首页 > 最新文献

Journal of Mechanical Science and Technology最新文献

英文 中文
Multi-objective optimization and fracture analysis of laser weld joints of Ni-Cr superalloy 80 A for gas turbine components 用于燃气轮机部件的镍铬超合金 80 A 激光焊接接头的多目标优化和断裂分析
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s12206-024-0822-5
Suman Kumar Saurabh, Prabha Chand, Umacharan Singh Yadav

This article addresses butt joining of 1.2 mm thick Ni-Cr superalloy 80 A sheets using a 3.5 kW CO2 laser beam welding (LBW) process, which is critical for gas turbine components, nuclear tube supports and automotive valves in high temperature applications. LBW, chosen for its low heat input and minimal heat-affected zones, was optimized using Taguchi-based gray relationship analysis. The L9 orthogonal array experiment identified the optimal parameter sets for welding speed, laser power, focal length, and shielding gas flow rate that affect tensile strength, microhardness, penetration depth and weld bead. The results were validated using ANOVA analysis, fractography, hardness testing, micrographs and tensile tests. Microstructural variations in fusion and heat affected zones. The optimized parameters resulted in a tensile strength of 817 MPa and a microhardness of 292 HV, demonstrating improved weld quality.

本文探讨了使用 3.5 kW CO2 激光束焊接 (LBW) 工艺对接 1.2 mm 厚的镍铬超合金 80 A 板材的问题,这对于高温应用中的燃气轮机部件、核电管支架和汽车阀门至关重要。LBW 因其输入热量低、热影响区最小而被选中,采用基于田口灰色关系分析的方法对其进行了优化。L9 正交阵列实验确定了影响拉伸强度、显微硬度、熔深和焊缝的焊接速度、激光功率、焦距和保护气体流速的最佳参数集。利用方差分析、断口分析、硬度测试、显微照片和拉伸试验对结果进行了验证。熔合区和热影响区的微观结构变化。优化后的参数使拉伸强度达到 817 兆帕,显微硬度达到 292 HV,表明焊接质量得到了改善。
{"title":"Multi-objective optimization and fracture analysis of laser weld joints of Ni-Cr superalloy 80 A for gas turbine components","authors":"Suman Kumar Saurabh, Prabha Chand, Umacharan Singh Yadav","doi":"10.1007/s12206-024-0822-5","DOIUrl":"https://doi.org/10.1007/s12206-024-0822-5","url":null,"abstract":"<p>This article addresses butt joining of 1.2 mm thick Ni-Cr superalloy 80 A sheets using a 3.5 kW CO<sub>2</sub> laser beam welding (LBW) process, which is critical for gas turbine components, nuclear tube supports and automotive valves in high temperature applications. LBW, chosen for its low heat input and minimal heat-affected zones, was optimized using Taguchi-based gray relationship analysis. The L9 orthogonal array experiment identified the optimal parameter sets for welding speed, laser power, focal length, and shielding gas flow rate that affect tensile strength, microhardness, penetration depth and weld bead. The results were validated using ANOVA analysis, fractography, hardness testing, micrographs and tensile tests. Microstructural variations in fusion and heat affected zones. The optimized parameters resulted in a tensile strength of 817 MPa and a microhardness of 292 HV, demonstrating improved weld quality.</p>","PeriodicalId":16235,"journal":{"name":"Journal of Mechanical Science and Technology","volume":"1 1","pages":""},"PeriodicalIF":1.6,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142198842","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A systematic design method for additive manufacturing: reconceptualizing product architecture 用于增材制造的系统设计方法:重新构思产品结构
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s12206-024-2408-7
Samyeon Kim, Yunlong Tang, Sang-in Park, David W. Rosen

Redesigning existing parts is challenging without keen insights into capabilities afforded by AM and with the absence of systematic design methods for the early product design stage. Therefore, this study proposes a systematic design method to leverage fully AM design benefits for reconceptualizing product architecture, which leads to consolidate parts and simplify product architecture. The proposed design method consists of four steps to achieve the goal. First, a baseline product architecture should be identified as a starting point of reconceptualization. Second, candidates for reconceptualization are identified by design principles for AM. Third, AM design benefits are recommended by the developed knowledgebase and query language, which can replace functions of the candidates. AM design benefits are applied to reconceptualize existing part design and lead to more efficient product architectures. Lastly, the reconceptualized product architecture is evaluated. To demonstrate usefulness of the proposed method, a case study is performed on an electric motorcycle.

