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Physics-informed machine learning for identifying gradient-distributed plastic parameters of the S38C axle by nano-indentation
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作者 Siyu Li Lvfeng Jiang +4 位作者 Yanan Hu Jian Li Xu Zhang Qianhua Kan Guozheng Kang 《Acta Mechanica Sinica》 2026年第1期105-121,共17页
The S38C railway axle undergoes induction hardening,resulting in a gradient-distributed microstructure and mechanical properties.The accurate identification of gradient-distributed plastic parameters for the S38C axle... The S38C railway axle undergoes induction hardening,resulting in a gradient-distributed microstructure and mechanical properties.The accurate identification of gradient-distributed plastic parameters for the S38C axle remains a challenging task.To tackle this challenge,the present study proposes a novel approach for identifying the gradient-distributed plastic parameters for the S38C axle by integrating nano-indentation techniques with the machine learning method.Firstly,nano-indentation tests are conducted along the radial direction of the S38C axle to obtain the gradient-distributed load-displacement curves,nano-hardness,and elastic modulus.Subsequently,the dimensionless analysis is performed to obtain the representative stress,strain,and yield stress from load-displacement curves.These parameters are then incorporated into the machine learning method as physical information to identify the gradient-distributed plastic parameters of the S38C axle.The results indicate that the proposed method based on the physics-informed neural network and multi-fidelity neural network successfully identifies the gradient-distributed plastic parameters of the S38C axles and demonstrates superior prediction accuracy and generalization compared with the purely data-driven machine learning method. 展开更多
关键词 S38C axle Nanoindentation Physics-informed machine learning Gradient structure Plastic parameters
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Stochastic assessment of residual fatigue life of railway axles considering relevant critical factors
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作者 Dušan Tichoň Tomáš Vojtek +6 位作者 Pavol Dlhý Pavel Pokorný Luboš Náhlík Alfonso Fernández-Canteli Rostislav Fajkoš Ondřej Peter Pavel Hutař 《Railway Engineering Science》 2026年第1期1-24,共24页
Statistical distribution of residual fatigue life(RFL)of railway axles under given loading was computed using the Monte Carlo method by considering random variation of the selected input parameters.Experimental data f... Statistical distribution of residual fatigue life(RFL)of railway axles under given loading was computed using the Monte Carlo method by considering random variation of the selected input parameters.Experimental data for the EA4T railway axle steel,the loading spectrum,the press fit loading and the residual stress induced by surface hardening were considered in the crack propagation simulations.Usually,the material properties measured by tensile tests are considered to be the most informative source of material data.Under fatigue loading,however,the crack growth rates near the threshold are the most critical data.Two important influencing factors on these crack growth rates are presented:first,the air humidity and,second,the near-surface residual stress.The typical variation of these parameters in operation may change the RFL by one or two orders of magnitude.Experimentally obtained crack growth thresholds and residual stress profiles are highly affected by the used methodology.Therefore,the obtained input data may be located anywhere within a large scatter,while the experimenters are completely unaware of it.This can lead to dangerously non-conservative situations,e.g.when the thresholds are measured in a laboratory under humid air conditions and then applied to predictions of RFLs of axles operated in winter in low air humidity.This is significant for the topic of inspection interval optimisation.The results of experiments done on real 1:1 railway axles were close to the most frequent value found in the histogram of the numerically computed RFLs. 展开更多
关键词 Residual fatigue life Railway axles Fatigue crack Growth threshold Air humidity Monte Carlo method
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安石榴苷调节Gas6/Axl通路介导的免疫反应对乳腺癌细胞活性的影响
