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Application of Transfer Learningin Mechanical equipment Intelligent Diagnosis:Literature Review

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昆明理工大学学报（自然科学版） 2024年第4期49卷 154-169页

作者： LIU Tao WANG Zhenya WU Xing LI Menghang Faculty of Mechanical and Electrical Engineering Kunming University of Science and TechnologyKunming 650500China Key Laboratory of Advanced equipment Intelligent Manufacturing technology of Yunnan Province Kunming 650500China West Yunnan University of Applied Sciences Dali 671000China

Accelerating the process of intelligent manufacturing and the demand for new industrial productivity,the operating conditions of machinery and equipment have become ever more *** an important link to ensure the stable operation of the production process,the condition monitoring and fault diagnosis of equipment have become equally *** fault diagnosis of equipment in actual production is often challenged by variable working conditions,large differences in data distribution,and lack of labeled samples,*** fault diagnosis methods are often difficult to achieve ideal results in these complex *** learning(TL)as an emerging technology can effectively utilize existing knowledge and data to improve the diagnostic ***,this paper analyzes the trend of mechanical equipment fault diagnosis and explains the basic concept of *** TL based on parameters,TL based on features,TL based on instances and domain adaptive(DA)methods are summarized and analyzed in terms of existing TL ***,the problems faced in the current TL research are summarized and the future development trend is pointed *** review aims to help researchers in related fields understand the latest progress of TL and promote the application and development of TL in mechanical equipment diagnosis.

关键词： mechanical equipment transfer learning variable operating conditions fault diagnosis sample distribution differences

基于等效电路模型理解机械应变对电催化反应的作用

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Acta Mechanica Sinica 2024年第3期40卷 145-152页

作者：赵硕李嘉祥安翠华林栎阳邓齐波胡宁 School of Mechanical Engineering Hebei University of Science and TechnologyShijiazhuang050018China Tianjin Key Laboratory of Power Transmission and Safety technology for New Energy Vehicles School of Mechanical EngineeringHebei University of TechnologyTianjin300401China The Green Aeromechanics Research Institute Chongqing Jiaotong UniversityChongqing401120China State Key Laboratory of Reliability and Intelligence Electrical equipment Key Laboratory of Advanced Intelligent Protective Equipment TechnologyMinistry of Educationand School of Mechanical EngineeringHebei University of TechnologyTianjin300401China

电催化的应变工程被认为是提高材料电催化性能最有效的策略之一.然而,目前还缺乏数学模型来深入理解这些有趣的科学现象.本文基于等效电路理论研究了应变对电极反应中法拉第过程的影响.根据基尔霍夫定律,获得了应变影响电极响应电流的... 详细信息

电催化的应变工程被认为是提高材料电催化性能最有效的策略之一.然而,目前还缺乏数学模型来深入理解这些有趣的科学现象.本文基于等效电路理论研究了应变对电极反应中法拉第过程的影响.根据基尔霍夫定律,获得了应变影响电极响应电流的数学表达式,研究了法拉第过程逐渐成为电催化反应的主导作用时,由应变导致的响应电流参数的变化趋势和峰值的变化规律,并深入探索电催化反应中不同因素相互作用的复杂机制.

关键词： Mechanical-electrochemistry coupling Electrocatalytic reaction Faradaic process Dynamic strain equivalent electrical circuit

Alloy/layer double hydroxide interphasic synergy via nano-heterointerfacing for highly reversible CO_(2)redox reaction in Li-CO_(2)batteries

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Nano Research 2024年第6期17卷 5206-5215页

作者： Tianzhen Jian Wenqing Ma Jiagang Hou Jianping Ma Xianhong Li Haiyang Gao Caixia Xu Hong Liu Institute for Advanced Interdisciplinary Research(iAIR) Collaborative Innovation Center of Technology and Equipment for Biological Diagnosis and Therapy in Universities of ShandongSchool of Chemistry and Chemical EngineeringUniversity of JinanJinan 250022China Kyiv College at Qilu University of technology Qilu University of Technology(Shandong Academy of Sciences)Jinan 250353China State Key Laboratory of Crystal Materials Shandong UniversityJinan 250100China Shandong Sacred Sun Power Sources Co. Ltd.Qufu 273100China