如果不能敏锐地洞察 AM 所提供的功能,并且在早期产品设计阶段缺乏系统的设计方法,那么重新设计现有零件将是一项挑战。因此,本研究提出了一种系统化的设计方法,以充分利用 AM 的设计优势,重新构思产品结构,从而整合零件并简化产品结构。所提出的设计方法包括四个步骤来实现目标。首先,应确定基线产品架构,作为重新构思的起点。其次,根据 AM 的设计原则确定重新构思的候选方案。第三,通过开发的知识库和查询语言推荐 AM 设计优势,这些优势可以替代候选方案的功能。AM 设计优势可用于重新构思现有的零件设计,从而产生更高效的产品结构。最后,对重新构思的产品结构进行评估。为了证明所提方法的实用性,对一辆电动摩托车进行了案例研究。
{"title":"A systematic design method for additive manufacturing: reconceptualizing product architecture","authors":"Samyeon Kim, Yunlong Tang, Sang-in Park, David W. Rosen","doi":"10.1007/s12206-024-2408-7","DOIUrl":"https://doi.org/10.1007/s12206-024-2408-7","url":null,"abstract":"<p>Redesigning existing parts is challenging without keen insights into capabilities afforded by AM and with the absence of systematic design methods for the early product design stage. Therefore, this study proposes a systematic design method to leverage fully AM design benefits for reconceptualizing product architecture, which leads to consolidate parts and simplify product architecture. The proposed design method consists of four steps to achieve the goal. First, a baseline product architecture should be identified as a starting point of reconceptualization. Second, candidates for reconceptualization are identified by design principles for AM. Third, AM design benefits are recommended by the developed knowledgebase and query language, which can replace functions of the candidates. AM design benefits are applied to reconceptualize existing part design and lead to more efficient product architectures. Lastly, the reconceptualized product architecture is evaluated. To demonstrate usefulness of the proposed method, a case study is performed on an electric motorcycle.</p>","PeriodicalId":16235,"journal":{"name":"Journal of Mechanical Science and Technology","volume":"94 1","pages":""},"PeriodicalIF":1.6,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142225588","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influence of control system on aerodynamic characteristics and elastic deformation of horizontal axis wind turbine blades 控制系统对水平轴风力涡轮机叶片气动特性和弹性变形的影响
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s12206-024-0824-3
Pan He, Jian Xia

The operation of wind turbines involves a complex interaction between aerodynamics, structural mechanics, and control systems. However, the control system is frequently overlooked. To investigate the impact of the control system on the aerodynamic characteristics and elastic deformations of wind turbines, this paper initially integrates the control system into the blade element momentum theory (BEMT) for calculating aerodynamic forces. Subsequently, the control system is incorporated into fluid-structure interaction (FSI) calculations to assess its influence on the overall performance of the turbine. The control system employs variable speed and pitch control, while the structural dynamics are modeled using the Euler-Bernoulli beam theory. When the control system is integrated with blade element momentum theory to calculate the aerodynamic forces of the wind rotor, it is observed that, below the rated wind speed, a portion of the torque error is transferred to the rotor speed. In contrast, above the rated wind speed, the entire torque error is transferred to the blade pitch angle (BPA). Crucially, when the control system is integrated, the rotor speed and BPA are no longer treated as known parameters. This approach enables the prediction of aerodynamic characteristics of the wind rotor, particularly under complex wind speed profiles. The control system exerts a significant influence on the FSI results, particularly in the range of wind speeds that correspond to larger blade deformations. This work can provide a reference for the calculation of aerodynamic characteristics and FSI of wind turbines under complex wind conditions.

风力涡轮机的运行涉及空气动力学、结构力学和控制系统之间复杂的相互作用。然而,控制系统经常被忽视。为了研究控制系统对风力涡轮机空气动力特性和弹性变形的影响,本文首先将控制系统纳入叶片元素动量理论(BEMT),用于计算空气动力。随后,将控制系统纳入流固耦合(FSI)计算,以评估其对风机整体性能的影响。控制系统采用变速和变桨控制,而结构动力学则采用欧拉-伯努利梁理论建模。当将控制系统与叶片元素动量理论相结合来计算风力转子的空气动力时,可以观察到,在额定风速以下,部分扭矩误差会转移到转子速度上。相反,在额定风速以上,全部扭矩误差都会转移到叶片俯仰角(BPA)上。最重要的是,当控制系统集成后,转子速度和 BPA 不再被视为已知参数。这种方法可以预测风力转子的空气动力特性,尤其是在复杂的风速剖面下。控制系统对 FSI 结果有很大影响,尤其是在叶片变形较大的风速范围内。这项工作可为复杂风况下风力涡轮机气动特性和 FSI 的计算提供参考。
{"title":"Influence of control system on aerodynamic characteristics and elastic deformation of horizontal axis wind turbine blades","authors":"Pan He, Jian Xia","doi":"10.1007/s12206-024-0824-3","DOIUrl":"https://doi.org/10.1007/s12206-024-0824-3","url":null,"abstract":"<p>The operation of wind turbines involves a complex interaction between aerodynamics, structural mechanics, and control systems. However, the control system is frequently overlooked. To investigate the impact of the control system on the aerodynamic characteristics and elastic deformations of wind turbines, this paper initially integrates the control system into the blade element momentum theory (BEMT) for calculating aerodynamic forces. Subsequently, the control system is incorporated into fluid-structure interaction (FSI) calculations to assess its influence on the overall performance of the turbine. The control system employs variable speed and pitch control, while the structural dynamics are modeled using the Euler-Bernoulli beam theory. When the control system is integrated with blade element momentum theory to calculate the aerodynamic forces of the wind rotor, it is observed that, below the rated wind speed, a portion of the torque error is transferred to the rotor speed. In contrast, above the rated wind speed, the entire torque error is transferred to the blade pitch angle (BPA). Crucially, when the control system is integrated, the rotor speed and BPA are no longer treated as known parameters. This approach enables the prediction of aerodynamic characteristics of the wind rotor, particularly under complex wind speed profiles. The control system exerts a significant influence on the FSI results, particularly in the range of wind speeds that correspond to larger blade deformations. This work can provide a reference for the calculation of aerodynamic characteristics and FSI of wind turbines under complex wind conditions.</p>","PeriodicalId":16235,"journal":{"name":"Journal of Mechanical Science and Technology","volume":"70 1","pages":""},"PeriodicalIF":1.6,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142198847","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A new method for fast and accurate identification of tool-workpiece relative vibration based on machining surface topography 基于加工表面形貌快速准确识别刀具-工件相对振动的新方法
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s12206-024-0701-0
Guocai Du, Jiasheng Li, Ming Huang, Hong Yang