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作者 王树人 杨柳 王琦 《中国免疫学杂志》 北大核心 2026年第2期361-366,共6页
目的:探究安石榴苷(PN)调节Gas6/Axl通路介导的免疫反应对乳腺癌细胞活性的影响。方法:采用12.5~400μmol/L PN处理人乳腺癌细胞MCF-7,检测细胞增殖活性,筛选PN实验浓度。将MCF-7细胞随机分为Control组、PN低、中、高浓度组(PN-L组、PN-... 目的:探究安石榴苷(PN)调节Gas6/Axl通路介导的免疫反应对乳腺癌细胞活性的影响。方法:采用12.5~400μmol/L PN处理人乳腺癌细胞MCF-7,检测细胞增殖活性,筛选PN实验浓度。将MCF-7细胞随机分为Control组、PN低、中、高浓度组(PN-L组、PN-M组、PN-H组)、高浓度PN+Gas6重组蛋白组(Gas6重组蛋白组);检测MCF-7细胞的增殖、迁移、侵袭能力;检测MCF-7细胞上清液中炎症水平;Western blot检测上皮间质转化(EMT)和相关蛋白表达。结果:通过检测MCF-7细胞的增殖活性,筛选出50、100、200μmol/L PN作为本研究中的处理浓度。与Control组比较,PN-L、PN-M、PN-H组MCF-7细胞克隆形成数、划痕愈合率、细胞侵袭数量、IL-6表达水平降低,IL-10表达水平升高;CDK1、MMP-2、MMP-9、N-Cadherin、Vimentin、Gas6、Axl蛋白表达降低,E-Cadherin蛋白表达升高(P<0.05);与PN-H组相比,Gas6重组蛋白组克隆形成数、划痕愈合率、细胞侵袭数量、IL-6表达水平上升,CDK1、MMP-2、MMP-9、N-Cadherin、Vimentin、Gas6、Axl蛋白表达升高,IL-10表达水平降低,E-Cadherin蛋白表达降低(P<0.05)。结论:PN可能通过抑制Gas6/Axl通路介导的免疫反应抑制乳腺癌细胞的增殖、迁移、侵袭活性。 展开更多
关键词 乳腺癌 安石榴苷 Gas6/axl通路 免疫反应 细胞活性
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Dynamic modeling and simulation of irregular faults in axle box bearings of high-speed trains
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作者 Xiaohui GU Yajia WANG +2 位作者 Pengfei LIU Zechao LIU Shaopu YANG 《Applied Mathematics and Mechanics(English Edition)》 2025年第10期1883-1902,共20页
Axle box bearings are critical components of high-speed trains.Localized defects,such as pitting and spalling,on raceways or rollers pose significant threats to the operational safety of railway vehicles.In this work,... Axle box bearings are critical components of high-speed trains.Localized defects,such as pitting and spalling,on raceways or rollers pose significant threats to the operational safety of railway vehicles.In this work,a novel bearing-flexible axle boxvehicle coupling model is established to explore the vibration characteristics of axle box bearings with irregular localized defects.First,based on the contact and kinematic relationship between rollers and raceways,the three-dimensional(3D)bearing force elements are analyzed and formulated.Second,the established model and a flexible axle box are integrated into the vehicle,and the responses of the normal and faulty bearings under the combined excitations of wheel roughness and track irregularities are simulated.Third,the simulation results are verified through a rolling-vibrating test bench for full-scale wheelsets of high-speed trains.The comparisons of the fault-induced repetitive transients in the time-domain and the fault characteristic frequencies in the envelope spectra demonstrate the efficiency of the proposed model.Finally,based on the flexible axle box model,a sensitivity analysis of the accelerometer placements to the bearing faults is carried out,and the optimal one is identified based on both the time-domain and frequency-domain signal-to-noise ratios(SNRs)for engineering applications. 展开更多
关键词 axle box bearing irregular fault track irregularity flexible axle box accelerometer placement selection
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A clip-on composite sensor based packaging design method for fiber Bragg grating axle counter
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作者 Mengyao Zhao Xueyun Cao +2 位作者 Longsheng Wang Yang Peng Tao Wang 《Railway Sciences》 2025年第5期647-665,共19页
Purpose–To address the encapsulation challenge of fiber Bragg grating(FBG)sensors in complex railway environments,this paper designs a clip-on composite sensor enabling installation-friendly deployment and long-term ... Purpose–To address the encapsulation challenge of fiber Bragg grating(FBG)sensors in complex railway environments,this paper designs a clip-on composite sensor enabling installation-friendly deployment and long-term axle counting system monitoring.Design/methodology/approach–Wheel–rail mechanical behavior was simulated via finite element analysis(FEA)to determine optimal sensor placement.A clip-on composite sensor was subsequently engineered.Stress transduction efficacy was validated through FEA quantification of stress responses at the axle counter location.Findings–The proposed FBG axle counter integrates temperature compensation and anti-detachment monitoring as well as advantages such as simplified installation with minimal maintenance and sustained operational reliability.It effectively transmits stress,yielding a measured strain of 39μe under static loading conditions without sensitivity-enhancing elements.Originality/value–This study performs FEA of wheel-rail stress distribution and engineers the dual-slot composite sensor,FEAwas conducted to quantify the stress magnitude at the axle sensor position of the dual-slot composite sensor.Additionally,FEA was performed on sensors with different structural configurations,including adjustments to the axle sensor position,number of slots and axle position.The results confirmed that the designed composite sensor exhibits superior stress transfer characteristics. 展开更多
