首页 > 最新文献

Mechatronic Systems and Control最新文献

英文 中文
PERFORMANCE OPTIMIZATION ANALYSIS FOR SHIP CENTRAL COOLING SYSTEM BASED ON VARIABLE FREQUENCY CONTROL 基于变频控制的船舶中央冷却系统性能优化分析
IF 0.6 Q4 Computer Science Pub Date : 2022-01-01 DOI: 10.2316/j.2022.201-0283
Jinyin Du∗, Yanming Xu∗
{"title":"PERFORMANCE OPTIMIZATION ANALYSIS FOR SHIP CENTRAL COOLING SYSTEM BASED ON VARIABLE FREQUENCY CONTROL","authors":"Jinyin Du∗, Yanming Xu∗","doi":"10.2316/j.2022.201-0283","DOIUrl":"https://doi.org/10.2316/j.2022.201-0283","url":null,"abstract":"","PeriodicalId":41412,"journal":{"name":"Mechatronic Systems and Control","volume":null,"pages":null},"PeriodicalIF":0.6,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74002878","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
LSTM-ATTENTION TEXT CLASSIFICATION METHOD COMBINED WITH KEY INFORMATION 结合关键信息的lstm -注意文本分类方法
IF 0.6 Q4 Computer Science Pub Date : 2022-01-01 DOI: 10.2316/j.2022.201-0331
Jinbao Yang, Min Ma, Yu Fu, Yanhong Gu
{"title":"LSTM-ATTENTION TEXT CLASSIFICATION METHOD COMBINED WITH KEY INFORMATION","authors":"Jinbao Yang, Min Ma, Yu Fu, Yanhong Gu","doi":"10.2316/j.2022.201-0331","DOIUrl":"https://doi.org/10.2316/j.2022.201-0331","url":null,"abstract":"","PeriodicalId":41412,"journal":{"name":"Mechatronic Systems and Control","volume":null,"pages":null},"PeriodicalIF":0.6,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77091183","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 DESIGN FOR CONTINUOUSLY VARIABLE TRANSMISSION CONSISTING OF LINKS, CRANKS, CAMS, AND FREEWHEELS 由连杆、曲柄、凸轮和自由轮组成的无级变速传动设计
IF 0.6 Q4 Computer Science Pub Date : 2022-01-01 DOI: 10.2316/j.2022.201-0287
Toshihiro Yukawa∗
{"title":"A DESIGN FOR CONTINUOUSLY VARIABLE TRANSMISSION CONSISTING OF LINKS, CRANKS, CAMS, AND FREEWHEELS","authors":"Toshihiro Yukawa∗","doi":"10.2316/j.2022.201-0287","DOIUrl":"https://doi.org/10.2316/j.2022.201-0287","url":null,"abstract":"","PeriodicalId":41412,"journal":{"name":"Mechatronic Systems and Control","volume":null,"pages":null},"PeriodicalIF":0.6,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88511830","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
INTELLIGENT VEHICLE CONTROL SYSTEM BASED ON CLOUD COMPUTING AND INTERNET OF THINGS 基于云计算和物联网的智能车辆控制系统
IF 0.6 Q4 Computer Science Pub Date : 2021-01-01 DOI: 10.2316/j.2021.201-0207
Guangjian Shao∗
{"title":"INTELLIGENT VEHICLE CONTROL SYSTEM BASED ON CLOUD COMPUTING AND INTERNET OF THINGS","authors":"Guangjian Shao∗","doi":"10.2316/j.2021.201-0207","DOIUrl":"https://doi.org/10.2316/j.2021.201-0207","url":null,"abstract":"","PeriodicalId":41412,"journal":{"name":"Mechatronic Systems and Control","volume":null,"pages":null},"PeriodicalIF":0.6,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76146045","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
The Effects of Trailer Towing on the Dynamics of a Lane-Keeping Controller 拖车拖曳对车道保持控制器动力学的影响
IF 0.6 Q4 Computer Science Pub Date : 2020-10-05 DOI: 10.1115/DSCC2020-3141
Illés Vörös, D. Takács
The main question this paper aims to address is whether a lane-keeping controller can serve as a safety feature in order to increase handling and stability of car-trailer combinations. The derivation of a nonholonomic car-trailer model is provided and its open-loop stability is analyzed. A look-ahead based lane-keeping controller is applied to the system, and a comparison is made between the closed-loop stability of an individual car and a car-trailer setup. The critical speed of the vehicle combination is shown as a function of various trailer parameters, with and without the lane-keeping controller enabled. A modified version of the controller is also tested, utilizing feedback of the trailer states. This ensures that the trailer is also kept at the center of the lane, but no improvement was found in terms of stable trailer configurations.