This study utilizes the improved fast and adaptive bidimensional empirical modal decomposition (IFABEMD) method to study the impact of relative vibration between the tool and the workpiece on surface topography. The sieving stop condition is determined based on the difference in standard deviation, effectively addressing the issue of modal mixing in the traditional bidimensional empirical modal (BEMD) method. Additionally, a novel boundary extension method is proposed using the Gerchberg algorithm. The decomposition example demonstrates that the IFABEMD method can effectively handle modal mixing and boundary effects. Finally, the relative vibration frequencies between the tool and the workpiece are identified by analyzing the spatial spectrum of the feature surface with vibration information. Simulation and experimental surface morphology decomposition results validate the effectiveness of the IFABEMD method in identifying relative vibration between the tool and the workpiece.

本研究利用改进的快速自适应二维经验模态分解(IFABEMD)方法,研究刀具与工件之间的相对振动对表面形貌的影响。筛分停止条件根据标准差确定,有效解决了传统二维经验模态分解(BEMD)方法中的模态混合问题。此外,还提出了一种使用 Gerchberg 算法的新型边界扩展方法。分解实例表明,IFABEMD 方法能有效处理模态混合和边界效应。最后,通过分析带有振动信息的特征表面的空间频谱,确定了刀具和工件之间的相对振动频率。仿真和实验表面形态分解结果验证了 IFABEMD 方法在识别刀具和工件之间相对振动方面的有效性。
{"title":"A new method for fast and accurate identification of tool-workpiece relative vibration based on machining surface topography","authors":"Guocai Du, Jiasheng Li, Ming Huang, Hong Yang","doi":"10.1007/s12206-024-0701-0","DOIUrl":"https://doi.org/10.1007/s12206-024-0701-0","url":null,"abstract":"<p>This study utilizes the improved fast and adaptive bidimensional empirical modal decomposition (IFABEMD) method to study the impact of relative vibration between the tool and the workpiece on surface topography. The sieving stop condition is determined based on the difference in standard deviation, effectively addressing the issue of modal mixing in the traditional bidimensional empirical modal (BEMD) method. Additionally, a novel boundary extension method is proposed using the Gerchberg algorithm. The decomposition example demonstrates that the IFABEMD method can effectively handle modal mixing and boundary effects. Finally, the relative vibration frequencies between the tool and the workpiece are identified by analyzing the spatial spectrum of the feature surface with vibration information. Simulation and experimental surface morphology decomposition results validate the effectiveness of the IFABEMD method in identifying relative vibration between the tool and the workpiece.</p>","PeriodicalId":16235,"journal":{"name":"Journal of Mechanical Science and Technology","volume":"62 1","pages":""},"PeriodicalIF":1.6,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142225502","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of a lightweight, large-scale stainless-steel plate heat pipe (SPHP) fin for enhanced cooling in high-power electronics 开发用于增强大功率电子设备冷却效果的轻质大型不锈钢板热管 (SPHP) 散热片
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s12206-024-0847-9
Duk-Yong Kim, Kyo-Sung Ji, Jin Kook Seo, Chi-Back Ryu, Jun-Woo Yang, Hye-Yeon Kim, Wonseok Yang, Ki-Pung Yoo, Ingyu Lee, Jooho Lee, Nahmkeon Hur