Li-CO_(2)batteries are among the most intriguing techniques for balancing the carbon cycle,but are challenged by the annoyed thermodynamic barrier of the Li_(2)CO_(3)decomposition ***,we demonstrate the electrocatalytic performances of two-dimensional(2D)CoAl-layer double hydroxide(LDH)nanosheets can be significantly improved by trans-dimensional crosslinking with three-dimensional(3D)multilevel nanoporous(MP)-RuCoAl alloy(MP-RuCoAl alloy⊥CoAl-LDH).The MP-RuCoAl alloy⊥CoAl-LDH with multiscale pore channels and abundant nano-heterointerface is directly prepared by controllable etching Al from a Ru-Co-Al master alloy along with simultaneous partial oxidization of Al and Co *** MP-RuCoAl is composed of various intermetallic compounds and Ru with abundant grain boundaries,and forms numerous heterointerface with 2D CoAl-LDH *** multiscale porous metallic network benefits mass and electron transportation as well as discharge product storage and enables a rich multiphase reaction *** situ differential electrochemical mass spectrometry shows that the mass-to-charge ratio in the charging process is~0.733 which is consistent with the theoretical value of 3/4,stating that the reversible co-decomposition of Li_(2)CO_(3)and C can be achieved with the MP-RuCoAl alloy⊥*** Ketjen black(KB)/MP-RuCoAl⊥CoAl-LDH battery demonstrates a high cyclability for over 2270 h(227 cycles)with a lower voltage gap stabilized at~1.3 V at 200 mA·g^(−1).Our findings here provide useful guidelines for developing high efficiency transition metal based electrocatalysts by coupling with conductive porous substrate for impelling the development of practical Li-CO_(2)battery systems.

关键词： heterojunction interface nanoporous Li-CO_(2)battery dealloying

In-Depth Study of Potential-Based Routing and New Exploration of Its Scheduling Integration

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Computer Modeling in Engineering & Sciences 2024年第9期140卷 2891-2911页

作者： Jihoon Sung Yeunwoong Kyung Department of Electrical Engineering Korea Advanced Institute of Science and TechnologyDaejeon34141Republic of Korea division of Information&Communication Engineering Kongju National UniversityCheonan31080Republic of Korea

Industrial wireless mesh networks(WMNs)have been widely deployed in various industrial sectors,providing services such as manufacturing process monitoring,equipment control,and sensor data collection.A notable characteristic of industrial WMNs is their distinct traffic pattern,where the majority of traffic flows originate from mesh nodes and are directed towards mesh *** this context,this paper adopts and revisits a routing algorithm known as ALFA(autonomous load-balancing field-based anycast routing),tailored specifically for anycast(one-to-one-of-many)networking in WMNs,where traffic flows can be served through any one of multiple *** essence,the scheme is a hybrid-type routing strategy that leverages the advantages of both back-pressure routing and geographic ***,its novelty lies in being developed by drawing inspiration from another field,specifically from the movement of charges in an electrostatic potential *** on the previous work,this paper explores further in-depth discussions that were not previously described,including a detailed description of the analogy between an electrostatic system and a WMN system based on precise mapping perspectives derived from intensive analysis,as well as discussions on anycast,numerical methods employed in devising the ALFA scheme,its characteristics,and *** is worth noting that this paper addresses these previously unexplored aspects,representing significant contributions compared to previous *** a completely new exploration,a new scheduling strategy is proposed that is compatible with the routing approach by utilizing the potential-based metric not only in routing but also in *** assigns higher medium access priority to links with a larger potential *** simulation results demonstrate the superior performance of the proposed potential-based joint routing and scheduling scheme across various aspects within industrial WMN scenarios.

关键词： Potential-based routing potential differential scheduling industrial wireless mesh networks

求解多约束离散变量结构拓扑优化的序列保守近似整数规划算法

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Acta Mechanica Sinica 2024年第1期40卷 138-154页

作者：孙凯程耿东张凯庆梁缘 Department of Engineering Mechanics Dalian Universiy of TechnologyDalian 116023China Sate Key Laboraory of Structural Analysis Optimzaton and CAE Sofware for Industrial EquipmentDalian 116023China

序列近似整数规划方法通过求解一系列可分离的近似整数规划子问题成功求解多类大规模拓扑优化问题.然而,这些近似子问题的解析求解依靠正则松弛算法,正则松弛算法要求子问题必须由二次或线性的目标函数以及线性的约束函数构成.同时,序... 详细信息

