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Influence of pore structures on friction and wear properties of iron-based oil-containing composites under dry and self-lubricated sliding conditions 孔隙结构对含铁油基复合材料在干燥和自润滑滑动条件下的摩擦和磨损特性的影响
IF 5.3 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-08-05 DOI: 10.1016/j.wear.2024.205533
Rongrong Li , Yanguo Yin , Jilin Miao , Xiaoliang Fang , Congmin Li , Ming Xu

This study successfully prepares iron-based oil-containing materials with connected porous structures using TiH2 and nylon 66 short fibers as pore-forming agents. The dehydrogenation of TiH2 can produce large pore cavities and the nylon 66 short fiber with a highly regular shape has a unique advantage in pore channel production. Compared to the iron-based specimen without the pore-forming agent, the oil content of the iron-based specimen with the two pore-forming agents increases by 33.86 %. The tribologica23ee3l properties of the iron-based oil-containing materials under dry and self-lubricated sliding conditions are evaluated using the MM-200 ring-block sliding tribometer and the HDM-20 end-face friction and wear tester, respectively. Special emphasis is given to the effect of pore structures on wear patterns. The results showed that the material's surface is subjected to significant shear failure under dry sliding conditions, leading to the closure of pores due to plastic deformation during the initial sliding. The connected pore structure is a non-dense region, allowing shear damage to occur in the deeper subsurface of the matrix and increasing the material's wear rate. Under self-lubricated conditions, the connected pore structure facilitates the rapid release of lubricating oil, improves the initial lubrication state, and delays pore closure. As compared with dry friction, the wear rate can be reduced by two orders of magnitude under self-lubricating conditions. At a sliding speed of 0.46 m/s, an appropriate load (about 900 N) can enhance the material's ability to continuously and rapidly supply oil.

本研究以 TiH 和尼龙 66 短纤维为孔隙形成剂,成功制备了具有连通多孔结构的铁基含油材料。TiH 的脱氢作用可产生大孔腔,而尼龙 66 短纤维具有高度规则的形状,在孔道生成方面具有独特的优势。与未添加成孔剂的铁基试样相比,添加了两种成孔剂的铁基试样的含油量增加了 33.86%。分别使用 MM-200 环块滑动摩擦仪和 HDM-20 端面摩擦磨损测试仪评估了含油铁基材料在干燥和自润滑滑动条件下的摩擦学23ee3l 特性。特别强调了孔隙结构对磨损模式的影响。结果表明,在干滑动条件下,材料表面会受到明显的剪切破坏,导致孔隙在初始滑动过程中因塑性变形而闭合。连通的孔隙结构是一个非致密区域,使得剪切破坏发生在基体更深的地下,增加了材料的磨损率。在自润滑条件下,连通孔隙结构有利于润滑油的快速释放,改善初始润滑状态,延迟孔隙关闭。与干摩擦相比,自润滑条件下的磨损率可降低两个数量级。在 0.46 米/秒的滑动速度下,适当的负载(约 900 牛顿)可增强材料持续快速供油的能力。
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引用次数: 0
Wear behavior and impact breakage characterization of PCD teeth of circular saw blades during high-speed sawing of hard aluminum alloy 高速锯切硬铝合金时圆锯片 PCD 齿的磨损行为和冲击破损表征
IF 5.3 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-08-03 DOI: 10.1016/j.wear.2024.205534
Jinyou Kang , Jinsheng Zhang , Heng Zhang , Zhongyu Zhang , Jing Guo , Yantao Gong , Kaida Wang

Polycrystalline diamond (PCD) wear is a classic issue limiting the widespread use of PCD circular saw blades, impairing the final cost and productivity. However, previous studies have rarely focused on the wear of PCD layers of saw teeth considering the vibration effect. Hence, this study aimed to elucidate the wear behavior and impact breakage characteristics of PCD teeth in sawing hard aluminum alloys. Sawing experiments were conducted, while vibration signals and force signals were captured in real-time. Then, wear morphologies of different zones of the PCD tooth were finely characterized and studied by SEM. The results suggested that the main wear types of cutting edges are abrasion, chipping, and adhesion. The abrasive wear was found on the cutting edges, side edges, rake faces, and flank faces. Interestingly, the breakage in chipping zones is mostly marked by grain spalling and cleavage fracture due to binder strength limitations. Adhesive wear occurs in wear zones by EDS analysis. A schematic of the impact wear evolution mechanism is given to explore in detail the wear morphologies of PCD layers. The wear behavior and morphological characterization of the PCD layer are finely discussed considering impact load and sawing factors (e.g., adhesive chips). This study sheds insight into the wear behavior of PCD teeth and guides the design of PCD layers.