A lightweight large-scale stainless-steel plate heat pipe (SPHP) fin has been developed for cooling high-power electronics, employing very thin 0.15 mm plates and a 3D rib-lattice structure to optimize heat pipe operation. Eco-friendly deionized (DI) water serves as a working fluid of the heat pipe, aligning with environmental concerns and regulations. To assess the heat dissipation effectiveness of the SPHP fin, a constant temperature water bath experiment was conducted to compare its heat transfer characteristics with those of a conventional solid aluminum fin. Furthermore, a test rig was constructed to simulate actual heat dissipation from high-power chips and to investigate the impact of different fin types, locations, and heat fluxes of the chips on cooling performance. Additionally, a simplified method was devised for analyzing the heat transfer of the cooling fin, replacing complex evaporation, condensation, and two-phase flow processes in heat pipes with a virtual solid of high thermal conductivity. Validated by experiments, this method aids in selecting the optimal SPHP fin placement based on chip location and heat flux. The study demonstrates that the SPHP fin significantly outperforms traditional aluminum fins, reducing the temperature of a 25 W heat source by 10 °C to 20 °C depending on the chip’s location.

为冷却大功率电子设备,开发了一种轻型大型不锈钢板热管(SPHP)翅片,采用了 0.15 毫米的极薄板和三维肋格结构,以优化热管的运行。生态友好型去离子水(DI)作为热管的工作流体,符合环保要求和法规。为了评估 SPHP 散热片的散热效果,我们进行了恒温水浴实验,将其传热特性与传统固体铝散热片的传热特性进行了比较。此外,还搭建了一个测试平台来模拟大功率芯片的实际散热情况,并研究不同翅片类型、位置和芯片热通量对冷却性能的影响。此外,还设计了一种分析冷却鳍片传热的简化方法,用高导热率的虚拟固体取代热管中复杂的蒸发、冷凝和两相流动过程。经过实验验证,该方法有助于根据芯片位置和热通量选择最佳的 SPHP 散热片位置。研究表明,SPHP散热片的性能明显优于传统的铝散热片,可将 25 W 热源的温度降低 10 °C 至 20 °C,具体取决于芯片的位置。
{"title":"Development of a lightweight, large-scale stainless-steel plate heat pipe (SPHP) fin for enhanced cooling in high-power electronics","authors":"Duk-Yong Kim, Kyo-Sung Ji, Jin Kook Seo, Chi-Back Ryu, Jun-Woo Yang, Hye-Yeon Kim, Wonseok Yang, Ki-Pung Yoo, Ingyu Lee, Jooho Lee, Nahmkeon Hur","doi":"10.1007/s12206-024-0847-9","DOIUrl":"https://doi.org/10.1007/s12206-024-0847-9","url":null,"abstract":"<p>A lightweight large-scale stainless-steel plate heat pipe (SPHP) fin has been developed for cooling high-power electronics, employing very thin 0.15 mm plates and a 3D rib-lattice structure to optimize heat pipe operation. Eco-friendly deionized (DI) water serves as a working fluid of the heat pipe, aligning with environmental concerns and regulations. To assess the heat dissipation effectiveness of the SPHP fin, a constant temperature water bath experiment was conducted to compare its heat transfer characteristics with those of a conventional solid aluminum fin. Furthermore, a test rig was constructed to simulate actual heat dissipation from high-power chips and to investigate the impact of different fin types, locations, and heat fluxes of the chips on cooling performance. Additionally, a simplified method was devised for analyzing the heat transfer of the cooling fin, replacing complex evaporation, condensation, and two-phase flow processes in heat pipes with a virtual solid of high thermal conductivity. Validated by experiments, this method aids in selecting the optimal SPHP fin placement based on chip location and heat flux. The study demonstrates that the SPHP fin significantly outperforms traditional aluminum fins, reducing the temperature of a 25 W heat source by 10 °C to 20 °C depending on the chip’s location.</p>","PeriodicalId":16235,"journal":{"name":"Journal of Mechanical Science and Technology","volume":"50 1","pages":""},"PeriodicalIF":1.6,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142225504","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An improved federated learning method based on MF1-FedAvg and MSRANet for machinery fault diagnosis 基于 MF1-FedAvg 和 MSRANet 的改进型联合学习方法用于机械故障诊断
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s12206-024-0806-5
Xiuyan Liu, Chunqiu Pang, Tingting Guo, Donglin He

Current fault detection methods for rolling bearings suffer from insufficient data, which limits the generalizability of the models. Typically, conventional approaches train models with a significant amount of labeled data to improve reliability. However, centralized training poses potential risks of data privacy leakage. To address this issue, we propose a federated learning-based fault diagnosis model. In this method, fault diagnosis models for different clients are collaboratively trained by multiple entities with distinct fault characteristics, eliminating the need for third-party aggregation and thereby reducing the risk of data leakage. Specifically, we design a multiscale residual neural network with the ability to perform direct feature extraction from fault data. This proposed network integrates attention units for various scales, emphasizing key features of bearing faults and enhancing the fault recognition capability of local models. Moreover, to address the inherent problem in traditional federated learning frameworks—disparities in client contributions, leading to suboptimal model quality and prolonged training times—this research introduces an innovative weighted strategy based on multiclass F1 scores. This strategy assigns higher weight to high-quality local clients, thereby enhancing both model quality and training speed. Experiments were conducted on two authentic bearing datasets, and the results demonstrate that the proposed method can achieve an average reduction of approximately 15 % in training iterations compared to the federated averaging algorithm, coupled with an average enhancement of approximately 5 % in fault diagnosis accuracy. The experimental results indicate that the proposed method exhibits outstanding accuracy and robustness.