关键词 Fiber Bragg grating axle counting Finite element Sensor Wheel-rail forces
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Lightweight Design of Front Axle Structure of a Certain Type of Automobile
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作者 Chuan qi LI Jian ZOU +2 位作者 Bing Ll Yiming LEI Mingshuo ZHANG 《Mechanical Engineering Science》 2025年第1期26-32,共7页
In this paper,the front axle of a certain model is taken as the research object,and the stress and deformation of the frontaxle under three typical working conditions are analyzed by finite element technology.Based on... In this paper,the front axle of a certain model is taken as the research object,and the stress and deformation of the frontaxle under three typical working conditions are analyzed by finite element technology.Based on the simulation results,the 3D model of the front axle was optimized,and the finite element analysis of the optimized structure of the front axle under three typical working conditions was carried out to verify the correctness of the model.Finally,the fatigue tool module of ANSYS Workbench was used to analyze the fatigue life of the front axle under the optimized emergency conditions,and the feasibility of the model was verified.The analysis data shows that the design of the front axle components still has a lot of potential for lightweighting,and the weight of the front axle can be reduced by 6.73%through optimization,and the performance of the front axle can also meet the needs of use.The research conclusionhas a certain reference value for the lightweight design of automobile front axle. 展开更多
关键词 automobile front axle structural optimization Fatigue life
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Damage Tolerance Assessment of Heavy-Duty Freight Railway Axles with Artificial Defects
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作者 Hai Zhao Ding Liao +4 位作者 Jiewei Gao Shunpeng Zhu Ligen Liu Jing Han Shantong Li 《Chinese Journal of Mechanical Engineering》 2025年第2期394-406,共13页
Heavy-duty freight railway axles are no less important than those of passenger trains,owing to the potentially catastrophic results caused by the derailment of trains carrying hazardous substances.Intrinsic and extrin... Heavy-duty freight railway axles are no less important than those of passenger trains,owing to the potentially catastrophic results caused by the derailment of trains carrying hazardous substances.Intrinsic and extrinsic imperfections challenge classical design theories built based on the safe life concept,and damage tolerance assessment becomes vital for the safety and reliability of long-term serviced railway axles,as pits and scratches are common defects for heavy-duty railway axles.In this work,four-point rotating bending fatigue tests of AAR-CM railway axle steel specimens with semicircular and circumferential groove notches are conducted.The fatigue limit of the semicircular notched specimens was evaluated based on fracture mechanics theory,in which non-conservative results are obtained by the El Haddad model and the S–N curves of circumferential groove notched specimens are correlated by the theory of critical distance(TCD). 展开更多
关键词 Heavy-duty railway axle Damage tolerance NOTCH K-T diagram Theory of critical distance
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An estimating methodology for the load of train axle box bearings
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作者 Zhenqian Li Maoru Chi +1 位作者 Wubin Cai Yabo Zhou 《High-Speed Railway》 2025年第4期267-280,共14页