序列近似整数规划方法通过求解一系列可分离的近似整数规划子问题成功求解多类大规模拓扑优化问题.然而,这些近似子问题的解析求解依靠正则松弛算法,正则松弛算法要求子问题必须由二次或线性的目标函数以及线性的约束函数构成.同时,序列近似整数规划方法依赖于体分比下降策略,这使得其难以处理不包含体分比约束的拓扑优化问题.为进一步地完善序列近似整数规划算法,我们受移动渐近线方法的启发,引入经典的序列保守近似规划,以获得一系列可行性稳步提升的设计,这个新方法称作序列保守近似整数规划算法.新方法会产生一系列包含倒数设计变量的非线性的近似整数规划子问题,并通过调整渐近线控制子问题的保守性。由于正则松弛算法不能求解非线性子问题,一种基于KKT(Karush-Kuhn-Tucker)条件的简单的设计变量更新准则被给出.基于上述思想,序列保守近似整数规划算法不依靠体分比约束等线性约束就可以获得稳定的优化过程,由此可以用来求解复杂的离散变量拓扑优化问题.多类不同需求的拓扑优化问题被解决,包括考虑等式约束及非等式约束的、以及考虑有效的及无效的体分比约束的问题.数值结果证明,由于保守性的引入,整个优化收敛进程可以自适应地调节无需额外的结构分析.

关键词：松弛算法整数规划规划算法拓扑优化移动渐近线方法等式约束方法依赖线性约束

Distributed Resource Allocation in Dispersed Computing Environment Based on UAV Track Inspection in Urban Rail Transit

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Computers, Materials & Continua 2024年第7期80卷 643-660页

作者： Tong Gan Shuo Dong Shiyou Wang Jiaxin Li division of Consulting Beijing Metro Consultancy Corporation Ltd.Beijing100037China Department of Computer and Communication Engineering University of Science and Technology BeijingBeijing100083China

With the rapid development of urban rail transit,the existing track detection has some problems such as low efficiency and insufficient detection coverage,so an intelligent and automatic track detectionmethod based onUAV is urgently needed to avoid major safety *** the same time,the geographical distribution of IoT devices results in the inefficient use of the significant computing potential held by a large number of *** a result,the Dispersed Computing(DCOMP)architecture enables collaborative computing between devices in the Internet of Everything(IoE),promotes low-latency and efficient cross-wide applications,and meets users’growing needs for computing performance and service *** paper focuses on examining the resource allocation challenge within a dispersed computing environment that utilizes UAV inspection ***,the system takes into account both resource constraints and computational constraints and transforms the optimization problem into an energy minimization problem with computational *** Markov Decision process(MDP)model is employed to capture the connection between the dispersed computing resource allocation strategy and the system ***,a method based on Double Deep Q-Network(DDQN)is introduced to derive the optimal ***,an experience replay mechanism is implemented to tackle the issue of increasing *** experimental simulations validate the efficacy of the method across various scenarios.

关键词： UAV track inspection dispersed computing resource allocation deep reinforcement learning Markov decision process

Multiparameter collaborative optimization of the vibrating screen based on the behavior of oil sunflower seed penetrating screen holes

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International Journal of Agricultural and Biological Engineering 2024年第1期17卷 49-58页

作者： Wenbo Wei Jianchang Li Jianjun Hao Maohua Xiao Huiju Zhang College of Mechanical and Electrical Engineering Hebei Agricultural UniversityBaoding 071001HebeiChina College of Engineering Nanjing Agricultural UniversityNanjing 210032China The Higher Educational Key Laboratory for Flexible Manufacturing equipment Integration of Fujian Province Xiamen Institute of TechnologyXiamen 361000FujianChina

The behavior of oil sunflower seeds penetrating screen holes is an important factor that affects the screening performance of oil sunflower *** this study,a double-deck reverse-motion vibrating screening device for oil sunflower seed screening was *** force condition and motion law of the oil sunflower seeds on the screen surface were *** study compared the effect of particle filling amount of discrete element model of oil sunflower seeds on the simulation *** screening process was numerically simulated using the coupled Discrete Element Method and Multibody Dynamics(DEM-MBD)technique with the screening percentage of oil sunflower seeds as the *** influence of the operating parameters of the vibrating screen on the screening effect was analyzed using a multiparameter collaborative optimization *** results of this study can provide a reference for the numerical simulation of crop screening behavior and the development of screening devices.

