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Innovative Application of Emerging Sensing Technologies in Mechatronics Systems
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作者 Jianming Feng 《Journal of Electronic Research and Application》 2025年第4期229-234,共6页
With the rapid development of science and technology,new sensing technology has been used increasingly in mechatronics system,for the system of intelligent,automation and efficiency,provide strong support.Emerging sen... With the rapid development of science and technology,new sensing technology has been used increasingly in mechatronics system,for the system of intelligent,automation and efficiency,provide strong support.Emerging sensor technology in electromechanical integration system of innovative applications not only promote the system of intelligent upgrade,also for its wide application in the field of multiple provides a strong support,and along with the advance of technology and application scenario development,emerging sensor technology in electromechanical integration system to play a more important role.In this regard,this paper first expounds the overview of emerging sensing technology,then analyzes the innovation and integration of emerging sensing technology and mechatronics system,and finally further explores the practical application of emerging sensing technology in mechatronics system,in order to provide some reference for relevant researchers. 展开更多
关键词 Emerging sensing technology mechatronics system Innovative application
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Research on information technology of state monitoring and fault prediction for mechatronics system 被引量:1
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作者 Xu Xiaoli Zuo Yunbo +2 位作者 Meng Lingxia Zhao Xiwei Liu Xiuli 《仪器仪表学报》 EI CAS CSCD 北大核心 2016年第S1期139-145,共7页
The safety and reliability of mechatronics systems,particularly the high-end,large and key mechatronics equipment in service,can strongly influence on production efficiency,personnel safety,resources and environment.B... The safety and reliability of mechatronics systems,particularly the high-end,large and key mechatronics equipment in service,can strongly influence on production efficiency,personnel safety,resources and environment.Based on the demands of development of modern industries and technologies such as international industry 4.0,Made-in-China 2025 and Internet + and so on,this paper started from revealing the regularity of evolution of running state of equipment and the methods of signal processing of low signal noise ratio,proposed the key information technology of state monitoring and earlyfault-warning for equipment,put forward the typical technical line and major technical content,introduced the application of the technology to realize modern predictive maintenance of equipment and introduced the development of relevant safety monitoring instruments.The technology will play an important role in ensuring the safety of equipment in service,preventing accidents and realizing scientific maintenance. 展开更多
关键词 mechatronics system information technology state monitoring fault prediction
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Application of Intelligent Control in Mine Mechatronics System
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作者 PAN Chao 《外文科技期刊数据库(文摘版)工程技术》 2021年第3期268-272,共5页
Intelligent control technology, because can realize unmanned control operation, so use their own intelligent system to control and operate the corresponding equipment, so that it complete the corresponding action. The... Intelligent control technology, because can realize unmanned control operation, so use their own intelligent system to control and operate the corresponding equipment, so that it complete the corresponding action. The theory of intelligent control was put forward many years ago, but due to the limitation of the technical level, it could not be realized. With the rapid development of science and technology, intelligent control technology has been effectively promoted and applied in many fields. Especially in the mining enterprise application is more outstanding. Intelligent control technology can realize the integrated management of all kinds of machinery and equipment, and effectively improve the quality and efficiency of mineral production. At the same time can also ensure the safety of operators. 展开更多
关键词 intelligent control mechatronics system mining engineering equipment life use efficiency
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Discussion on Intelligent Control and its Application in Mechatronics System
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作者 ZHANG Feng CHEN Peng 《外文科技期刊数据库(文摘版)工程技术》 2021年第5期146-149,共6页
With the progress of production technology in China, intelligent control technology will become the most widely used control technology in mechatronics. The wide application of intelligent control technology in our da... With the progress of production technology in China, intelligent control technology will become the most widely used control technology in mechatronics. The wide application of intelligent control technology in our daily production and life has played a huge role in promoting social development and industry upgrading. It has solved various difficulties encountered in work and production, effectively improved work efficiency, and promoted the development of China's economy. In the near future, the continuous upgrading of intelligent control technology will be applied to all walks of life, and make great contributions to accelerating the rapid development of China’s economy. 展开更多
关键词 INTELLIGENCE CONTROL mechatronics
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Discussion on the Application of Mechatronics System in Mechanical Engineering