本文旨在解决的主要问题是车道保持控制器是否可以作为一种安全功能,以增加汽车-拖车组合的操控性和稳定性。给出了一种非完整汽车挂车模型的推导,并对其开环稳定性进行了分析。将基于前视的车道保持控制器应用到系统中,并将单个车辆的闭环稳定性与汽车挂车的闭环稳定性进行了比较。在启用和不启用车道保持控制器的情况下,车辆组合的临界速度显示为各种拖车参数的函数。控制器的修改版本也被测试,利用拖车状态的反馈。这确保了拖车也保持在车道的中心,但在稳定的拖车配置方面没有发现改善。
{"title":"The Effects of Trailer Towing on the Dynamics of a Lane-Keeping Controller","authors":"Illés Vörös, D. Takács","doi":"10.1115/DSCC2020-3141","DOIUrl":"https://doi.org/10.1115/DSCC2020-3141","url":null,"abstract":"\u0000 The main question this paper aims to address is whether a lane-keeping controller can serve as a safety feature in order to increase handling and stability of car-trailer combinations. The derivation of a nonholonomic car-trailer model is provided and its open-loop stability is analyzed. A look-ahead based lane-keeping controller is applied to the system, and a comparison is made between the closed-loop stability of an individual car and a car-trailer setup. The critical speed of the vehicle combination is shown as a function of various trailer parameters, with and without the lane-keeping controller enabled. A modified version of the controller is also tested, utilizing feedback of the trailer states. This ensures that the trailer is also kept at the center of the lane, but no improvement was found in terms of stable trailer configurations.","PeriodicalId":41412,"journal":{"name":"Mechatronic Systems and Control","volume":null,"pages":null},"PeriodicalIF":0.6,"publicationDate":"2020-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74946658","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
Uncertainty and Disturbance Estimator-Based Robust Region Tracking Control for Multiple Quadrotors 基于不确定性和干扰估计的多四旋翼鲁棒区域跟踪控制
IF 0.6 Q4 Computer Science Pub Date : 2020-10-05 DOI: 10.1115/DSCC2020-3308
Qi Lu, B. Ren, Yuan-dong Ji
In this paper, the decentralized uncertainty and disturbance estimator (UDE)-based robust region reaching controller is developed to drive a swarm of quadrotors with the full degrees-of-freedom, nonlinear, coupled and underactuated dynamics to track the trajectory of a moving target region while avoiding collisions among themselves. The backstepping technique is utilized to seamlessly fuse the UDE into the region reaching control framework with the function of estimating and compensating the model uncertainties and external disturbances. Simulation studies are carried out to demonstrate the effectiveness of the proposed method for achieving the moving target trajectory tracking even in the presence of external disturbances.