聚晶金刚石(PCD)的磨损是限制 PCD 圆锯片广泛使用的一个典型问题,会影响最终成本和生产率。然而,以往的研究很少将重点放在考虑振动效应的锯齿 PCD 层磨损上。因此,本研究旨在阐明 PCD 锯齿在锯切硬铝合金时的磨损行为和冲击断裂特性。研究人员进行了锯切实验,并实时采集了振动信号和力信号。然后,利用扫描电镜对 PCD 齿不同区域的磨损形态进行了精细的表征和研究。结果表明,切削刃的主要磨损类型为磨损、崩裂和粘附。磨损主要发生在切削刃、侧刃、前角面和侧面。有趣的是,由于粘结剂强度的限制,崩刃区的断裂主要表现为晶粒剥落和劈裂断裂。通过 EDS 分析,磨损区出现了粘着磨损。本文给出了冲击磨损演变机理示意图,以详细探讨 PCD 层的磨损形态。考虑到冲击载荷和锯切因素(如粘合剂碎屑),对 PCD 层的磨损行为和形态特征进行了详细讨论。这项研究揭示了 PCD 齿的磨损行为,并为 PCD 层的设计提供了指导。
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引用次数: 0
The effect of phase constituents on the low and high stress abrasive wear behaviour of high entropy alloys 相成分对高熵合金低应力和高应力磨料磨损行为的影响
IF 5.3 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-08-02 DOI: 10.1016/j.wear.2024.205531
Roshan Sasi , Santiago Corujeira Gallo , Hooyar Attar , Mehdi Taherishargh , Matthew R. Barnett , Daniel M. Fabijanic

The tribological properties of high-entropy alloys (HEAs) have been extensively studied in recent times but majority of the investigations have been limited to sliding wear behaviour and 2-body abrasive wear. There has been limited research on the three-body abrasive wear behaviour across different stress regimes. In this study, HEAs with different microstructures (FCC, FCC + secondary phases and BCC) were fabricated by systematic addition of Al, Ti and Mo to an FCC phase CoCrFeNi HEA and subjected to three-body abrasion. The abrasion resistance of different HEAs under low and high stress abrasion were measured using ASTM G65 and B611 methods, respectively. Under low stress, abrasion resistance increased with hardness for dual phase HEAs and BCC HEAs. Interestingly, the abrasion resistance of single phase FCC HEAs was comparable to the much harder dual phase HEAs. This was attributed to the formation of work-hardened sub-surface layer in the FCC alloys and a ploughing dominated wear mechanism on the surface. Further, the severe plastic deformation under high stress abrasion in the FCC HEAs resulted in the formation of a sub-surface layer with a nano-crystalline structure with high hardness. However, the dual phase HEA with 13 at.% Al showed the lowest wear loss under high stress abrasion due to the combined effect of hardness provided by the BCC phase and the ability of FCC phase to undergo work-hardening and accommodate plastic deformation.