关键词： oil sunflower seeds screening analysis DEM-MBD discrete element method response surface analysis

development of a Three-Dimensional Multiscale Octree SBFEM for Viscoelastic Problems of Heterogeneous Materials

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Computer Modeling in Engineering & Sciences 2024年第8期140卷 1831-1861页

作者： Xu Xu Xiaoteng Wang Haitian Yang Zhenjun Yang Yiqian He State Key Laboratory of Structural Analysis Optimization and CAE Software for Industrial EquipmentDepartment of Engineering MechanicsDalian University of TechnologyDalian116024China Hubei Key Laboratory of Geotechnical and Structural Safety School of Civil EngineeringWuhan UniversityWuhan430072China Mechanik–Materialtheorie Ruhr-Universität BochumBochum44801Germany

The multiscale method provides an effective approach for the numerical analysis of heterogeneous viscoelastic materials by reducing the degree of freedoms(DOFs).A basic framework of the Multiscale Scaled Boundary Finite Element Method(MsSBFEM)was presented in our previous works,but those works only addressed two-dimensional *** order to solve more realistic problems,a three-dimensional MsSBFEM is further developed in this *** the proposed method,the octree SBFEM is used to deal with the three-dimensional calculation for numerical base functions to bridge small and large scales,the three-dimensional image-based analysis can be conveniently conducted in small-scale and coarse nodes can be flexibly adjusted to improve the computational ***,the Temporally Piecewise Adaptive Algorithm(TPAA)is used to maintain the computational accuracy of multiscale analysis by adaptive calculation in time *** results of numerical examples show that the proposed method can significantly reduce the DOFs for three-dimensional viscoelastic analysis with good *** instance,the DOFs can be reduced by 9021 times compared with Direct Numerical Simulation(DNS)with an average error of 1.87%in the third example,and it is very effective in dealing with three-dimensional complex microstructures directly based on images without any geometric modelling process.

关键词： Three-dimensionalmultiscale viscoelastic analysis numerical base functions octree SBFEM image-based analysis temporally piecewise adaptive algorithm

Elliptical vibration chiseling:a novel process for texturing ultra-high-aspect-ratio microstructures on the metallic surface

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International Journal of Extreme Manufacturing 2024年第2期6卷 449-467页

作者： Zhiwei Li Jianfu Zhang Zhongpeng Zheng Pingfa Feng Dingwen Yu Jianjian Wang State Key Laboratory of Tribology in Advanced equipment Department of Mechanical EngineeringTsinghua UniversityBeijing 100084People’s Republic of China Beijing Key Laboratory of Precision/Ultra-precision Manufacturing equipments and Control Department of Mechanical EngineeringTsinghua UniversityBeijing 100084People’s Republic of China division of Advanced Manufacturing Shenzhen International Graduate SchoolTsinghua UniversityShenzhen 518055People’s Republic of China

High-aspect-ratio metallic surface microstructures are increasingly demanded in breakthrough applications,such as high-performance heat transfer enhancement and surface plasmon ***,the fast and cost-effective fabrication of high-aspect-ratio microstructures on metallic surfaces remains challenging for existing *** study proposes a novel cutting-based process,namely elliptical vibration chiseling(EV-chiseling),for the high-efficiency texturing of surface microstructures with an ultrahigh aspect *** conventional cutting,EV-chiseling superimposes a microscale EV on a backward-moving *** tool chisels into the material in each vibration cycle to generate an upright chip with a high aspect ratio through material *** to the tool’s backward movement,the chip is left on the material surface to form a microstructure rather than falling *** one microstructure is generated in one vibration cycle,the process can be highly efficient using ultrafast(>1 kHz)tool vibration.A finite element analysis model is established to explore the process mechanics of ***,a mechanistic model of the microstructured surface generation is developed to describe the microstructures’aspect ratio dependency on the process ***,surface texturing tests are performed on copper to verify the efficacy of *** micro ribs with a spacing of 1–10μm and an aspect ratio of 2–5 have been successfully textured on *** with the conventional EV-cutting that uses a forward-moving tool,EV-chiseling can improve the aspect ratio of textured microstructure by up to 40 *** experimental results also verify the accuracy of the developed surface generation model of ***,the effects of elliptical trajectory,depth of cut,tool shape,and tool edge radius on the surface generation of micro ribs have been discussed.

关键词： metallic microstructure high aspect ratio backward-moving cutting vibration cutting chiseling material deformation