本文提出了一种基于分散不确定性和扰动估计(UDE)的鲁棒区域到达控制器,用于驱动一群具有全自由度、非线性、耦合和欠驱动的四旋翼飞行器在运动目标区域内跟踪轨迹,同时避免它们之间的碰撞。利用反演技术,将仿真模型无缝融合到具有估计和补偿模型不确定性和外部干扰功能的区域到达控制框架中。仿真研究表明,该方法在存在外界干扰的情况下仍能有效地实现运动目标的轨迹跟踪。
{"title":"Uncertainty and Disturbance Estimator-Based Robust Region Tracking Control for Multiple Quadrotors","authors":"Qi Lu, B. Ren, Yuan-dong Ji","doi":"10.1115/DSCC2020-3308","DOIUrl":"https://doi.org/10.1115/DSCC2020-3308","url":null,"abstract":"\u0000 In this paper, the decentralized uncertainty and disturbance estimator (UDE)-based robust region reaching controller is developed to drive a swarm of quadrotors with the full degrees-of-freedom, nonlinear, coupled and underactuated dynamics to track the trajectory of a moving target region while avoiding collisions among themselves. The backstepping technique is utilized to seamlessly fuse the UDE into the region reaching control framework with the function of estimating and compensating the model uncertainties and external disturbances. Simulation studies are carried out to demonstrate the effectiveness of the proposed method for achieving the moving target trajectory tracking even in the presence of external disturbances.","PeriodicalId":41412,"journal":{"name":"Mechatronic Systems and Control","volume":null,"pages":null},"PeriodicalIF":0.6,"publicationDate":"2020-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88535080","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
Effect of Electromechanical Coupling on Locally Resonant Metastructures for Simultaneous Energy Harvesting and Vibration Attenuation Applications 机电耦合对能量收集和减振同时应用的局部共振元结构的影响
IF 0.6 Q4 Computer Science Pub Date : 2020-10-05 DOI: 10.1115/DSCC2020-3176
M. Bukhari, Feng Qian, O. Barry, L. Zuo
The study of simultaneous energy harvesting and vibration attenuation has recently been the focus in many acoustic meta-materials investigations. The studies have reported the possibility of harvesting electric power using electromechanical coupling; however, the effect of the electromechanical resonator on the obtained bandgap’s boundaries has not been explored yet. In this paper, we investigate metamaterial coupled to electromechanical resonators to demonstrate the effect of electromechanical coupling on the wave propagation analytically and experimentally. The electromechanical resonator is shunted to an external load resistor to harvest energy. We derive the analytical dispersion curve of the system and show the band structure for different load resistors and electromechanical coupling coefficients. To verify the analytical dispersion relations, we also simulate the system numerically. Furthermore, experiment is carried out to validate the analytical observations. The obtained observations can guide designers in selecting electromechanical resonator parameters for effective energy harvesting from meta-materials.
同时能量收集和振动衰减的研究是近年来许多声学超材料研究的焦点。这些研究报告了利用机电耦合收集电力的可能性;然而,机电谐振器对得到的带隙边界的影响还没有研究。本文研究了与机电谐振器耦合的超材料,通过分析和实验证明了机电耦合对波传播的影响。机电谐振器被分流到外部负载电阻以收集能量。我们推导了系统的解析色散曲线,并给出了不同负载电阻和机电耦合系数下的带结构。为了验证解析的色散关系,我们还对系统进行了数值模拟。并进行了实验验证。所获得的观察结果可以指导设计人员选择机电谐振器参数,以有效地从超材料中收集能量。
{"title":"Effect of Electromechanical Coupling on Locally Resonant Metastructures for Simultaneous Energy Harvesting and Vibration Attenuation Applications","authors":"M. Bukhari, Feng Qian, O. Barry, L. Zuo","doi":"10.1115/DSCC2020-3176","DOIUrl":"https://doi.org/10.1115/DSCC2020-3176","url":null,"abstract":"\u0000 The study of simultaneous energy harvesting and vibration attenuation has recently been the focus in many acoustic meta-materials investigations. The studies have reported the possibility of harvesting electric power using electromechanical coupling; however, the effect of the electromechanical resonator on the obtained bandgap’s boundaries has not been explored yet. In this paper, we