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作者 ZENGMingxing 《外文科技期刊数据库(文摘版)工程技术》 2022年第8期088-091,共4页
At present, the rapid development of science and technology has promoted the continuous progress of machinery industry. As an important foundation of industrial development, mechanical engineering can play a very good... At present, the rapid development of science and technology has promoted the continuous progress of machinery industry. As an important foundation of industrial development, mechanical engineering can play a very good role by integrating into mechatronics system. As an important system mode, mechatronics system plays an important role in many fields of mechanical engineering. This paper firstly discusses the meaning and application of mechatronics, then analyzes the importance of applying mechatronics in mechanical engineering, and finally focuses on the specific application of mechatronics in mechanical engineering, hoping to promote the continuous progress and development of mechatronics. 展开更多
关键词 mechatronics mechanical engineering system application
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Piezo-actuated smart mechatronic systems for extreme scenarios 被引量:1
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作者 Zhongxiang Yuan Shuliu Zhou +7 位作者 Cailin Hong Ziyu Xiao Zhengguang Zhang Xuedong Chen Lizhan Zeng Jiulin Wu Yunlong Wang Xiaoqing Li 《International Journal of Extreme Manufacturing》 2025年第2期72-119,共48页
Precision actuation is a foundational technology in high-end equipment domains,where stroke,velocity,and accuracy are critical for processing and/or detection quality,precision in spacecraft flight trajectories,and ac... Precision actuation is a foundational technology in high-end equipment domains,where stroke,velocity,and accuracy are critical for processing and/or detection quality,precision in spacecraft flight trajectories,and accuracy in weapon system strikes.Piezoelectric actuators(PEAs),known for their nanometer-level precision,flexible stroke,resistance to electromagnetic interference,and scalable structure,have been widely adopted across various fields.Therefore,this study focuses on extreme scenarios involving ultra-high precision(micrometer and beyond),minuscule scales,and highly complex operational conditions.It provides a comprehensive overview of the types,working principles,advantages,and disadvantages of PEAs,along with their potential applications in piezo-actuated smart mechatronic systems(PSMSs).To address the demands of extreme scenarios in high-end equipment fields,we have identified five representative application areas:positioning and alignment,biomedical device configuration,advanced manufacturing and processing,vibration mitigation,micro robot system.Each area is further divided into specific subcategories,where we explore the underlying relationships,mechanisms,representative schemes,and characteristics.Finally,we discuss the challenges and future development trends related to PEAs and PSMSs.This work aims to showcase the latest advancements in the application of PEAs and provide valuable guidance for researchers in this field. 展开更多
关键词 piezoelectric actuator nanopositioning system high-end equipment extreme scenarios piezo-actuated smart mechatronic system
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The Application of PLC in Mechatronics Production System
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作者 LIUPei 《外文科技期刊数据库(文摘版)工程技术》 2022年第6期213-216,共4页
Through the integration with PLC technology, the stability of the mechatronics production system in the use process is guaranteed. By using the API, better system control can be achieved, resulting in a more complete ... Through the integration with PLC technology, the stability of the mechatronics production system in the use process is guaranteed. By using the API, better system control can be achieved, resulting in a more complete logical system. It effectively improves the stability of the system. Therefore, in the use of mechatronics production system, more and more enterprises begin to apply the PLC technology effectively, through the PLC technology to control the production process of PLC technology, to ensure that the system operation is more safe and stable. The function of the mechatronics engineering production system itself is even simpler and more complex than that of the PLC technology. On this basis, it is necessary to apply the PLC technology in the daily production, in order to improve the automation characteristics of the electromechanical technology more effectively. 展开更多
关键词 PLC mechatronics production system application strategy
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Edge computing aileron mechatronics using antiphase hysteresis Schmitt trigger for fast flutter suppression
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作者 Tangwen Yin Dan Huang Xiaochun Zhang 《Control Theory and Technology》 2025年第1期153-160,共8页
An aileron is a crucial control surface for rolling.Any jitter or shaking caused by the aileron mechatronics could have catastrophic consequences for the aircraft’s stability,maneuverability,safety,and lifespan.This ... An aileron is a crucial control surface for rolling.Any jitter or shaking caused by the aileron mechatronics could have catastrophic consequences for the aircraft’s stability,maneuverability,safety,and lifespan.This paper presents a robust solution in the form of a fast flutter suppression digital control logic of edge computing aileron mechatronics(ECAM).We have effectively eliminated passive and active oscillating response biases by integrating nonlinear functional parameters and an antiphase hysteresis Schmitt trigger.Our findings demonstrate that self-tuning nonlinear parameters can optimize stability,robustness,and accuracy.At the same time,the antiphase hysteresis Schmitt trigger effectively rejects flutters without the need for collaborative navigation and guidance.Our hardware-in-the-loop simulation results confirm that this approach can eliminate aircraft jitter and shaking while ensuring expected stability and maneuverability.In conclusion,this nonlinear aileron mechatronics with a Schmitt positive feedback mechanism is a highly effective solution for distributed flight control and active flutter rejection. 展开更多