Axle box bearings serve as crucial components within the transmission system of high-speed trains.Their failure can directly impact the operational safety of these trains.Accurately determining the dynamic load experi... Axle box bearings serve as crucial components within the transmission system of high-speed trains.Their failure can directly impact the operational safety of these trains.Accurately determining the dynamic load experienced by bearings during the operation of high-speed trains can provide valuable boundary inputs for the study of bearing fatigue life and service performance,thereby holding significant engineering implications.In this study,we propose a high-speed train axle box bearing load estimation method(FMCC-DKF).This method is founded on the Kalman filtering technique of the Maximum Correntropy Criterion(MCC)and employs dummy measurement technology to enhance the stability of estimated loads.We develop a kernel size update algorithm to address the challenges associated with obtaining the key parameter,kernel size of MCC.Comparative analysis of the vertical and lateral loads of the axle box bearing obtained using FMCC-DKF,DKF,and AMCC-DKF,under both measurement noise-free and non-Gaussian noise conditions,is conducted to demonstrate the superiority of the proposed estimation method.The results indicate that the proposed FMCC-DKF method exhibits high estimation accuracy under both measurement noise-free and non-Gaussian noise interference,and maintains its high estimation accuracy despite changes in train speed.The proposed load estimation method demonstrates reliable performance within the low-frequency domain below 70 Hz. 展开更多
关键词 axle box bearing load Load estimation Maximum correntropy criterion Non-Gaussian noise High-speed train
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Pentacam AXL与IOL Master 700测量白内障患者术前眼部生物学参数的比较
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作者 魏进芬 谭思敏 +1 位作者 丁琳 张秋丽 《国际眼科杂志》 2026年第1期148-151,共4页
目的:比较Pentacam AXL与IOL Master 700对白内障患者术前眼部生物学参数的比较。方法:前瞻性研究。选取2024年5月至2024年12月我院收治的拟行白内障超声乳化联合人工晶状体(IOL)植入术治疗的白内障患者150例150眼。术前采用IOL Master ... 目的:比较Pentacam AXL与IOL Master 700对白内障患者术前眼部生物学参数的比较。方法:前瞻性研究。选取2024年5月至2024年12月我院收治的拟行白内障超声乳化联合人工晶状体(IOL)植入术治疗的白内障患者150例150眼。术前采用IOL Master 700、Pentacam AXL分别测量眼轴长度(AL),角膜曲率(K1,K2,Km),前房深度(ACD),角膜横径(WTW)。比较两种仪器测量结果的差异性和一致性。结果:两种仪器测量术眼AL、K1、K2、Km、ACD及WTW比较均无差异(均P>0.05)。Spearman相关性分析显示两种仪器测量术眼AL、K1、K2、Km、ACD及WTW均正相关(均P<0.001)。Bland-Altman分析显示,Pentacam AXL与IOL Master 700测量术眼AL、K1、K2、Km、ACD及WTW分别有5/150(3.3%)、7/150(4.7%)、4/150(2.7%)、5/150(3.3%)、0个点位于95%LoA外,均小于5%,提示一致性较好。结论:Pentacam AXL与IOL Master 700在白内障超声乳化联合IOL植入术前AL、K1、K2、Km、ACD及WTW的测量数据均无显著性差异,且具有较好的相关性及一致性,两种仪器可相互替代使用。 展开更多
关键词 白内障 白内障超声乳化 人工晶状体植入术 Pentacam axl IOL Master 700
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受体酪氨酸激酶AXL在宫颈癌中的表达及临床意义
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作者 张大贵 韩玲 +2 位作者 林小芳 张普 张曦 《浙江医学》 2025年第24期2597-2603,共7页
目的分析受体酪氨酸激酶AXL在宫颈癌组织中的表达差异,并探讨其表达水平对患者预后的影响。方法收集癌症基因组图谱中宫颈鳞状细胞癌(CESC)数据集,使用ROC曲线分析AXL基因表达水平鉴别CESC的效能;使用Kaplan-Meier生存曲线分析不同AXL... 目的分析受体酪氨酸激酶AXL在宫颈癌组织中的表达差异,并探讨其表达水平对患者预后的影响。方法收集癌症基因组图谱中宫颈鳞状细胞癌(CESC)数据集,使用ROC曲线分析AXL基因表达水平鉴别CESC的效能;使用Kaplan-Meier生存曲线分析不同AXL基因表达水平CESC患者生存差异。回顾性收集2021年1月至2024年1月温州医科大学附属第二医院手术切除的经病理检查确诊的79例宫颈癌组织及癌旁组织,采用免疫组织化学染色法检测不同组织中AXL表达差异,比较AXL高表达组(41例)和低表达组(38例)患者临床病理特征。使用Cox回归分析影响宫颈癌患者预后的因素。绘制Kaplan-Meier生存曲线比较两组患者无病生存率和总生存率。结果AXL基因表达水平鉴别CESC组与正常组的AUC=0.923,具有较高诊断效能;AXL基因高表达患者10年无病生存率和10年总生存率均显著低于低表达组(均P<0.05)。相比癌旁组织,宫颈癌组织中AXL蛋白阳性率显著升高(P<0.05);AXL高表达组中年龄>55岁、肿瘤-淋巴结-转移(TNM)分期Ⅲ~Ⅳ期、盆腔淋巴结转移患者比例显著升高(均P<0.05)。Cox回归分析显示,远处转移、AXL高表达、盆腔淋巴结转移是宫颈癌患者预后影响因素(均P<0.05)。Kaplan-Meier生存曲线分析显示,AXL高表达组患者3年无病生存率和总生存率均显著低于AXL低表达组(均P<0.05)。结论宫颈癌组织中AXL高表达预示着更差的预后,提示AXL可作为宫颈癌预后评估的指标,具有潜在的生物标志物的价值。 展开更多
关键词 宫颈癌 受体酪氨酸激酶 axl 生存分析
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当归芍药散调控EPO/PPAR-γ/AXL通路增强小胶质细胞吞噬改善血管性认知障碍
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作者 李翔 袁宁宁 +2 位作者 徐莹 苏越 成小兰 《中国中西医结合杂志》 北大核心 2025年第6期706-713,共8页
目的 观察当归芍药散(DSS)对血管性认知障碍(VCI)大鼠认知功能和促红细胞生成素(EPO)/过氧化物酶体增殖物激活受体γ(PPAR-γ)/AXL受体酪氨酸激酶(AXL)/AXL通路的影响,探讨其作用机制。方法 将40只SD大鼠随机分为假手术组(Sham组)、模型... 目的 观察当归芍药散(DSS)对血管性认知障碍(VCI)大鼠认知功能和促红细胞生成素(EPO)/过氧化物酶体增殖物激活受体γ(PPAR-γ)/AXL受体酪氨酸激酶(AXL)/AXL通路的影响,探讨其作用机制。方法 将40只SD大鼠随机分为假手术组(Sham组)、模型组(VCI组)、模型+当归芍药散低剂量组(5 g/kg)、模型+当归芍药散高剂量组(10 g/kg)及模型+尼莫地平组(Nimodipine,NMP组,9.45 mg/kg),每组8只。除Sham组外,其余各组采用双侧颈总动永久性脉结扎法建立VCI模型,造模后立即给药干预,Sham组和模型组灌胃等量生理盐水,给药4周。采用Morris水迷宫测试大鼠学习记忆能力,HE染色检测大鼠海马组织损伤,牢固蓝染色(LFB)检测大鼠海马髓鞘损伤,免疫荧光染色检测大鼠小胶质细胞活化状态和髓鞘相关蛋白,荧光定量PCR检测小胶质细胞M2极化标志物和吞噬相关基因mRNA表达水平,ELISA检测炎症因子表达,Western Blot检测EPO通路相关蛋白表达。结果 与模型组比较,DSS高剂量组穿越平台次数增加,目标象限停留时间延长,逃逸潜伏期缩短(P<0.01)。ELISA检测结果显示,DSS高剂量组大鼠海马中炎症相关因子IL-6、TNF-α、单核细胞趋化蛋白1(MCP-1)降低(P<0.05)。荧光定量PCR结果显示,DSS高剂量组小胶质细胞M1极化标志物CD68表达下降,而M2极化标志物CD206、精氨酸酶1(Arg-1)表达升高(P<0.01,P<0.05)。Western Blot结果表明,DSS组EPO、PPAR-γ和AXL蛋白表达上调(P<0.01)。结论 DSS高剂量通过调控EPO/PPAR-γ/AXL通路增强海马小胶质细胞吞噬功能,并向M2型极化减轻神经炎症,进而改善VCI。 展开更多