目前的滚动轴承故障检测方法存在数据不足的问题,这限制了模型的通用性。通常情况下,传统方法使用大量标注数据来训练模型,以提高可靠性。然而,集中式训练存在数据隐私泄露的潜在风险。为了解决这个问题,我们提出了一种基于联合学习的故障诊断模型。在这种方法中,不同客户的故障诊断模型由具有不同故障特征的多个实体协同训练,无需第三方聚合,从而降低了数据泄漏的风险。具体来说,我们设计了一种多尺度残差神经网络,能够直接从故障数据中提取特征。该网络整合了不同尺度的注意单元,强调了轴承故障的关键特征,增强了局部模型的故障识别能力。此外,为了解决传统联合学习框架的固有问题--客户贡献不均,导致模型质量不理想和训练时间延长,本研究引入了基于多类 F1 分数的创新加权策略。该策略为高质量的本地客户端分配更高的权重,从而提高了模型质量和训练速度。实验在两个真实的轴承数据集上进行,结果表明,与联合平均算法相比,所提出的方法平均减少了约 15% 的训练迭代次数,同时平均提高了约 5% 的故障诊断准确率。实验结果表明,所提出的方法具有出色的准确性和鲁棒性。
{"title":"An improved federated learning method based on MF1-FedAvg and MSRANet for machinery fault diagnosis","authors":"Xiuyan Liu, Chunqiu Pang, Tingting Guo, Donglin He","doi":"10.1007/s12206-024-0806-5","DOIUrl":"https://doi.org/10.1007/s12206-024-0806-5","url":null,"abstract":"<p>Current fault detection methods for rolling bearings suffer from insufficient data, which limits the generalizability of the models. Typically, conventional approaches train models with a significant amount of labeled data to improve reliability. However, centralized training poses potential risks of data privacy leakage. To address this issue, we propose a federated learning-based fault diagnosis model. In this method, fault diagnosis models for different clients are collaboratively trained by multiple entities with distinct fault characteristics, eliminating the need for third-party aggregation and thereby reducing the risk of data leakage. Specifically, we design a multiscale residual neural network with the ability to perform direct feature extraction from fault data. This proposed network integrates attention units for various scales, emphasizing key features of bearing faults and enhancing the fault recognition capability of local models. Moreover, to address the inherent problem in traditional federated learning frameworks—disparities in client contributions, leading to suboptimal model quality and prolonged training times—this research introduces an innovative weighted strategy based on multiclass F1 scores. This strategy assigns higher weight to high-quality local clients, thereby enhancing both model quality and training speed. Experiments were conducted on two authentic bearing datasets, and the results demonstrate that the proposed method can achieve an average reduction of approximately 15 % in training iterations compared to the federated averaging algorithm, coupled with an average enhancement of approximately 5 % in fault diagnosis accuracy. The experimental results indicate that the proposed method exhibits outstanding accuracy and robustness.</p>","PeriodicalId":16235,"journal":{"name":"Journal of Mechanical Science and Technology","volume":"61 1","pages":""},"PeriodicalIF":1.6,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142225533","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi objective optimization of parameters during FSW of AZ80A - AZ31B Mg alloys using grey relational analysis 利用灰色关系分析法对 AZ80A - AZ31B 镁合金 FSW 过程中的参数进行多目标优化
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s12206-024-0832-3
J. Gunasekaran, P. Sevvel, I. John Solomon, J. Vasanthe Roy

We attempted to optimize the process-based parameters during friction stir welding of AZ80A - AZ31B Mg alloys with the objective of enhancing the mechanical properties of the fabricated joints. A response surface method based grey relational analysis was employed using three factors and three distinctive levels. A central composite design based multi-objective numerical model using the technique of grey relational analysis was formulated for optimizing the tool dependent parameters, namely tool’s rotational speed, its speed of traverse and geometry of the pin. Grey relational grade was determined for all the responses: tensile strength and elongation percentage. Analysis of variance was employed for attaining grey relational grade to determine the most influential parameter of the FSW process. It was observed that the geometry of the tool pin had a greater impact in ascertaining the quality of the fabricated Mg alloy joints, and the tool possessing tapered cylindrical pin geometry exhibited larger values of grey relational grade. Optimized process parameter settings based on the attained GRG values were recorded to be 1100 rpm rotational speed, speed of traverse of 1.5 mm/sec and a tool with taper cylindrical pin geometry. The anticipated values were validated through confirmation investigational runs performed during employment of optimized parameter combinations, which exhibited a perfect agreement with the investigational run values and the confirmatory joint exhibited a tensile strength of 260.42 MPa and elongation percentage of 6.53.