关键词 AILERON Edge computing Flutter suppression mechatronics Nonlinear hysteresis control Positive feedback
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Mechanical Design and Control Measures in Smart Home Systems
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作者 Zhe Lin Xiaoming Sun +1 位作者 Fuqiang Li Nan Sheng 《Journal of Electronic Research and Application》 2025年第6期59-64,共6页
This paper focuses on the study of mechanical design and control measures in smart home systems.First of all,it elaborates on the theoretical foundation of mechatronics technology,including its multidisciplinary integ... This paper focuses on the study of mechanical design and control measures in smart home systems.First of all,it elaborates on the theoretical foundation of mechatronics technology,including its multidisciplinary integration characteristics,system design principles,and constituent elements.It then reviews the research progress in this field,followed by a detailed analysis of mechatronics design in systems such as smart lighting and smart security,as well as the application of control algorithms and communication protocols in smart homes.Finally,it discusses challenges such as system compatibility and data security risks,proposing corresponding solutions to provide theoretical and practical references for the development of smart home systems. 展开更多
关键词 Smart home system mechatronics DESIGN Control measures Development trends
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Efficient Control of Mechatronic Systems Enabled by Generative AI for Single-Chip Microcomputers
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作者 Hang Xu Yao Mai 《Journal of Electronic Research and Application》 2025年第6期35-40,共6页
In recent years,research on industrial innovation and development has primarily focused on industrial automation and intelligent manufacturing.Within the field of integrating mechatronics and intelligent control,analy... In recent years,research on industrial innovation and development has primarily focused on industrial automation and intelligent manufacturing.Within the field of integrating mechatronics and intelligent control,analyzing the efficient control of mechatronic systems enabled by generative AI for single-chip microcomputers can further highlight the value and significance of promoting AI technology applications.This paper examines the technical characteristics of generative AI in data generation,multimodal fusion,and dynamic adaptation,proposing lightweight model deployment strategies that compress large generative models to a range compatible with single-chip microcomputers,ensuring local real-time inference capabilities.It constructs an edge intelligent control architecture,enabling generative AI to directly participate in decision-making instruction generation,forming a new working system of perception,decision-making,and execution.Additionally,it designs a collaborative optimization training mechanism that leverages federated learning to overcome single-machine data limitations and enhance model generalization performance.At the application level,an intelligent fault prediction system is developed for early identification of equipment anomalies,an adaptive parameter optimization module is constructed for dynamically adjusting control strategies,and a multi-device collaborative scheduling engine is established to optimize production processes,providing technical support for embedded intelligent control in Industry 4.0 scenarios. 展开更多
关键词 Generative AI Single-chip microcomputer Mechatronic system Efficient control
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Reinforcement Learning in Mechatronic Systems: A Case Study on DC Motor Control
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作者 Alexander Nüßgen Alexander Lerch +5 位作者 René Degen Marcus Irmer Martin de Fries Fabian Richter Cecilia Boström Margot Ruschitzka 《Circuits and Systems》 2025年第1期1-24,共24页
The integration of artificial intelligence into the development and production of mechatronic products offers a substantial opportunity to enhance efficiency, adaptability, and system performance. This paper examines ... The integration of artificial intelligence into the development and production of mechatronic products offers a substantial opportunity to enhance efficiency, adaptability, and system performance. This paper examines the utilization of reinforcement learning as a control strategy, with a particular focus on its deployment in pivotal stages of the product development lifecycle, specifically between system architecture and system integration and verification. A controller based on reinforcement learning was developed and evaluated in comparison to traditional proportional-integral controllers in dynamic and fault-prone environments. The results illustrate the superior adaptability, stability, and optimization potential of the reinforcement learning approach, particularly in addressing dynamic disturbances and ensuring robust performance. The study illustrates how reinforcement learning can facilitate the transition from conceptual design to implementation by automating optimization processes, enabling interface automation, and enhancing system-level testing. Based on the aforementioned findings, this paper presents future directions for research, which include the integration of domain-specific knowledge into the reinforcement learning process and the validation of this process in real-world environments. The results underscore the potential of artificial intelligence-driven methodologies to revolutionize the design and deployment of intelligent mechatronic systems. 展开更多