investigate metamaterial coupled to electromechanical resonators to demonstrate the effect of electromechanical coupling on the wave propagation analytically and experimentally. The electromechanical resonator is shunted to an external load resistor to harvest energy. We derive the analytical dispersion curve of the system and show the band structure for different load resistors and electromechanical coupling coefficients. To verify the analytical dispersion relations, we also simulate the system numerically. Furthermore, experiment is carried out to validate the analytical observations. The obtained observations can guide designers in selecting electromechanical resonator parameters for effective energy harvesting from meta-materials.","PeriodicalId":41412,"journal":{"name":"Mechatronic Systems and Control","volume":null,"pages":null},"PeriodicalIF":0.6,"publicationDate":"2020-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83575477","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
Speed Trajectory Generation for Energy-Efficient Connected and Automated Vehicles 节能网联和自动驾驶车辆的速度轨迹生成
IF 0.6 Q4 Computer Science Pub Date : 2020-10-05 DOI: 10.1115/DSCC2020-3148
Lung En Jan, Junfeng Zhao, Shunsuke Aoki, Anand Bhat, Chen-Fang Chang, R. Rajkumar
Connected and automated vehicles (CAVs) have real-time knowledge of the immediate driving environment, actions to be taken in the near future and information from the cloud. This knowledge, referred to as preview information, enables CAVs to drive safely, but can also be used to minimize fuel consumption. Such fuel-efficient transportation has the potential to reduce aggregate fuel consumption by billions of gallons of gas every year in the U.S. alone. In this paper, we propose a planning framework for use in CAVs with the goal of generating fuel-efficient vehicle trajectories. By utilizing on-board sensor data and vehicle-to-infrastructure (V2I) communications, we leverage the computational power of CAVs to generate eco-friendly vehicle trajectories. The planner uses an eco-driver model and a predictive cost-based search to determine the optimal speed profile for use by a CAV. To evaluate the performance of the planner, we introduce a co-simulation environment consisting of a CAV simulator, Matlab/Simulink and a CAV software platform called the InfoRich Eco-Autonomous Driving (iREAD) system. The planner is evaluated in various urban traffic scenarios based on real-world road network models provided by the National Renewable Energy Laboratory (NREL). Simulations show an average savings of 14.5% in fuel consumption with a corresponding increase of 2% in travel time using our method.
联网和自动驾驶汽车(cav)可以实时了解当前的驾驶环境、在不久的将来要采取的行动以及来自云的信息。这些信息被称为预览信息,可以使自动驾驶汽车安全驾驶,但也可以用来最大限度地减少燃料消耗。仅在美国,这种省油的交通工具每年就有可能减少数十亿加仑的总燃料消耗。在本文中,我们提出了一个用于自动驾驶汽车的规划框架,其目标是生成节能的车辆轨迹。通过利用车载传感器数据和车辆对基础设施(V2I)通信,我们利用自动驾驶汽车的计算能力来生成环保的车辆轨迹。规划器使用生态驱动模型和基于预测成本的搜索来确定CAV使用的最佳速度剖面。为了评估规划器的性能,我们引入了一个由CAV模拟器、Matlab/Simulink和CAV软件平台(称为inrich生态自动驾驶(iREAD)系统)组成的联合仿真环境。该规划器基于国家可再生能源实验室(NREL)提供的现实世界道路网络模型,在各种城市交通场景中进行评估。模拟表明,使用我们的方法,平均节省14.5%的燃料消耗,相应增加2%的旅行时间。
{"title":"Speed Trajectory Generation for Energy-Efficient Connected and Automated Vehicles","authors":"Lung En Jan, Junfeng Zhao, Shunsuke Aoki, Anand Bhat, Chen-Fang Chang, R. Rajkumar","doi":"10.1115/DSCC2020-3148","DOIUrl":"https://doi.org/10.1115/DSCC2020-3148","url":null,"abstract":"\u0000 Connected and automated vehicles (CAVs) have real-time knowledge of the immediate driving environment, actions to be taken in the near future and information from the cloud. This knowledge, referred to as preview information, enables CAVs to drive safely, but can also be used to minimize fuel consumption. Such fuel-efficient transportation has the potential to reduce aggregate fuel consumption by billions of