近年来,人们对高熵合金(HEAs)的摩擦学特性进行了广泛研究,但大多数研究仅限于滑动磨损行为和二体磨料磨损。对不同应力状态下的三体磨料磨损行为的研究还很有限。在本研究中,通过在 FCC 相 CoCrFeNi HEA 中系统地添加 Al、Ti 和 Mo,制备了具有不同微观结构(FCC、FCC + 辅助相和 BCC)的 HEA,并对其进行了三体磨损。分别采用 ASTM 和方法测量了不同 HEA 在低应力和高应力磨损下的耐磨性。在低应力下,双相 HEA 和 BCC HEA 的耐磨性随硬度的增加而增加。有趣的是,单相催化裂化 HEA 的耐磨性与硬度更高的双相 HEA 不相上下。这归因于 FCC 合金中形成了加工硬化的次表层,以及表面以犁为主的磨损机制。此外,FCC HEA 在高应力磨损下产生的严重塑性变形导致形成了具有高硬度纳米结晶结构的次表层。然而,由于 BCC 相提供的硬度和 FCC 相发生加工硬化和塑性变形的能力的共同作用,含 13% Al 的双相 HEA 在高应力磨损下的磨损损失最小。
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引用次数: 0
Insight into the tribological behavior of the dual-phase nickel aluminum bronze alloy by multiscale characterization 通过多尺度表征深入了解双相镍铝青铜合金的摩擦学行为
IF 5.3 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-08-02 DOI: 10.1016/j.wear.2024.205530
Yang Du , Yiheng Dong , Shuo Ma , Xiaobin Yang , Jiang Ju , Zhao Shen , Zhongyuan Suo , Liming Fu , Aidang Shan

In this work, the microstructure and tribological properties of coarse-grained nickel aluminum bronze (NAB) alloys with different ratios of α/β′ phases were studied at room temperature. For revealing the intrinsic tribology behavior, the hard SiC sanding disc with a microhardness of 2400∼2800 HV, almost 10 times higher than that of the NAB alloy, was selected as the counter material. The tribological behavior was investigated using multiscale characterization, including macroscale X-ray diffraction (XRD) and laser scanning confocal microscopy (LCM), microscale scanning electron microscopy (SEM), as well as nanoscale transmission electron microscopy (TEM). The findings reveal that abrasive wear predominates in these samples, with delamination, oxidation, and fatigue wear also present. Notably, the dual-phase alloy exhibits inferior wear resistance compared to the single-phase alloy, attributed to the alternating-wear process of the two phases. Additionally, we observed the in-situ formation of a nano oxide film during the friction process, highlighting its significant role in enhancing the wear resistance of NAB alloys through a self-lubricating effect.

本文研究了室温下具有不同 α/β′ 相比例的粗晶粒镍铝青铜(NAB)合金的微观结构和摩擦学特性。为了揭示摩擦学的内在行为,选择了显微硬度为 2400∼2800 HV 的硬质碳化硅砂盘作为对比材料,其硬度几乎是 NAB 合金的 10 倍。采用多尺度表征方法,包括宏观 X 射线衍射 (XRD) 和激光扫描共聚焦显微镜 (LCM)、微观扫描电子显微镜 (SEM) 以及纳米级透射电子显微镜 (TEM),对摩擦学行为进行了研究。研究结果表明,这些样品主要存在磨料磨损,同时也存在分层、氧化和疲劳磨损。值得注意的是,与单相合金相比,双相合金的耐磨性较差,这归因于两相的交替磨损过程。此外,我们还观察到在摩擦过程中原位形成了纳米氧化膜,这凸显了纳米氧化膜在通过自润滑效应增强 NAB 合金耐磨性方面的重要作用。
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引用次数: 0
Heat treatments effects on Wear performance of Laser based Powder Bed Fusion fabricated Inconel 718 alloy 热处理对基于激光的粉末床熔铸 Inconel 718 合金磨损性能的影响
IF 5.3 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-07-31 DOI: 10.1016/j.wear.2024.205526
Subhendu Naskar , S. Suryakumar , Bharat B. Panigrahi

