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Piezo-actuated smart mechatronic systems for extreme scenarios
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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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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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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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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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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 Study on Conceptual Design of Mechatronic System
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作者 姚黎明 邹灵琳 《Journal of Donghua University(English Edition)》 EI CAS 2008年第4期434-438,共5页
The conceptual design of mechatronic systems is addressed under the thrust of concurrent engineering and an enhanced conceptual design methodology describing the early design stage of mechatronic systems is presented ... The conceptual design of mechatronic systems is addressed under the thrust of concurrent engineering and an enhanced conceptual design methodology describing the early design stage of mechatronic systems is presented through an example illustration of a pick and place robot.This methodology treats each feasible solution as a solution strategy.In the methodology,Quality Function Deployment(QFD)is used as a baseline for the analysis of the mapping from customers to engineering requirements,Axiomatic Design(AD)is adopted as a guideline to generate feasible,good design solution alternatives,and Theory of Inventive Problem Solving(TRIZ)is applied to deal with domain conflicts in design. 展开更多
关键词 conceptual design mechatronic systems quality function deployment axiomatic design theory of inventive problem solving concurrent engineering
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Improving the Efficiency of Mechatronic Systems in Order to Ensure Intensive Reform“Industry-4.0”
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作者 Raul Turmanidze Giorgi Popkhadze 《Journal of Physical Science and Application》 2020年第2期30-42,共13页
The presented work will show the highest relevance of solving all the issues related to this problem and present the results of the analysis of the main expected potential problems,which may occur in the implementatio... The presented work will show the highest relevance of solving all the issues related to this problem and present the results of the analysis of the main expected potential problems,which may occur in the implementation of the INDUSTRY-4.0 reform.It is proved that the pace and level of development of this reform will be determined to a large extent by the effectiveness of the individual nodes used and the entire mechatronic system.It has also been established that as a result of systematic miniaturization of the nodes of radio-electronic equipment and microelectronic equipment and microelectronic technology,the main problem of these reforms and the implementation of complex technological processes is instrumental and technological support,especially with cutting micro-tools and equipment.Therefore,on the example of these investigations,methods for improving their performance are shown. 展开更多
关键词 “Industry-4.0” mechatronic systems micro tools for electro technical industry optimization of the design and geometrical parameters of various tools and technological equipment.
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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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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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A Mechatronic Device for a Standardized Execution of the Muscle Shortening Maneuver
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作者 Saad Jamshed Abbasi Simone Rossi +4 位作者 Paolo Lippi Piero Maria Orsini Riccardo Bracci Manuel G.Catalano Matteo Bianchi 《Journal of Bionic Engineering》 2025年第3期1085-1095,共11页
Muscle Shortening Maneuver(MSM)is a rehabilitation technique successfully applied to several pathological conditions.The concept is to passively elongate and shorten the target muscle group of the affected limb.As a r... Muscle Shortening Maneuver(MSM)is a rehabilitation technique successfully applied to several pathological conditions.The concept is to passively elongate and shorten the target muscle group of the affected limb.As a result,the functionality(muscle strength and range of motion)of that limb is improved.The existing system induces these oscillations manually or without any feedback control,which can compromise the effectiveness and standardization of MSM.In this paper,we present a mechatronic system that can precisely deliver motion oscillations to the upper limb for a controllable execution of MSM.First,we collected the parameters(frequency and amplitude of the oscillations)from a system where a motor was heuristically used by a well-experienced therapist to induce the oscillations(without any feedback control).Based on these specifications,we chose the motor and rebuilt the experimental setup,implementing a sliding mode control with a sliding perturbation observer.With our system,the operator can choose a given frequency and amplitude of the oscillations within the range we experimentally observed.We tested our system with ten participants of different anthropometry.We found that our system can accurately reproduce oscillations in the frequency range 0.8 to 1.2 Hz and amplitude range 2 to 6 cm,with a maximum percentage normalized root mean square error around 7%. 展开更多
关键词 REHABILITATION Muscle shortening maneuver Upper limb mechatronic device CONTROL Trajectory tracking
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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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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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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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From Mechatronic Components to Industrial Automation Things: An IoT Model for Cyber-Physical Manufacturing Systems