我们试图优化 AZ80A - AZ31B 镁合金搅拌摩擦焊接过程中的工艺参数,以提高焊接接头的机械性能。我们采用了基于响应面法的灰色关系分析,使用了三个因素和三个不同的层次。利用灰色关系分析技术制定了基于中心复合设计的多目标数值模型,以优化与工具相关的参数,即工具的旋转速度、移动速度和销钉的几何形状。灰色关系等级适用于所有响应:拉伸强度和伸长率。采用方差分析获得灰色关系等级,以确定 FSW 过程中影响最大的参数。结果表明,工具销钉的几何形状对确定制造的镁合金接头的质量影响更大,具有锥形圆柱销钉几何形状的工具显示出更大的灰色关系等级值。根据获得的灰度等级值,优化的工艺参数设置为:转速 1100 转/分钟,移动速度 1.5 毫米/秒,刀具为锥形圆柱销几何形状。在使用优化参数组合期间进行的确认调查运行验证了预期值,结果显示与调查运行值完全一致,确认接头的抗拉强度为 260.42 兆帕,伸长率为 6.53%。
{"title":"Multi objective optimization of parameters during FSW of AZ80A - AZ31B Mg alloys using grey relational analysis","authors":"J. Gunasekaran, P. Sevvel, I. John Solomon, J. Vasanthe Roy","doi":"10.1007/s12206-024-0832-3","DOIUrl":"https://doi.org/10.1007/s12206-024-0832-3","url":null,"abstract":"<p>We attempted to optimize the process-based parameters during friction stir welding of AZ80A - AZ31B Mg alloys with the objective of enhancing the mechanical properties of the fabricated joints. A response surface method based grey relational analysis was employed using three factors and three distinctive levels. A central composite design based multi-objective numerical model using the technique of grey relational analysis was formulated for optimizing the tool dependent parameters, namely tool’s rotational speed, its speed of traverse and geometry of the pin. Grey relational grade was determined for all the responses: tensile strength and elongation percentage. Analysis of variance was employed for attaining grey relational grade to determine the most influential parameter of the FSW process. It was observed that the geometry of the tool pin had a greater impact in ascertaining the quality of the fabricated Mg alloy joints, and the tool possessing tapered cylindrical pin geometry exhibited larger values of grey relational grade. Optimized process parameter settings based on the attained GRG values were recorded to be 1100 rpm rotational speed, speed of traverse of 1.5 mm/sec and a tool with taper cylindrical pin geometry. The anticipated values were validated through confirmation investigational runs performed during employment of optimized parameter combinations, which exhibited a perfect agreement with the investigational run values and the confirmatory joint exhibited a tensile strength of 260.42 MPa and elongation percentage of 6.53.</p>","PeriodicalId":16235,"journal":{"name":"Journal of Mechanical Science and Technology","volume":"62 1","pages":""},"PeriodicalIF":1.6,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142225486","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cooling benefit evaluation of a central processing unit using thermal interface materials with hybrid additives 使用含混合添加剂的热界面材料的中央处理器冷却效益评估
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s12206-024-0846-x
Chia Cheng, Tun-Ping Teng, Chii-Rong Yang

In this study, the atmospheric plasma (APP) surface modification technology was used to modify the surface of additive materials and mix them into the commercial thermal interface material (base-TIM). This technology allows for the preparation of a hybrid additives thermal interface material (HA-TIM) to improve the heat conduction performance of the base-TIM. The additives selected for HA-TIM include aluminum nitride (AlN), multi-walled carbon nanotubes (MWCNTs), and graphene flakes (GNFs) with different proportions. Additives with different sizes, shapes, and high thermal conductivity were expected to achieve a synergistic effect to produce an HA-TIM with high heat dissipation performance. After the preparation of the HA-TIM with different configuration ratios was completed, heat dissipation performance experiments would be carried out under different heating power and ambient temperature to determine the optimal configuration ratio of the HA-TIM. The results show that the HA-TIM prepared by adding 1 wt% GNFs and 1 wt% MWCNTs to the base-TIM has the best heat conduction performance. In the optimum configuration of the HA-TIM at the heating power of 50 W, 100 W, and 150 W, the heater surface temperature under the ambient temperature of 25 °C is 1.0 °C, 3.0 °C, and 4.2 °C lower than those of base-TIM, and the heater surface temperature under the ambient temperature of 30 °C is 1.1 °C, 3.2 °C, and 6.3 °C lower than those of base-TIM, respectively. Furthermore, the results show that HA-TIM has a better heat dissipation performance under high ambient temperature and heating power.