关键词 Artificial Intelligence in Product Development Mechatronic systems Reinforcement Learning for Control system Integration and Verification Adaptive Optimization Processes Knowledge-Based Engineering
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Adaptive fault-tolerant control of high-speed maglev train suspension system with partial actuator failure: design and experiments 被引量:4
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作者 Yougang SUN Fengxing LI +2 位作者 Guobin LIN Junqi XU Zhenyu HE 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2023年第3期272-283,共12页
High-speed maglev trains will play an important role in the high-speed transportation system in the near future.However,under the conditions of strong magnetic fields and continuous operation,the actuators of the high... High-speed maglev trains will play an important role in the high-speed transportation system in the near future.However,under the conditions of strong magnetic fields and continuous operation,the actuators of the high-speed maglev train suspension system are prone to lose partial effectiveness,which makes the suspension control problem challenging.In addition,most existing fault-tolerant control(FTC)methods for suspension systems require linearization around the equilibrium points during the controller design or stability analysis.Therefore,from a practical perspective,this study presents a novel nonlinear FTC strategy with adaptive compensation for high-speed maglev train suspension systems.First,a nonlinear dynamic model of the suspension system based on join-structure is established and the actuator failures are described.Then,a nonlinear fault-tolerant suspension control law with an adaptive update law is designed to achieve stable suspension against partial actuator failure.The Lyapunov theory and extended Barbalat lemma are utilized to rigorously prove the closed-loop asymptotic stability even if there is partial actuator failure,without any approximation to the original nonlinear dynamics.Finally,hardware experimental results are included to demonstrate the effectiveness of the proposed approach. 展开更多
关键词 High-speed maglev transportation Suspension control system Adaptive fault-tolerant control(FTC) Partial actuator failure mechatronics
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Two-stage open-loop velocity compensating method applied to multi-mass elastic transmission system 被引量:3
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作者 Zhang Deli Yang Haiqiang An Luling 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第1期182-188,共7页
In this paper, a novel vibration-suppression open-loop control method for multi-mass system is proposed, which uses two-stage velocity compensating algorithm and fuzzy I + P control- ler. This compensating method is ... In this paper, a novel vibration-suppression open-loop control method for multi-mass system is proposed, which uses two-stage velocity compensating algorithm and fuzzy I + P control- ler. This compensating method is based on model-based control theory in order to provide a damp- ing effect on the system mechanical part. The mathematical model of multi-mass system is built and reduced to estimate the velocities of masses. The velocity difference between adjacent masses is cal- culated dynamically. A 3-mass system is regarded as the composition of two 2-mass systems in order to realize the two-stage compensating algorithm. Instead of using a typical PI controller in the velocity compensating loop, a fuzzy I + P controller is designed and its input variables are decided according to their impact on the system, which is different from the conventional fuzzy PID controller designing rules. Simulations and experimental results show that the proposed veloc- ity compensating method is effective in suppressing vibration on a 3-mass system and it has a better performance when the designed fuzzy I + P controller is utilized in the control system. 展开更多
关键词 Fuzzy control mechatronics Multi'mass system Open-loop control Vibration control
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A method of searching fault propagation paths in mechatronic systems based on MPPS model 被引量:2
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作者 WANG Yan-hui LI Man SHI Hao 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第9期2199-2218,共20页
In view of the structure and action behavior of mechatronic systems,a method of searching fault propagation paths called maximum-probability path search(MPPS)is proposed,aiming to determine all possible failure propag... In view of the structure and action behavior of mechatronic systems,a method of searching fault propagation paths called maximum-probability path search(MPPS)is proposed,aiming to determine all possible failure propagation paths with their lengths if faults occur.First,the physical structure system,function behavior,and complex network theory are integrated to define a system structural-action network(SSAN).Second,based on the concept of SSAN,two properties of nodes and edges,i.e.,the topological property and reliability property,are combined to define the failure propagation property.Third,the proposed MPPS model provides all fault propagation paths and possible failure rates of nodes on these paths.Finally,numerical experiments have been implemented to show the accuracy and advancement compared with the methods of Function Space Iteration(FSI)and the algorithm of Ant Colony Optimization(ACO). 展开更多
关键词 mechatronic systems complex networks fault propagation path maximum-probability path search(MPPS)