Among the AM processes Laser based Powder Bed Fusion (LPBF) technique offers precise and complex geometric fabrication. However, the microstructural and mechanical properties obtained from LPBF process requires further investigation, especially for IN718 superalloys. In this study, various heat treatments were applied to LPBFed Inconel 718 specimens to examine their effects on microstructure, microhardness and wear behavior. Three different heat treatments, each involving varied solutionizing and ageing steps were incorporated. As-printed specimens exhibited distinct fish scale structures with columnar dendrites. Heat treatments effectively dissolved the Laves phase and precipitated strengthening phases like γ′′ and γ′. Microhardness increased significantly after heat treatments, correlating with the formation of strengthening precipitates. Friction and wear tests showed as-printed specimens exhibited higher wear loss (922 ± 13 μm) and coefficient of friction (COF) (0.511 ± 0.07) due to the presence of Laves phase and softer matrix. Heat-treated specimens demonstrated significantly reduced wear loss (262 ± 5 μm) and COF (0.368 ± 0.01), with HT2 showing the best wear resistance attributed to a homogeneous microstructure. SEM analysis of worn surfaces confirmed abrasive and adhesive wear mechanisms in as-printed specimens, while heat-treated specimens exhibited reduced wear with smoother surfaces.

在自动机械加工工艺中,激光粉末床熔融(LPBF)技术可提供精确而复杂的几何形状制造。然而,通过 LPBF 工艺获得的微观结构和机械性能还需要进一步研究,特别是对于 IN718 超合金。在这项研究中,对 LPBF 制成的 Inconel 718 试样进行了各种热处理,以考察它们对微观结构、显微硬度和磨损行为的影响。研究采用了三种不同的热处理方法,每种方法都涉及不同的固溶和时效步骤。压印后的试样呈现出明显的鱼鳞状结构,并带有柱状树枝状突起。热处理有效地溶解了 Laves 相,并析出了强化相,如 γ′′ 和 γ′。热处理后,显微硬度明显增加,这与强化析出物的形成有关。摩擦和磨损测试表明,由于存在拉维斯相和更软的基体,未印刷试样表现出更高的磨损损耗(922 ± 13 μm)和摩擦系数(0.511 ± 0.07)。经过热处理的试样明显减少了磨损(262 ± 5 μm)和摩擦系数(0.368 ± 0.01),其中 HT2 的耐磨性最好,这归功于其均匀的微观结构。对磨损表面的 SEM 分析证实了原样印刷试样中的磨料和粘合剂磨损机制,而热处理试样的磨损减少,表面更光滑。
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引用次数: 0
Tribocorrosion behaviour of CoCrMo in simulated body fluid under anaerobic conditions 厌氧条件下钴铬钼合金在模拟体液中的摩擦腐蚀行为
IF 5.3 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-07-31 DOI: 10.1016/j.wear.2024.205523
J. Qi , T. Cole , A. Foster , W.M. Rainforth

CoCrMo has been used as an implant material for a long time due to its excellent combination of strength, corrosion resistance and biocompatibility. The formation of a thin passive oxide film on the surface of the material plays a crucial role in its performance. This passive film can be ruptured during contact between two surfaces, but usually reforms in short timescales. However, the reformation of the film depends on the availability of oxygen in the surrounding fluid. The oxygen level in human tissue, cartilage and synovial fluid, around which the implant is situated, is much lower than that in laboratory testing under open-air conditions. Moreover, the local oxygen concentration and pH values in the body vary from patient to patient, depending on the patient's health condition and other factors, which leads to variation in the corrosion resistance of metallic implants. Therefore, an implant that performs well at one time may still experience an undesirable level of corrosion at another. Thus, evaluation of the tribocorrosion of implant materials carried out in open-air conditions does not reflect the actual process the implants undergo once in the body, particularly if there is irritation due to injury or surgery. In this study, we investigate the tribocorrosion behaviour of CoCrMo in bioactive solutions under fully aerobic to anaerobic conditions with varying loads/contact pressures. The anaerobic condition leads to a reduction in wear rate and a reduction in the extent of tribofilm formation but does not have an appreciable effect on friction. The mechanisms are discussed in detail.