gallons of gas every year in the U.S. alone. In this paper, we propose a planning framework for use in CAVs with the goal of generating fuel-efficient vehicle trajectories. By utilizing on-board sensor data and vehicle-to-infrastructure (V2I) communications, we leverage the computational power of CAVs to generate eco-friendly vehicle trajectories. The planner uses an eco-driver model and a predictive cost-based search to determine the optimal speed profile for use by a CAV. To evaluate the performance of the planner, we introduce a co-simulation environment consisting of a CAV simulator, Matlab/Simulink and a CAV software platform called the InfoRich Eco-Autonomous Driving (iREAD) system. The planner is evaluated in various urban traffic scenarios based on real-world road network models provided by the National Renewable Energy Laboratory (NREL). Simulations show an average savings of 14.5% in fuel consumption with a corresponding increase of 2% in travel time using our method.","PeriodicalId":41412,"journal":{"name":"Mechatronic Systems and Control","volume":null,"pages":null},"PeriodicalIF":0.6,"publicationDate":"2020-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88346896","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: 5
Effect of Additional Weight on Human Squat Exercise Stability: Ground Reaction Forces and Centers of Pressure 额外重量对人体深蹲运动稳定性的影响:地面反作用力和压力中心
IF 0.6 Q4 Computer Science Pub Date : 2020-10-05 DOI: 10.1115/DSCC2020-3216
J. Galarza, D. Caruntu
The main focus of this work is to investigate the effect of weight on the stability of human squat exercise. The squat exercise is a common daily activity. Experiments are conducted using one human subject. A VICON motion analysis system integrated with Force Plates is utilized for these experiments. An experimental protocol is developed and followed. This work analyzes the time series of the normal component of the ground reaction forces and each coordinate of the center of pressure. These time series are used to estimate the Lyapunov Exponents using Rosenstein method. MATLAB software package is used for this investigation. The results of this work are compared with results from literature. Present work gives more information relating the safety of the squat exercise when adding additional weight. One can see that the effect of additional weight on stability depends on its value. In the cases of small and moderate additional weight the stability is the same or increases, while for the largest additional weight the investigated stability decreases.
本研究的重点是研究重量对人体深蹲运动稳定性的影响。深蹲运动是一项常见的日常活动。实验是在一个人身上进行的。实验采用了一个集成了力板的VICON运动分析系统。制定并遵循实验方案。本文分析了地面反力法向分量和压力中心各坐标的时间序列。利用这些时间序列利用Rosenstein方法估计Lyapunov指数。本研究采用MATLAB软件包。本工作的结果与文献的结果进行了比较。目前的工作提供了更多关于增加额外重量时深蹲运动安全性的信息。可以看出,附加重量对稳定性的影响取决于它的值。在较小和中等附加重量的情况下,稳定性相同或增加,而在最大附加重量的情况下,稳定性下降。
{"title":"Effect of Additional Weight on Human Squat Exercise Stability: Ground Reaction Forces and Centers of Pressure","authors":"J. Galarza, D. Caruntu","doi":"10.1115/DSCC2020-3216","DOIUrl":"https://doi.org/10.1115/DSCC2020-3216","url":null,"abstract":"\u0000 The main focus of this work is to investigate the effect of weight on the stability of human squat exercise. The squat exercise is a common daily activity. Experiments are conducted using one human subject. A VICON motion analysis system integrated with Force Plates is utilized for these experiments. An experimental protocol is developed and followed. This work analyzes the time series of the normal component of the ground reaction forces and each coordinate of the center of pressure. These time series are used to estimate the Lyapunov Exponents using Rosenstein method. MATLAB software package is used for this investigation. The results of this work are compared with results from literature. Present