the fusion algorithm.","PeriodicalId":416176,"journal":{"name":"2023 IEEE International Conference on Mechatronics (ICM)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123628515","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: 0
期刊
2023 IEEE International Conference on Mechatronics (ICM)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1