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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
Wear Pub Date : 2024-08-05 DOI: 10.1016/j.wear.2024.205533
Rongrong Li , Yanguo Yin , Jilin Miao , Xiaoliang Fang , Congmin Li , Ming Xu
{"title":"Influence of pore structures on friction and wear properties of iron-based oil-containing composites under dry and self-lubricated sliding conditions","authors":"Rongrong Li ,&nbsp;Yanguo Yin ,&nbsp;Jilin Miao ,&nbsp;Xiaoliang Fang ,&nbsp;Congmin Li ,&nbsp;Ming Xu","doi":"10.1016/j.wear.2024.205533","DOIUrl":"10.1016/j.wear.2024.205533","url":null,"abstract":"<div><p>This study successfully prepares iron-based oil-containing materials with connected porous structures using TiH<sub>2</sub> and nylon 66 short fibers as pore-forming agents. The dehydrogenation of TiH<sub>2</sub> 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.</p></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"556 ","pages":"Article 205533"},"PeriodicalIF":5.3,"publicationDate":"2024-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141943562","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
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
Wear 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
{"title":"Wear behavior and impact breakage characterization of PCD teeth of circular saw blades during high-speed sawing of hard aluminum alloy","authors":"Jinyou Kang ,&nbsp;Jinsheng Zhang ,&nbsp;Heng Zhang ,&nbsp;Zhongyu Zhang ,&nbsp;Jing Guo ,&nbsp;Yantao Gong ,&nbsp;Kaida Wang","doi":"10.1016/j.wear.2024.205534","DOIUrl":"10.1016/j.wear.2024.205534","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"556 ","pages":"Article 205534"},"PeriodicalIF":5.3,"publicationDate":"2024-08-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141943563","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
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
Wear 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
{"title":"The effect of phase constituents on the low and high stress abrasive wear behaviour of high entropy alloys","authors":"Roshan Sasi ,&nbsp;Santiago Corujeira Gallo ,&nbsp;Hooyar Attar ,&nbsp;Mehdi Taherishargh ,&nbsp;Matthew R. Barnett ,&nbsp;Daniel M. Fabijanic","doi":"10.1016/j.wear.2024.205531","DOIUrl":"10.1016/j.wear.2024.205531","url":null,"abstract":"<div><p>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 <span><span>G65</span><svg><path></path></svg></span> and <span><span>B611</span><svg><path></path></svg></span> 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.</p></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"556 ","pages":"Article 205531"},"PeriodicalIF":5.3,"publicationDate":"2024-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0043164824002965/pdfft?md5=6cd3f01d63d5f2bc08f47d6e4fc3fd92&pid=1-s2.0-S0043164824002965-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141885066","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Wear 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
{"title":"Insight into the tribological behavior of the dual-phase nickel aluminum bronze alloy by multiscale characterization","authors":"Yang Du ,&nbsp;Yiheng Dong ,&nbsp;Shuo Ma ,&nbsp;Xiaobin Yang ,&nbsp;Jiang Ju ,&nbsp;Zhao Shen ,&nbsp;Zhongyuan Suo ,&nbsp;Liming Fu ,&nbsp;Aidang Shan","doi":"10.1016/j.wear.2024.205530","DOIUrl":"10.1016/j.wear.2024.205530","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"556 ","pages":"Article 205530"},"PeriodicalIF":5.3,"publicationDate":"2024-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141885067","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
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
Wear Pub Date : 2024-07-31 DOI: 10.1016/j.wear.2024.205526
Subhendu Naskar , S. Suryakumar , Bharat B. Panigrahi
{"title":"Heat treatments effects on Wear performance of Laser based Powder Bed Fusion fabricated Inconel 718 alloy","authors":"Subhendu Naskar ,&nbsp;S. Suryakumar ,&nbsp;Bharat B. Panigrahi","doi":"10.1016/j.wear.2024.205526","DOIUrl":"10.1016/j.wear.2024.205526","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"556 ","pages":"Article 205526"},"PeriodicalIF":5.3,"publicationDate":"2024-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141885068","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
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
Wear Pub Date : 2024-07-31 DOI: 10.1016/j.wear.2024.205523
J. Qi , T. Cole , A. Foster , W.M. Rainforth
{"title":"Tribocorrosion behaviour of CoCrMo in simulated body fluid under anaerobic conditions","authors":"J. Qi ,&nbsp;T. Cole ,&nbsp;A. Foster ,&nbsp;W.M. Rainforth","doi":"10.1016/j.wear.2024.205523","DOIUrl":"10.1016/j.wear.2024.205523","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"556 ","pages":"Article 205523"},"PeriodicalIF":5.3,"publicationDate":"2024-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0043164824002886/pdfft?md5=5b66bc9579dcc2b23f95815f7320f7c3&pid=1-s2.0-S0043164824002886-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141885010","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Wear Pub Date : 2024-07-31 DOI: 10.1016/j.wear.2024.205514
Gaurav Saraf, Sharib Imam, Chandrakant K. Nirala
{"title":"Machinability analysis of additively manufactured Ti6Al4V using micro-pillar textured tool under various cutting fluid strategies","authors":"Gaurav Saraf,&nbsp;Sharib Imam,&nbsp;Chandrakant K. Nirala","doi":"10.1016/j.wear.2024.205514","DOIUrl":"10.1016/j.wear.2024.205514","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"556 ","pages":"Article 205514"},"PeriodicalIF":5.3,"publicationDate":"2024-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141887178","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
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
Wear Pub Date : 2024-07-31 DOI: 10.1016/j.wear.2024.205520
P.E. Schnetzer, J. Pellkofer, K. Stahl
{"title":"Method for determining wear in steel-bronze rolling-sliding contacts relating to worm gears","authors":"P.E. Schnetzer,&nbsp;J. Pellkofer,&nbsp;K. Stahl","doi":"10.1016/j.wear.2024.205520","DOIUrl":"10.1016/j.wear.2024.205520","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"556 ","pages":"Article 205520"},"PeriodicalIF":5.3,"publicationDate":"2024-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141943564","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
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
Wear Pub Date : 2024-07-31 DOI: 10.1016/j.wear.2024.205529
Ye Guo , Bing Chen , Hongyu Zeng , Guangye Qing , Bing Guo
{"title":"Research on wear state identification of ordered grinding wheel for C/SiC composites based on DBO-ELM","authors":"Ye Guo ,&nbsp;Bing Chen ,&nbsp;Hongyu Zeng ,&nbsp;Guangye Qing ,&nbsp;Bing Guo","doi":"10.1016/j.wear.2024.205529","DOIUrl":"10.1016/j.wear.2024.205529","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"556 ","pages":"Article 205529"},"PeriodicalIF":5.3,"publicationDate":"2024-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141885009","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
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
Wear 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
{"title":"The effect of reinforcing fillers on the tribological performance of PTFE composites for a sustainable environment","authors":"Ajinkya Raut ,&nbsp;Emerson Escobar Nunez ,&nbsp;Ronald Sellers ,&nbsp;Md Saifur Rahman ,&nbsp;Andreas A. Polycarpou","doi":"10.1016/j.wear.2024.205524","DOIUrl":"10.1016/j.wear.2024.205524","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"556 ","pages":"Article 205524"},"PeriodicalIF":5.3,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141943565","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
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