work gives more information relating the safety of the squat exercise when adding additional weight. One can see that the effect of additional weight on stability depends on its value. In the cases of small and moderate additional weight the stability is the same or increases, while for the largest additional weight the investigated stability decreases.","PeriodicalId":41412,"journal":{"name":"Mechatronic Systems and Control","volume":null,"pages":null},"PeriodicalIF":0.6,"publicationDate":"2020-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76505606","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
Physics Based Multi-Fidelity Data Fusion for Efficient Characterization of Mode Shape Variation Under Uncertainties 基于物理的多保真度数据融合在不确定条件下有效表征模态振型变化
IF 0.6 Q4 Computer Science Pub Date : 2020-10-05 DOI: 10.1115/DSCC2020-3199
K. Zhou, J. Tang
Efficient prediction of mode shape variation under uncertainties is important for design and control. While Monte Carlo simulation (MCS) is straightforward, it is computationally expensive and not feasible for complex structures with high dimensionalities. To address this issue, in this study we develop a multi-fidelity data fusion approach with an enhanced Gaussian process (GP) architecture to evaluate mode shape variation. Since the process to acquire high-fidelity data from full-scale physical model usually is costly, we involve an order-reduced model to rapidly generate a relatively large amount of low-fidelity data. Combining these with a small amount of high-fidelity data altogether, we can establish a Gaussian process meta-model and use it for efficient model shape prediction. This enhanced meta-model allows one to capture the intrinsic correlation of model shape amplitudes at different locations by incorporating a multi-response strategy. Comprehensive case studies are performed for methodology validation.
在不确定条件下有效预测模态振型变化对设计和控制具有重要意义。蒙特卡罗模拟(MCS)方法简单,但计算成本高,对于高维复杂结构不可行。为了解决这个问题,在本研究中,我们开发了一种具有增强高斯过程(GP)架构的多保真度数据融合方法来评估模态振型变化。由于从全尺寸物理模型中获取高保真度数据的过程通常是昂贵的,因此我们采用降阶模型来快速生成相对大量的低保真度数据。将这些数据与少量高保真度数据相结合,我们可以建立一个高斯过程元模型,并将其用于有效的模型形状预测。这种增强的元模型允许人们通过结合多响应策略来捕获不同位置模型形状振幅的内在相关性。全面的案例研究进行了方法学验证。
{"title":"Physics Based Multi-Fidelity Data Fusion for Efficient Characterization of Mode Shape Variation Under Uncertainties","authors":"K. Zhou, J. Tang","doi":"10.1115/DSCC2020-3199","DOIUrl":"https://doi.org/10.1115/DSCC2020-3199","url":null,"abstract":"\u0000 Efficient prediction of mode shape variation under uncertainties is important for design and control. While Monte Carlo simulation (MCS) is straightforward, it is computationally expensive and not feasible for complex structures with high dimensionalities. To address this issue, in this study we develop a multi-fidelity data fusion approach with an enhanced Gaussian process (GP) architecture to evaluate mode shape variation. Since the process to acquire high-fidelity data from full-scale physical model usually is costly, we involve an order-reduced model to rapidly generate a relatively large amount of low-fidelity data. Combining these with a small amount of high-fidelity data altogether, we can establish a Gaussian process meta-model and use it for efficient model shape prediction. This enhanced meta-model allows one to capture the intrinsic correlation of model shape amplitudes at different locations by incorporating a multi-response strategy. Comprehensive case studies are performed for methodology validation.","PeriodicalId":41412,"journal":{"name":"Mechatronic Systems and Control","volume":null,"pages":null},"PeriodicalIF":0.6,"publicationDate":"2020-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80437371","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
Mechatronic Systems and Control
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