关键词 血管性认知障碍 当归芍药散 小胶质细胞 促红细胞生成素 过氧化物酶体增殖物激活受体Γ axl受体酪氨酸激酶 中药复方 中西医结合
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益母草碱调节GAS6/Axl信号通路对冠心病大鼠心肌损伤的影响 被引量:2
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作者 孟王桃 崔冬玲 +2 位作者 吴冬景 陈超 张颖颖 《中国药房》 北大核心 2025年第1期51-56,共6页
目的探讨益母草碱对生长停滞特异性蛋白6(GAS6)/酪氨酸蛋白激酶受体(Axl)信号通路的影响,阐明其减轻冠心病大鼠心肌损伤的机制。方法构建冠心病大鼠模型,将造模成功的大鼠按随机抽样方法分为模型组,益母草碱低、高剂量组(分别灌胃25、10... 目的探讨益母草碱对生长停滞特异性蛋白6(GAS6)/酪氨酸蛋白激酶受体(Axl)信号通路的影响,阐明其减轻冠心病大鼠心肌损伤的机制。方法构建冠心病大鼠模型,将造模成功的大鼠按随机抽样方法分为模型组,益母草碱低、高剂量组(分别灌胃25、100 mg/kg益母草碱+腹腔注射75 mg/kg生理盐水),益母草碱高剂量+GAS6/Axl信号通路抑制剂组(灌胃100 mg/kg益母草碱+腹腔注射75 mg/kg的R428),每组12只;另取12只正常大鼠作对照组。各给药组大鼠给予相应药物,对照组和模型组大鼠灌胃并腹腔注射等体积生理盐水,每天1次,连续48 d。给药结束后,检测大鼠心功能和血清中炎症因子及心肌损伤标志物水平;观察其心肌组织病理形态;检测其心肌组织细胞凋亡率和心肌组织中凋亡及GAS6/Axl信号通路相关蛋白表达。结果与对照组比较,模型组大鼠出现心肌细胞与心肌纤维排列紊乱、心肌细胞肥大、细胞核固缩等病变,左室射血分数、左室短轴缩短率、二尖瓣环舒张早期与舒张晚期运动速度之比及GAS6蛋白相对表达量和B细胞淋巴瘤2/B细胞淋巴瘤2相关X蛋白、磷酸化Axl/Axl比值均显著降低(P<0.05),肿瘤坏死因子α、白细胞介素1β、白细胞介素6、肌酸激酶同工酶、肌钙蛋白Ⅰ、肌红蛋白水平以及心肌组织细胞凋亡率和剪切型胱天蛋白酶3/胱天蛋白酶3比值均显著升高(P<0.05);益母草碱各剂量组大鼠上述病理情况及各检测指标均显著改善(P<0.05),且益母草碱高剂量组效果较益母草碱低剂量组明显(P<0.05);R428处理可逆转高剂量益母草碱对冠心病大鼠心肌损伤的改善作用(P<0.05)。结论益母草碱可减轻冠心病大鼠心肌损伤,其作用机制可能与激活GAS6/Axl信号通路相关。 展开更多
关键词 益母草碱 GAS6/axl信号通路 冠心病 心肌损伤
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Analysis of Quenching Stresses in 35CrMo Axle 被引量:2
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作者 龚海 WU Yunxin +1 位作者 FENG Xiaolei LI Yihua 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2016年第3期630-635,共6页
By using the finite element method (FEM), we comprehensively analyzed the fields of temperature, organization, and stress in 35CrMo train axles during the quenching process is conducted, and experimentally studied t... By using the finite element method (FEM), we comprehensively analyzed the fields of temperature, organization, and stress in 35CrMo train axles during the quenching process is conducted, and experimentally studied the formation and evolution of inner stresses in axles during the quenching process. The results show that in the quenching process, stresses on the axle surface change from tensile to compressive gradually, while stresses in the axle core change from compressive to tensile gradually. Heat stresses and the amount of martensitic transformation are all increased with the increase of cooling rate. As a result, the maximmn instantaneous stresses in the axle are increased greatly when the cooling rate is increased with brine quenching. Large instantaneous tensile stress in the axle core with brine quenching is very likely to cause quench cracking and should be avoided. 展开更多
关键词 35CrMo axle QUENCHING residual stress FEM X-ray diffraction
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Analysis and Optimization on Factors Affecting Forming Quality of Half Axle Gears Warm Precision Forging 被引量:2
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作者 WANG Menghan CHEN Xihou ZHOU Jie 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2010年第1期110-114,共5页
Half axle gears is produced by precision forging popularly because of the advantages in minimum machining allowances, lower material consumption and good service properties. But the forming quality of precision forgin... Half axle gears is produced by precision forging popularly because of the advantages in minimum machining allowances, lower material consumption and good service properties. But the forming quality of precision forging is difficult to control. Many simulations and analysis of precision forging process were taken by previous researchers. But no concrete method is proposed to evaluate and optimize the forming quality of half axel gears. The primary purpose of this work is improving the forming quality of half axel gears by analyzing and optimizing the affected factors of forming quality. The enclosed-die warm forging process of half axle gears was developed, and a new type of die-set used on double action hydraulic press was brought forward. The main influential factors of precision forming quality were analyzed after the forming process had been simulated by using finite element method(FEM). These factors include die structure, web thickness and web position. A method used to evaluate the forming quality was established, which investigated the maximal forming load, the metal filling