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作者 Theodoros Foradis Kleanthis Thramboulidis 《Journal of Software Engineering and Applications》 2017年第8期734-753,共20页
IoT is considered as one of the key enabling technologies for the fourth industrial revolution that is known as Industry 4.0. In this paper, we consider the mechatronic component as the lowest level in the system comp... IoT is considered as one of the key enabling technologies for the fourth industrial revolution that is known as Industry 4.0. In this paper, we consider the mechatronic component as the lowest level in the system composition hierarchy that tightly integrates mechanics with the electronics and software required to convert the mechanics to intelligent (smart) object offering well defined services to its environment. For this mechatronic component to be integrated in the IoT-based industrial automation environment, a software layer is required on top of it to convert its conventional interface to an IoT compliant one. This layer, which we call IoT wrapper, transforms the conventional mechatronic component to an Industrial Automation Thing (IAT). The IAT is the key element of an IoT model specifically developed in the context of this work for the manufacturing domain. The model is compared to existing IoT models and its main differences are discussed. A model-to-model transformer is presented to automatically transform the legacy mechatronic component to an IAT ready to be integrated in the IoT-based industrial automation environment. The UML4IoT profile is used in the form of a Domain Specific Modelling Language to automate this transformation. A prototype implementation of an Industrial Automation Thing using C and the Contiki operating system demonstrates the effectiveness of the proposed approach. 展开更多
关键词 mechatronicS Cyber-Physical systems Internet of THINGS (IoT) Contiki UML4IoT PROFILE
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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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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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Mechatronic Modeling and Domain Transformation of Multi-physics Systems
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作者 Clarence W.DE SILVA 《Instrumentation》 2021年第1期14-28,共15页
The enhanced definition of Mechatronics involves the four underlying characteristics of integrated,unified,unique,and systematic approaches.In this realm,Mechatronics is not limited to electro-mechanical systems,in th... The enhanced definition of Mechatronics involves the four underlying characteristics of integrated,unified,unique,and systematic approaches.In this realm,Mechatronics is not limited to electro-mechanical systems,in the multi-physics sense,but involves other physical domains such as fluid and thermal.This paper summarizes the mechatronic approach to modeling.Linear graphs facilitate the development of state-space models of mechatronic systems,through this approach.The use of linear graphs in mechatronic modeling is outlined and an illustrative example of sound system modeling is given.Both time-domain and frequency-domain approaches are presented for the use of linear graphs.A mechatronic model of a multi-physics system may be simplified by converting all the physical domains into an equivalent single-domain system that is entirely in the output domain of the system.This approach of converting(transforming)physical domains is presented.An illustrative example of a pressure-controlled hydraulic actuator system that operates a mechanical load is given. 展开更多
关键词 mechatronic Modeling Multi-physics systems Integrated Unified Unique and systematic Approach Linear Graphs Physical Domain Conversion/Transformation
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Leveraging Robust Artificial Intelligence for Mechatronic Product Development—A Literature Review
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作者 Alexander Nüßgen René Degen +3 位作者 Marcus Irmer Fabian Richter Cecilia Boström Margot Ruschitzka 《International Journal of Intelligence Science》 2024年第1期1-21,共21页
Mechatronic product development is a complex and multidisciplinary field that encompasses various domains, including, among others, mechanical engineering, electrical engineering, control theory and software engineeri... Mechatronic product development is a complex and multidisciplinary field that encompasses various domains, including, among others, mechanical engineering, electrical engineering, control theory and software engineering. The integration of artificial intelligence technologies is revolutionizing this domain, offering opportunities to enhance design processes, optimize performance, and leverage vast amounts of knowledge. However, human expertise remains essential in contextualizing information, considering trade-offs, and ensuring ethical and societal implications are taken into account. This paper therefore explores the existing literature regarding the application of artificial intelligence as a comprehensive database, decision support system, and modeling tool in mechatronic product development. It analyzes the benefits of artificial intelligence in enabling domain linking, replacing human expert knowledge, improving prediction quality, and enhancing intelligent control systems. For this purpose, a consideration of the V-cycle takes place, a standard in mechatronic product development. Along this, an initial assessment of the AI potential is shown and important categories of AI support are formed. This is followed by an examination of the literature with regard to these aspects. As a result, the integration of artificial intelligence in mechatronic product development opens new possibilities and transforms the way innovative mechatronic systems are conceived, designed, and deployed. However, the approaches are only taking place selectively, and a holistic view of the development processes and the potential for robust and context-sensitive artificial intelligence along them is still needed. 展开更多
关键词 Artificial Intelligence mechatronic Product Development Knowledge Management Data Analysis Optimization Human Experts Decision-Making Processes V-CYCLE
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