CoCrMo 因其出色的强度、耐腐蚀性和生物相容性,长期以来一直被用作植入材料。材料表面形成的一层薄薄的被动氧化膜对其性能起着至关重要的作用。这种被动膜在两个表面接触时可能会破裂,但通常会在短时间内重整。不过,薄膜的重整取决于周围液体中氧气的含量。植入物周围的人体组织、软骨和滑液中的氧含量远低于实验室在露天条件下进行的测试。此外,不同患者体内的局部氧气浓度和 pH 值也不尽相同,这取决于患者的健康状况和其他因素,从而导致金属植入物的耐腐蚀性能发生变化。因此,在某一时期表现良好的植入体,在另一时期可能仍会出现不理想的腐蚀程度。因此,在露天条件下对植入物材料进行摩擦腐蚀评估并不能反映植入物进入人体后的实际过程,尤其是在受伤或手术造成刺激的情况下。在这项研究中,我们研究了钴铬钼合金在生物活性溶液中,在完全有氧和无氧条件下,不同载荷/接触压力下的摩擦腐蚀行为。厌氧条件导致磨损率降低,三膜形成程度减小,但对摩擦力没有明显影响。本文详细讨论了其中的机理。
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引用次数: 0
Machinability analysis of additively manufactured Ti6Al4V using micro-pillar textured tool under various cutting fluid strategies 在不同切削液策略下使用微柱状纹理刀具加工添加制造的 Ti6Al4V 的可加工性分析
IF 5.3 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-07-31 DOI: 10.1016/j.wear.2024.205514
Gaurav Saraf, Sharib Imam, Chandrakant K. Nirala

Additive manufacturing makes fabricating titanium alloy components directly into their near-net shapes possible, reducing the need for machining. However, post-additive manufacturing machining becomes necessary for immediate design adjustments, dimension alterations, and surface quality enhancement. The inherent thermal effects during additive manufacturing make machining challenging due to altered mechanical properties from their wrought counterpart, including increased strength and hardness with reduced ductility. Textured cutting tools are being widely used to enhance the machinability of superalloys. In this work, micro-pillar type textures, created using Reverse Micro Electrical Discharge Machining (RμEDM) on tungsten carbide inserts, aimed to explore machinability in turning operations on selective laser melted (SLM) titanium alloy. The study investigates micro-pillar interaction with SLM Ti6Al4V in chip behavior, tool morphology, cutting forces, and surface roughness under various cutting fluid strategies. Under Minimum Quantity Lubrication (MQL), textured tools show significant improvements, producing untangled chips with reduced curl radius. A considerable decrease of 38 % in the tool/chip contact area indicates a substantial reduction in the seizure zone, hence a decline in the temperature rise of the cutting tool. Dry conditions show a 20.4 % reduction in flank wear width, suggesting prolonged cutting-edge sharpness due to tool texturing. In MQL conditions, a maximum 28.9 % reduction in feed force is observed, indicating improved frictional conditions at the interface. Additionally, a 10.4 % improvement in surface finish is achieved. The work is summarized by claiming micro-pillar textured tools enhance the machinability of additively manufactured Ti6Al4V demonstrated through improvements in titanium adhesion, cutting-edge sharpness, feed force, and surface finish, particularly MQL conditions.

快速成型技术可将钛合金部件直接制成近净形状,从而减少了机加工的需要。然而,为了立即调整设计、改变尺寸和提高表面质量,需要进行添加制造后加工。增材制造过程中固有的热效应会改变机械性能,包括增加强度和硬度,但降低延展性,因此机械加工具有挑战性。纹理切削工具被广泛用于提高超合金的可加工性。在这项工作中,使用反向微放电加工(RμEDM)在硬质合金刀片上创建微柱状纹理,旨在探索选择性激光熔化(SLM)钛合金车削加工的可加工性。该研究调查了在各种切削液策略下,微柱与 SLM Ti6Al4V 在切屑行为、刀具形态、切削力和表面粗糙度方面的相互作用。在最小量润滑(MQL)条件下,纹理刀具表现出显著的改进,可产生卷曲半径减小的无缠结切屑。刀具/切屑接触面积大幅减少了 38%,这表明夹持区大幅缩小,从而降低了切削刀具的温升。在干燥条件下,侧面磨损宽度减少了 20.4%,这表明刀具纹理可延长切削刃的锋利度。在 MQL 条件下,进给力最大降低了 28.9%,表明界面摩擦条件得到改善。此外,表面光洁度也提高了 10.4%。这项工作的总结是,微柱状纹理刀具通过改善钛的附着力、切削刃锋利度、进给力和表面光洁度,特别是在 MQL 条件下,提高了添加制造的 Ti6Al4V 的可加工性。
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引用次数: 0
Method for determining wear in steel-bronze rolling-sliding contacts relating to worm gears 确定与蜗轮蜗杆有关的钢青铜滚动滑动触头磨损情况的方法
IF 5.3 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-07-31 DOI: 10.1016/j.wear.2024.205520
P.E. Schnetzer, J. Pellkofer, K. Stahl