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An energy-based coupling degradation propagation model and its application to aviation actuation system 被引量:1
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作者 Tongyang LI Shaoping WANG +2 位作者 Jian SHI Enrico ZIO Xiaoyu CUI 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第4期1288-1298,共11页
The degradation of components in complex mechatronic systems involves multiple physical processes which will cause coupling interactions among nodes in the system.The interaction of nodes may be carried out not only b... The degradation of components in complex mechatronic systems involves multiple physical processes which will cause coupling interactions among nodes in the system.The interaction of nodes may be carried out not only by physical connections but also by the environment which cannot be described by single network using the traditional methods.In order to give out a unified model to quantitatively describe the coupling degradation spreading by both physical connections and environment,a novel Energy-Flow-Field Network(EFFN)and a coupling degradation model based on EFFN are proposed in this paper.The EFFN is driven by energy flow and the state transition of spatially related nodes is triggered by the dissipation energy.An application is conducted on aviation actuation system in which the degradation spreading by fluid-thermal-solid interaction is considered.The degradation path and the most probable fault reason can be obtained by combining the state transition and energy output of nodes,which is consistent with the given scenario. 展开更多
关键词 Actuation system Cascading failure Complex system Failure propagation Mechatronic system
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Dependency-based importance measures of components in mechatronic systems with complex network theory 被引量:1
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作者 Yin Yong Wang Shuxin 《Journal of Southeast University(English Edition)》 EI CAS 2022年第2期137-144,共8页
To compensate for the limitations of previous studies,a complex network-based method is developed for determining importance measures,which combines the functional roles of the components of a mechatronic system and t... To compensate for the limitations of previous studies,a complex network-based method is developed for determining importance measures,which combines the functional roles of the components of a mechatronic system and their topological positions.First,the dependencies among the components are well-represented and well-calculated.Second,a mechatronic system is modeled as a weighted and directional functional dependency network(FDN),in which the node weights are determined by the functional roles of components in the system and their topological positions in the complex network whereas the edge weights are represented by dependency strengths.Third,given that the PageRank algorithm cannot calculate the dependency strengths among components,an improved PageRank importance measure(IPIM)algorithm is proposed,which combines the node weights and edge weights of complex networks.IPIM also considers the importance of neighboring components.Finally,a case study is conducted to investigate the accuracy of the proposed method.Results show that the method can effectively determine the importance measures of components. 展开更多
关键词 importance measure mechatronic system DEPENDENCY complex network theory
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Experimental prototyping of the adhesion braking control system design concept for a mechatronic bogie 被引量:1
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作者 Sundar Shrestha Maksym Spiryagin Qing Wu 《Railway Engineering Science》 2021年第1期15-29,共15页
The dynamic parameters of a roller rig vary as the adhesion level changes.The change in dynamics parameters needs to be analysed to estimate the adhesion level.One of these parameters is noise emanating from wheel–ra... The dynamic parameters of a roller rig vary as the adhesion level changes.The change in dynamics parameters needs to be analysed to estimate the adhesion level.One of these parameters is noise emanating from wheel–rail interaction.Most previous wheel–rail noise analysis has been conducted to mitigate those noises.However,in this paper,the noise is analysed to estimate the adhesion condition at the wheel–rail contact interface in combination with the other methodologies applied for this purpose.The adhesion level changes with changes in operational and environmental factors.To accurately estimate the adhesion level,the influence of those factors is included in this study.The testing and verification of the methodology required an accurate test prototype of the roller rig.In general,such testing and verification involve complex experimental works required by the intricate nature of the adhesion process and the integration of the different subsystems(i.e.controller,traction,braking).To this end,a new reduced-scale roller rig is developed to study the adhesion between wheel and rail roller contact.The various stages involved in the development of such a complex mechatronics system are described in this paper.Furthermore,the proposed brake control system was validated using the test rig under various adhesion conditions.The results indicate that the proposed brake controller has achieved a shorter stopping distance as compared to the conventional brake controller,and the brake control algorithm was able to maintain the operational condition even at the abrupt changes in adhesion condition. 展开更多
关键词 Wheel–rail adhesion condition Brake controlmechatronics scaled bogie test rig Wheel–rail noiseAcoustic analysis
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Concepts for Sensor Matching in Mechatronic Systems 被引量:5
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作者 Clarence W.DE SILVA 《Instrumentation》 2020年第3期1-14,共14页