本研究采用大气等离子体(APP)表面改性技术对添加剂材料的表面进行改性,并将其混合到商用热界面材料(base-TIM)中。这项技术可以制备混合添加剂热界面材料(HA-TIM),从而提高基础热界面材料的热传导性能。HA-TIM 选用的添加剂包括不同比例的氮化铝(AlN)、多壁碳纳米管(MWCNTs)和石墨烯薄片(GNFs)。不同尺寸、形状和高导热性的添加剂有望产生协同效应,从而制备出具有高散热性能的 HA-TIM。不同配置比的 HA-TIM 制备完成后,将在不同的加热功率和环境温度下进行散热性能实验,以确定 HA-TIM 的最佳配置比。结果表明,在基体-TIM 中添加 1 wt% GNFs 和 1 wt% MWCNTs 制备的 HA-TIM 具有最佳的热传导性能。在加热功率为 50 W、100 W 和 150 W 的 HA-TIM 最佳配置下,25 ℃ 环境温度下的加热器表面温度分别比基底-TIM 低 1.0 ℃、3.0 ℃ 和 4.2 ℃,30 ℃ 环境温度下的加热器表面温度分别比基底-TIM 低 1.1 ℃、3.2 ℃ 和 6.3 ℃。此外,研究结果表明,HA-TIM 在高环境温度和高加热功率下具有更好的散热性能。
{"title":"Cooling benefit evaluation of a central processing unit using thermal interface materials with hybrid additives","authors":"Chia Cheng, Tun-Ping Teng, Chii-Rong Yang","doi":"10.1007/s12206-024-0846-x","DOIUrl":"https://doi.org/10.1007/s12206-024-0846-x","url":null,"abstract":"<p>In this study, the atmospheric plasma (APP) surface modification technology was used to modify the surface of additive materials and mix them into the commercial thermal interface material (base-TIM). This technology allows for the preparation of a hybrid additives thermal interface material (HA-TIM) to improve the heat conduction performance of the base-TIM. The additives selected for HA-TIM include aluminum nitride (AlN), multi-walled carbon nanotubes (MWCNTs), and graphene flakes (GNFs) with different proportions. Additives with different sizes, shapes, and high thermal conductivity were expected to achieve a synergistic effect to produce an HA-TIM with high heat dissipation performance. After the preparation of the HA-TIM with different configuration ratios was completed, heat dissipation performance experiments would be carried out under different heating power and ambient temperature to determine the optimal configuration ratio of the HA-TIM. The results show that the HA-TIM prepared by adding 1 wt% GNFs and 1 wt% MWCNTs to the base-TIM has the best heat conduction performance. In the optimum configuration of the HA-TIM at the heating power of 50 W, 100 W, and 150 W, the heater surface temperature under the ambient temperature of 25 °C is 1.0 °C, 3.0 °C, and 4.2 °C lower than those of base-TIM, and the heater surface temperature under the ambient temperature of 30 °C is 1.1 °C, 3.2 °C, and 6.3 °C lower than those of base-TIM, respectively. Furthermore, the results show that HA-TIM has a better heat dissipation performance under high ambient temperature and heating power.</p>","PeriodicalId":16235,"journal":{"name":"Journal of Mechanical Science and Technology","volume":"10 1","pages":""},"PeriodicalIF":1.6,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142225487","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modelling and control of moving beam in fatigue testing 疲劳试验中移动横梁的建模与控制
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s12206-024-0803-8
Wenang Jia, Chaojie Zhang, Zhanshang Li, Zeji Chen, Sheng Li

The synchronization control of its dual hydraulic cylinder moving beam in fatigue testing machine requires robustness and high synchronization accuracy. The synchronization control accuracy is affected by the time-varying nonlinearity of parameters, mutual coupling and load disturbance of the multi-cylinder system affect. A novel control strategy with single-cylinder self-immunity and double-cylinder fuzzy single neuron is proposed to overcome the slow compensation response and poor robustness of dynamic adjustability. First the working principle of the moving beam synchronization system of the fatigue testing machine is described, then the mathematical simulation model of the asymmetric single and double cylinders and their synchronization control system are established to carry out the simulation analysis of the tracking performance and synchronization performance. Finally the experimental is setup to verify the simulation analysis. The results show that the designed synchronization controller can meet the application requirements of the fatigue testing machine moving beam extremely well.