In highly loaded steel-bronze rolling-sliding contacts under mixed lubrication conditions, abrasive wear often occurs and limits the service life. Up to now, in applications of thermal elastohydrodynamically lubricated (TEHL) contacts with hard/soft pairing such as worm gear drives, extensive, costly, and time-consuming component wear tests need to be carried out to determine the wear performance for each tribological system. High-carrying capacity lubricants and bronze alloys with high wear resistance are expensive, so an efficient screening test method for wear performance will help to save development and product costs. For this reason, this paper covers a new and efficient method based on a twin-disk test rig to experimentally determine the wear of steel-bronze rolling-sliding contacts. The wear determination method presented is suitable for efficiently determining wear rates and shows comparable wear behavior to similar rolling-sliding contacts in the literature. The introduced method also allows conclusions about the wear performance of tribological systems from the twin disk to the worm tooth contact with a remarkably shorter test run time.

在混合润滑条件下的高负荷钢青铜滚动滑动触头中,经常会出现磨料磨损并限制使用寿命。迄今为止,在硬/软配对的热弹性流体动力润滑(TEHL)触头(如蜗轮蜗杆传动装置)应用中,需要进行大量成本高、耗时长的部件磨损测试,以确定每个摩擦学系统的磨损性能。高承载能力润滑剂和高耐磨性青铜合金价格昂贵,因此,高效的磨损性能筛选测试方法将有助于节省开发和产品成本。为此,本文介绍了一种基于双盘试验台的新型高效方法,用于通过实验确定钢-青铜滚动滑动接触件的磨损情况。本文介绍的磨损测定方法适用于有效测定磨损率,并显示出与文献中类似轧制滑动触头相当的磨损行为。采用这种方法还可以对从双盘到蜗轮蜗杆齿接触的摩擦学系统的磨损性能做出结论,而且测试时间大大缩短。
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引用次数: 0
Research on wear state identification of ordered grinding wheel for C/SiC composites based on DBO-ELM 基于 DBO-ELM 的 C/SiC 复合材料有序砂轮磨损状态识别研究
IF 5.3 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-07-31 DOI: 10.1016/j.wear.2024.205529
Ye Guo , Bing Chen , Hongyu Zeng , Guangye Qing , Bing Guo

In the grinding process of 2.5D C/SiC composites by the ordered grinding wheel, the signals are more complicated due to the special structure of the material and the ordered abrasive clusters, which makes it difficult to identify the wear state of the grinding wheel. To solve this problem, this study employs the analysis methods of direct and indirect. The acoustic emission signals, grinding force and grinding temperature signals throughout the entire lifespan of the grinding wheel were collected, and the topography of the grinding wheel was photographed. The difference in wear behavior between the ordered grinding wheel and the traditional disordered grinding wheel was compared and analyzed. The corresponding relationship between the ordered grinding wheel wear behavior and various signals was studied in depth. The results showed that the initial wear occurred during the 1st-80th grinding process, the stable wear occurred during the 81st-224th grinding process, and the serious wear occurred during the 225th-350th grinding process. Additionally, this research further extracted the key features of various signals, and used the Pearson correlation coefficient to identify the features highly related to grinding wheel wear. Subsequently, LDA was used to reduce the dimension of individual signal types. By comparing the recognition effects of different signal type combinations, the optimal combination was determined. Finally, this research proposed a DBO-ELM model for the recognition and classification of ordered grinding wheel wear state. Compared to four common machine learning models, namely KNN, SVM, ELM, and BP, the proposed DBO-ELM model demonstrated a classification accuracy of 94.86 %, which was increased by 25.57 %, 16 %, 16 % and 7.86 % respectively. This demonstrates that the DBO-ELM model proposed in this research has certain advantages and potential in the wear state recognition of abrasive clusters ordered grinding wheel.