A typical mechatronic system consists of a multitude of components,and the sensors belong to an important and crucial class of such components.Optimal matching of the system components is implicit in the current defin... A typical mechatronic system consists of a multitude of components,and the sensors belong to an important and crucial class of such components.Optimal matching of the system components is implicit in the current definition of a mechatronic system.The focus of the present paper is the optimal matching of sensors with other hardware in the system.Sensor matching may be based on several concepts such as the operating frequency range(operating bandwidth),speed of response(and the corresponding rate of data sampling in digital conversion),the device sensitivity(or gain or data amplification),and the effect of component acc uracy on the overall accuracy of the system.The present paper explores all these concepts and presents suit able approaches for sensor matching through those criteria.The relevant procedures are illustrated using case studies. 展开更多
关键词 Mechatronic systems Optimal Instrumentation Sensor Selection Sensor Matching
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A Systematic Approach for Instrumentation of a Mechatronic System 被引量:3
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作者 Clarence W.DE SILVA 《Instrumentation》 2019年第1期116-136,共21页
This paper deals with instrumenting a mechatronic system,through the incorporation of suitable sensors,actuators,and other required hardware.Sensors(e.g.,semiconductor strain gauges,tachometers,RTD temperature sensors... This paper deals with instrumenting a mechatronic system,through the incorporation of suitable sensors,actuators,and other required hardware.Sensors(e.g.,semiconductor strain gauges,tachometers,RTD temperature sensors,cameras,piezoelectric accelerometers)are needed to measure(sense)unknown signals and parameters of a system and its environment.The information acquired in this manner is useful in operating or controlling the system,and also in process monitoring;experimental modeling(i.e.,model identification);product testing and qualification;product quality assessment;fault prediction,detection and diagnosis;warning generation;surveillance,and so on.Actuators(e.g.,stepper motors,solenoids,dc motors,hydraulic rams,pumps,heaters/coolers)are needed to"drive"a plant.Control actuators(e.g.,control valves)perform control actions,and in particular they drive control devices.Micro-electromechanical systems(MEMS)use microminiature sensors and actuators.MEMS sensors commonly use piezoelectric,capacitive,electromagnetic and piezoresistive principles.MEMS devices provide the benefits of small size and light weight(negligible loading errors),high speed(high bandwidth),and convenient mass-production(low cost).The process of instrumentation involves the identification of proper sensors,actuators,controllers,signal modification/interface hardware,and software with respect to their functions,operation,parameters,ratings,interaction with each other,so as to achieve the performance requirements of the overall system,and interfacing/integration/tuning of the selected devices into the system,for a given application.This paper presents the key steps of instrumenting a mechatronic system,in a somewhat general and systematic manner.Examples are described to illustrate several key procedures of instrumentation. 展开更多
关键词 INSTRUMENTATION mechatronic systems sensors actuators SIGNAL MODIFICATION IMPEDANCE MATCHING system integration performance specification RATING parameters
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Design of Human Adaptive Mechatronics Controller for Upper Limb Motion Intention Prediction
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作者 R.Joshua Samuel Raj J.Prince Antony Joel +2 位作者 Salem Alelyani Mohammed Saleh Alsaqer C.Anand Deva Durai 《Computers, Materials & Continua》 SCIE EI 2022年第4期1171-1188,共18页
Human Adaptive Mechatronics(HAM)includes human and computer system in a closed loop.Elderly person with disabilities,normally carry out their daily routines with some assistance to move their limbs.With the short fall... Human Adaptive Mechatronics(HAM)includes human and computer system in a closed loop.Elderly person with disabilities,normally carry out their daily routines with some assistance to move their limbs.With the short fall of human care takers,mechatronics devices are used with the likes of exoskeleton and exosuits to assist them.The rehabilitation and occupational therapy equipments utilize the electromyography(EMG)signals to measure the muscle activity potential.This paper focuses on optimizing the HAM model in prediction of intended motion of upper limb with high accuracy and to increase the response time of the system.Limb characteristics extraction from EMG signal and prediction of optimal controller parameters are modeled.Time and frequency based approach of EMG signal are considered for feature extraction.The models used for estimating motion and muscle parameters from EMG signal for carrying out limb movement predictions are validated.Based on the extracted features,optimal parameters are selected by Modified Lion Optimization(MLO)for controlling the HAM system.Finally,supervised machine learning makes predictions at different points in time for individual sensing using Support Vector Neural Network(SVNN).This model is also evaluated based on optimal parameters of motion estimation and the accuracy level along with different optimization models for various upper limb movements.The proposed model of human adaptive controller predicts the limb movement by 96%accuracy. 展开更多
关键词 EXOSKELETON electromyography(emg) human adaptive mechatronics occupational therapy motion prediction machine learning
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