rate and the material damage factor. The FEM simulations of half axle gears precision forging were evaluated by this method. The results show that the best forming quality can be achieved when the punches were added with bosses, the web located at the middle plant of the gear, and the web thickness was 30 percent of the inner hole diameter. Verification experiments taking the above optimized parameters were performed on a 7.8 MN double action hydraulic press. The trial products were formed well. And their geometric precision meets the demand. The verification result shows that the optimization of the influential factors, according to the simulations and the evaluation method, can improve the forming quality. The new structure of precision forging die-set and the new evaluation method guarantee a high forming quality ofhalfaxel gears. 展开更多
关键词 warm precision forging half axle gears forming quality die structure WEB
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DAMAGE TOLERANCE ANALYSIS ON HOLLOW AXLES OF HIGH SPEED MOTOR TRAINS 被引量:2
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作者 ZHOU Suxia XIE Jilong +1 位作者 YANG Guangxue XIAO Nan 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2008年第5期8-12,共5页
According to the rules of UIC515-3,the service loads of the axles are defined,which include some different loads cases as follows:the static loads;the impact loads resulted from running through the rail joints and une... According to the rules of UIC515-3,the service loads of the axles are defined,which include some different loads cases as follows:the static loads;the impact loads resulted from running through the rail joints and unevenness rails;the loads through curves and from braking.Through the calculating and analysis,the stress distribution of the hollow axles is obtained for 200 km/h high speed motor trains used in China.At the same time,the fatigue crack growth of hollow axles is studied,and the initial surface cracks of 2 mm depth caused by hard objects strike or the other causes are discussed.On the basis of the linear elastic fracture mechanics theory,the stress intensity factor of the crack of the geometry transition outside the wheel seat is also studied.Associated with fatigue crack propagation equation and the corresponding crack propagation threshold,the crack propagation characteristics under different shapes are calculated.Then the running distances are educed with different shapes propagating to the critical length,and the estimation of the residual lives about hollow axles which are the reference values of examine and repair limit of the hollow axle is given. 展开更多
关键词 Motor wains Hollow railway axles Fatigue crack axle stress Damage tolerance Loads
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Fatigue Properties Improvement of Low-Carbon Alloy Axle Steel by Induction Hardening and Shot Peening:A Prospective Comparison 被引量:5
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作者 G.C.Chu F.Z.Hu +4 位作者 X.J.jin Y.Zhang Q.Wang J.P.Hou Z.F.Zhang 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2022年第8期1343-1356,共14页
Fatigue fracture is the major threat to the railway axle, which can be avoided or delayed by surface strengthening. In this study, a low-carbon alloy axle steel with two states was treated by surface induction hardeni... Fatigue fracture is the major threat to the railway axle, which can be avoided or delayed by surface strengthening. In this study, a low-carbon alloy axle steel with two states was treated by surface induction hardening and shot peening, respectively, to reveal the mechanism of fatigue property improvement by microstructure characterization, microhardness measurement, residual stress analysis, roughness measurement, and rotary bending fatigue tests. The results indicate that both quenching and tempering treatment can effectively improve the fatigue properties of the modified axle steel. In addition, induction hardening can create an ideal hardened layer on the sample surface by phase transformation from the microstructure of ferrite and pearlite to martensite. By comparison, shot peening can modify the microstructure in surface layer by surface severe plastic deformation introducing a large number of dislocation and even cause grain refinement. Both induction hardening and shot peening create compressive residual stress into the surface layer of axle steel sample, which can effectively reduce the stress level applied to the metal surface during the rotary bending fatigue tests. On the whole, the contribution of induction hardening to the fatigue life of axle steel sample is better than that of the shot peening, and induction hardening shows obvious advantages in improving the fatigue life of axle steel. 展开更多