疲劳试验机双液压缸移动梁的同步控制要求具有鲁棒性和高同步精度。同步控制精度受到多缸系统参数时变非线性、相互耦合和负载扰动的影响。为克服补偿响应慢、动态调节鲁棒性差等问题,提出了单缸自免疫、双缸模糊单神经元的新型控制策略。首先阐述了疲劳试验机动梁同步系统的工作原理,然后建立了非对称单缸、双缸及其同步控制系统的数学仿真模型,对其跟踪性能和同步性能进行了仿真分析。最后通过实验来验证仿真分析结果。结果表明,所设计的同步控制器能很好地满足疲劳试验机移动梁的应用要求。
{"title":"Modelling and control of moving beam in fatigue testing","authors":"Wenang Jia, Chaojie Zhang, Zhanshang Li, Zeji Chen, Sheng Li","doi":"10.1007/s12206-024-0803-8","DOIUrl":"https://doi.org/10.1007/s12206-024-0803-8","url":null,"abstract":"<p>The synchronization control of its dual hydraulic cylinder moving beam in fatigue testing machine requires robustness and high synchronization accuracy. The synchronization control accuracy is affected by the time-varying nonlinearity of parameters, mutual coupling and load disturbance of the multi-cylinder system affect. A novel control strategy with single-cylinder self-immunity and double-cylinder fuzzy single neuron is proposed to overcome the slow compensation response and poor robustness of dynamic adjustability. First the working principle of the moving beam synchronization system of the fatigue testing machine is described, then the mathematical simulation model of the asymmetric single and double cylinders and their synchronization control system are established to carry out the simulation analysis of the tracking performance and synchronization performance. Finally the experimental is setup to verify the simulation analysis. The results show that the designed synchronization controller can meet the application requirements of the fatigue testing machine moving beam extremely well.</p>","PeriodicalId":16235,"journal":{"name":"Journal of Mechanical Science and Technology","volume":"20 1","pages":""},"PeriodicalIF":1.6,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142225506","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Study on anthropomorphic hand with biological and kinematic characteristics of the human hand 研究具有生物学和运动学特征的拟人手
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s12206-024-0840-3
Shuai Ma, Haoyi Qin, Jiafeng Song, Kejun Wang, Shucai Xu

The actuation of traditional anthropomorphic hands is relatively complex, and there is little research on humanoid skin. In view of the above problems, this study proposed an anthropomorphic hand with biological and kinematic characteristics of the human hand, including structural skeletal parts and humanoid skin. Firstly, the overall structure and control system of the anthropomorphic hand were designed. Then, the humanoid skin was fabricated and its physical and mechanical properties were tested. Based on the overall structure of the rope-driven anthropomorphic hand, its motion characteristics were simulated and analyzed using multi-body dynamics software ADAMS/Cable. Finally, control experiment verifies the performance of the anthropomorphic hand described in this paper. The results are that the proposed anthropomorphic hand can reproduce the movement characteristics of the human hand well, and can grip objects of different shapes, different sizes and different weights stably, with a maximum grip force of 11.91 N measured.

传统拟人手的驱动相对复杂,对仿人皮肤的研究也很少。针对上述问题,本研究提出了一种具有人手生物学和运动学特征的拟人手,包括结构骨骼部分和仿人皮肤。首先,设计了拟人手的整体结构和控制系统。然后,制作了仿人皮肤,并对其物理和机械性能进行了测试。根据绳索驱动拟人手的整体结构,使用多体动力学软件 ADAMS/Cable 对其运动特性进行了模拟和分析。最后,控制实验验证了本文所述拟人手的性能。结果表明,本文提出的拟人手能够很好地再现人手的运动特性,并能稳定地抓取不同形状、不同大小和不同重量的物体,测得的最大抓取力为 11.91 N。
{"title":"Study on anthropomorphic hand with biological and kinematic characteristics of the human hand","authors":"Shuai Ma, Haoyi Qin, Jiafeng Song, Kejun Wang, Shucai Xu","doi":"10.1007/s12206-024-0840-3","DOIUrl":"https://doi.org/10.1007/s12206-024-0840-3","url":null,"abstract":"<p>The actuation of traditional anthropomorphic hands is relatively complex, and there is little research on humanoid skin. In view of the above problems, this study proposed an anthropomorphic hand with biological and kinematic characteristics of the human hand, including structural skeletal parts and humanoid skin. Firstly, the overall structure and control system of the anthropomorphic hand were designed. Then, the humanoid skin was fabricated and its physical and mechanical properties were tested. Based on the overall structure of the rope-driven anthropomorphic hand, its motion characteristics were simulated and analyzed using multi-body dynamics software ADAMS/Cable. Finally, control experiment verifies the performance of the anthropomorphic hand described in this paper. The results are that the proposed anthropomorphic hand can reproduce the movement characteristics of the human hand well, and can grip objects of different shapes, different sizes and different weights stably, with a maximum grip force of 11.91 N measured.</p>","PeriodicalId":16235,"journal":{"name":"Journal of Mechanical Science and Technology","volume":"45 1","pages":""},"PeriodicalIF":1.6,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142225508","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","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
Journal of Mechanical Science and Technology
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