在有序砂轮磨削 2.5D C/SiC 复合材料的过程中,由于材料的特殊结构和有序的磨料簇,信号较为复杂,难以识别砂轮的磨损状态。为解决这一问题,本研究采用了直接和间接两种分析方法。采集了砂轮整个寿命期间的声发射信号、磨削力和磨削温度信号,并对砂轮的形貌进行了拍照。对比分析了有序砂轮与传统无序砂轮在磨损行为上的差异。深入研究了有序砂轮磨损行为与各种信号之间的对应关系。结果表明,初始磨损发生在第 1-80 次磨削过程中,稳定磨损发生在第 81-224 次磨削过程中,严重磨损发生在第 225-350 次磨削过程中。此外,本研究还进一步提取了各种信号的关键特征,并利用皮尔逊相关系数确定了与砂轮磨损高度相关的特征。随后,使用 LDA 方法降低了单个信号类型的维度。通过比较不同信号类型组合的识别效果,确定了最佳组合。最后,本研究提出了用于有序砂轮磨损状态识别和分类的 DBO-ELM 模型。与 KNN、SVM、ELM 和 BP 四种常见的机器学习模型相比,所提出的 DBO-ELM 模型的分类准确率为 94.86%,分别提高了 25.57%、16%、16% 和 7.86%。这表明本研究提出的 DBO-ELM 模型在有序砂轮磨损状态识别方面具有一定的优势和潜力。
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引用次数: 0
The effect of reinforcing fillers on the tribological performance of PTFE composites for a sustainable environment 增强填料对用于可持续环境的聚四氟乙烯复合材料摩擦学性能的影响
IF 5.3 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-07-30 DOI: 10.1016/j.wear.2024.205524
Ajinkya Raut , Emerson Escobar Nunez , Ronald Sellers , Md Saifur Rahman , Andreas A. Polycarpou

Friction and wear, specifically in automotive components, significantly impact fuel consumption, greenhouse gas emissions, material quality and lifespan, operational costs, and depleting the planet's finite resources. High-performance polymers (HPPs) like Polytetrafluoroethylene (PTFE) are used for their low friction, high wear and chemical resistance, high-temperature stability, and self-lubrication. This study investigates the effects of various reinforcing fillers on PTFE's tribological performance under a 32 N load and 0.5 m/s sliding speed for 1 h in unlubricated conditions, representing automotive air-conditioning compressors. PTFE reinforced with aromatic thermosetting copolyester (ATSP) demonstrated superior wear resistance and lower friction compared to carbon black, bronze, and graphite fillers. The enhanced performance of PTFE-ATSP blends is due to their higher mechanical strength and ability to form fluoride-rich lubricating transfer films on the 440C stainless steel counter surface. PTFE-ATSP blends offer an effective solution for unlubricated engineering applications aimed at sustainable environments.

摩擦和磨损,尤其是汽车零部件的摩擦和磨损,对燃料消耗、温室气体排放、材料质量和使用寿命、运营成本以及地球有限资源的消耗都有重大影响。聚四氟乙烯(PTFE)等高性能聚合物(HPPs)具有低摩擦、高耐磨性和耐化学性、高温稳定性和自润滑性等特点。本研究以汽车空调压缩机为例,探讨了各种增强填料对聚四氟乙烯摩擦学性能的影响,即在无润滑条件下,在 32 N 负荷和 0.5 m/s 的滑动速度下工作 1 小时。与炭黑、青铜和石墨填料相比,用芳香族热固性共聚聚酯(ATSP)增强的聚四氟乙烯表现出更优异的耐磨性和更低的摩擦系数。PTFE-ATSP 混合物的性能之所以得到增强,是因为它们具有更高的机械强度,并能在 440C 不锈钢台面上形成富含氟的润滑转移膜。PTFE-ATSP 混合物为可持续环境下的无润滑工程应用提供了有效的解决方案。
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引用次数: 0
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