关键词 Surface strengthening Induction hardening Shot peening axle steel Fatigue property improvement
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Experimental and numerical study on fretting wear and fatigue of full-scale railway axles 被引量:14
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作者 Lang Zou Dongfang Zeng +3 位作者 Yabo Li Kai Yang Liantao Lu Caiqin Yuan 《Railway Engineering Science》 2020年第4期365-381,共17页
This study investigated the fretting wear and fatigue of full-scale railway axles.Fatigue tests were conducted on full-scale railway axles,and the fretting wear and fretting fatigue in the fretted zone of the railway ... This study investigated the fretting wear and fatigue of full-scale railway axles.Fatigue tests were conducted on full-scale railway axles,and the fretting wear and fretting fatigue in the fretted zone of the railway axles were analysed.Three-dimensional finite element models were established based on the experimental results.Then,multi-axial fatigue parameters and a linear elastic fracture mechanics-based approach were used to investigate the fretting fatigue crack initiation and propagation,respectively,in which the role of the fretting wear was taken into account.The experimental and simulated results showed that the fretted zone could be divided into zones I-III according to the surface damage morphologies.Fretting wear alleviated the stress concentration near the wheel seat edge and resulted in a new stress concentration near the worn/unworn boundary in zone II,which greatly promoted the fretting crack initiation at the inner side of the fretted zone.Meanwhile,the stress concentration also increased the equivalent stress intensity factor range DKeq below the mating surface,and thus promoted the propagation of fretting fatigue crack.Based on these findings,the effect of the stress redistribution resulting from fretting wear is suggested to be taken into account when evaluating the fretting fatigue in railway axles. 展开更多
关键词 Railway axle Fretting wear Fretting fatigue Crack initiation Crack propagation Finite element
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Simulation Research on Stress Intensity Factors of Different Crack Aspect Ratios on Hollow Axles 被引量:2
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作者 ZHOU Suxia XIE Jilong 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2009年第5期766-771,共6页
Because of the wicked service environment of the high speed train,it is possible that the hollow axle of the train may encounter the foreign object damage and form a sharp notch.Under the fatigue loading a crack can i... Because of the wicked service environment of the high speed train,it is possible that the hollow axle of the train may encounter the foreign object damage and form a sharp notch.Under the fatigue loading a crack can initiate from the notch and propagate to failure.It is noted that the stress intensity factor is the control parameter of the crack propagating,for the purpose of getting the more exact propagation characteristics,the stress intensity factor is studied mainly.The service loads of hollow axles are defined,and the stress distribution of hollow axles is obtained according to the load spectrum.The semi-ellipse crack configuration is defined with three parameters:the aspect ratio,the relative depth and the relative location along the crack front.Quarter point 20-node isoparametric degenerate singular elements are used for the region near the crack tip.The finite element model of crack extension of hollow axle is created,and the crack front is dispersed which can realize orthogonal extension.Based on this the stress intensity factors of crack front were calculated,and the distribution rules of the stress intensity factors of different initial crack shapes are obtained.The conclusions are compared with that of the analytic method and they agree with each other very well,and the calculating results show that there is a close relationship between the stress intensity factor and the initial crack shape.For a round crack the stress intensity factor at the surface point increases faster than the one at the center point with the crock propagation.However,for a narrow crack,the results are in contrast with that of a round one.So,all the cracks with different shapes propagate toward to a similar shape,and they grow at this shape to end.The study may contribute to the crack propagate characteristics research. 展开更多
关键词 hollow axle surface crack propagation stress intensity factor finite element
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Vibration of Axle Box from Wheel Diameter Difference in Vehicle 被引量:3
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作者 CHENG Daolai XU Lei SUN Xiaojie 《Journal of Shanghai Jiaotong university(Science)》 EI 2020年第4期509-518,共10页
The wheel diameter difference would worsen the dynamic performance and affect the safety of the rail vehicle.Therefore,it is necessary to detect wheel diameter difference while the train is operating.However,several e... The wheel diameter difference would worsen the dynamic performance and affect the safety of the rail vehicle.Therefore,it is necessary to detect wheel diameter difference while the train is operating.However,several existing detection methods can’t accurately detect and diagnose the wheel diameter difference under highspeed running environment.In this study,a new method of detecting wheel diameter difference was proposed for high speed rail vehicle.The wheel diameter difference would be diagnosed by the amplitude and frequency of vibration impact on the axle box.Firstly,the dynamic model with varying wheel diameters was established in SIMPACK,and LMA tread was used in high-speed rail vehicles.Then,the simulation results of rail vehicle dynamic performance were compared under different wheel diameter differences.After that,the relationship between axle box vibration and wheel diameter difference was used to demonstrate the feasibility of this detection technology.Finally,comparing and analyzing the simulation results of vibration obtained by matching treads with different wheel diameters,it shows that by increasing the wheel diameter difference,the longitudinal and lateral impacts on axle boxes increase asymmetrically,and the amplitude and the frequency become more evident.Therefore,this paper presents a technical scheme of online measuring wheel diameter difference by monitoring the vibration of the axle box. 展开更多
关键词 wheel diameter difference axle box dynamic simulation vibration characteristics
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Effect of Nb addition on microstructure and mechanical properties of 25CrNiMoV(DZ2)steel for high-speed railway axles 被引量:1
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作者 Jin-wen Zhang Yan-guang Cao +2 位作者 Cheng-guo Zhang Zhao-dong Li Wen-xian Wang 《Journal of Iron and Steel Research International》 SCIE EI CSCD 2022年第5期802-809,共8页
The microstructure,precipitates and properties of 25CrNiMoV(DZ2)steel for high-speed railway axles with different Nb contents were investigated by means of optical microscopy,scanning electron microscopy,electron back... The microstructure,precipitates and properties of 25CrNiMoV(DZ2)steel for high-speed railway axles with different Nb contents were investigated by means of optical microscopy,scanning electron microscopy,electron back-scattering diffraction,transmission electron microscopy and physicochemical phase analysis.The results show that the grain size of the original austenite of the test steels decreases from 20.5 to 14.2 and 10.8μm after adding 0.026 and 0.039 wt.%Nb to a 25CrNiMoV steel,respectively.Moreover,the block width of the tempered martensite in the test steels is refined from 1.91 to 1.72 and 1.60µm,respectively.MC-type precipitates in 25CrNiMoV steel are mainly VC,while(Nb,V)C gradually precipitates when Nb is microalloyed,and the amount of precipitates increases with increasing Nb content.Through strengthening mechanism analysis,it is found that grain refinement strengthening is the primary way to increase the strength.The improvement in the yield strength with increasing Nb content is attributed to a significant increase in precipitation strengthening,grain refinement strengthening and dislocation strengthening. 展开更多
关键词 High-speed railway axle steel Nb microalloying PRECIPITATE Strengthening mechanism
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