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Surface performance control and evaluation of precision bearing raceway with wireless sensing CBN grinding wheel
IF 5.3 1区 工程技术
Wear Pub Date : 2025-02-21 DOI: 10.1016/j.wear.2025.205966
Lai Hu , Lee Heow Pueh , Zixi Wang , Yuming Wang
{"title":"Surface performance control and evaluation of precision bearing raceway with wireless sensing CBN grinding wheel","authors":"Lai Hu ,&nbsp;Lee Heow Pueh ,&nbsp;Zixi Wang ,&nbsp;Yuming Wang","doi":"10.1016/j.wear.2025.205966","DOIUrl":"10.1016/j.wear.2025.205966","url":null,"abstract":"<div><div>The precision machining process caused by material removal and wear behavior is called grinding. Grinding force and grinding temperature (GF&gt;) in precision/ultra-precision grinding directly affect the surface performances. In this study, the metamorphic layer, element content, hardness, residual stress and retained austenite of the finished thin-walled rolling bearing of rotary vector (RV) reducer were analyzed. Instead of the traditional method of indirect collecting GF&gt;, a wireless sensing cubic boron nitride (CBN) raceway grinding wheel (WS-CBN-RGW) with embedded force and temperature sensors was innovatively designed. The hardness, residual stress and retained austenite of the grinding surface were analyzed. With the increase of bearing raceway diameter, the thickness of “dark layer” decreases. The innovative design of WS-CBN-RGW solves the problem that GF&gt; of bearing raceway are difficult to be collected directly. The ideal hardness, residual stress and retained austenite content can be obtained by controlling grinding parameters. After performance control, the raceway hardness, tangential and axial residual stress and residual austenite dispersion are reduced by 63.6 %, 34.6 %, 74.9 % and 31.5 %, respectively. Therefore, the problem of performance control can be solved by controlling GF&gt;.</div></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"568 ","pages":"Article 205966"},"PeriodicalIF":5.3,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143512701","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
Low-temperature annealing effects on friction and wear performance of nanotwinned copper dry sliding against zirconia
IF 5.3 1区 工程技术
Wear Pub Date : 2025-02-20 DOI: 10.1016/j.wear.2025.205969
Zhidong Zheng , Zhimin Peng , Weijie Huang , Yongjin Mai , Fujian Guo
{"title":"Low-temperature annealing effects on friction and wear performance of nanotwinned copper dry sliding against zirconia","authors":"Zhidong Zheng ,&nbsp;Zhimin Peng ,&nbsp;Weijie Huang ,&nbsp;Yongjin Mai ,&nbsp;Fujian Guo","doi":"10.1016/j.wear.2025.205969","DOIUrl":"10.1016/j.wear.2025.205969","url":null,"abstract":"<div><div>To elucidate the influence of structural parameters beyond twin thickness on the tribological behavior of nanotwinned metals, we fabricated a series of nanotwinned copper (NT-Cu) films with almost the same average twin thickness using direct current electroplating, followed by annealing at temperatures below the de-twinning point. Subsequently, we assessed their tribological performance under dry sliding conditions against zirconia balls and observed a significant reduction in both the coefficient of friction and wear rate of the NT-Cu films post-annealing. Through a comparative analysis of the microstructures of NT-Cu before and after annealing, coupled with an examination of the worn subsurface microstructure, we identified the contributions of grain size and texture to the reduced friction and wear rate of the NT-Cu films. This study sheds light on the role of the initial microstructure in dictating the tribological properties of nanotwinned metals.</div></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"568 ","pages":"Article 205969"},"PeriodicalIF":5.3,"publicationDate":"2025-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143480687","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 impact-tangent composite fretting wear behavior of the directionally solidified crystal superalloy
IF 5.3 1区 工程技术
Wear Pub Date : 2025-02-19 DOI: 10.1016/j.wear.2025.205949
Bin Rong , Jin-fang Peng , Yi-guang Zhao , Bo Li , Kai-yu Xin , Ji-fan He , Min-hao Zhu
{"title":"Research on impact-tangent composite fretting wear behavior of the directionally solidified crystal superalloy","authors":"Bin Rong ,&nbsp;Jin-fang Peng ,&nbsp;Yi-guang Zhao ,&nbsp;Bo Li ,&nbsp;Kai-yu Xin ,&nbsp;Ji-fan He ,&nbsp;Min-hao Zhu","doi":"10.1016/j.wear.2025.205949","DOIUrl":"10.1016/j.wear.2025.205949","url":null,"abstract":"<div><div>Aero-engine blades are pivotal components within aircraft, typically operating under high-temperature conditions that can lead to impact-tangent composite fretting wear due to vibrations and alternating loads. The intricate interplay between fretting wear and high temperatures can significantly influence the frictional and wear characteristics of these blades. In light of this, DZ4125 alloy, a directionally solidified crystal superalloy, has been selected as a representative material for studying aero-engine blade performance. The objective of this research is to delve into the impact-tangent composite fretting wear behavior and damage mechanisms of DZ4125 alloy. Dynamic response characteristics have been compared and discussed, and the worn surface's morphological features and chemical states have been examined using scanning electron microscopy (SEM), white-light interferometry (for 3D morphology), and energy-dispersive spectroscopy (EDS), among other techniques. Furthermore, the microstructural evolution has been investigated through electron backscatter diffraction (EBSD) analysis. This comprehensive dataset aims to elucidate the relationship between temperature and the fretting wear mechanisms of the DZ4125 alloy.</div></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"568 ","pages":"Article 205949"},"PeriodicalIF":5.3,"publicationDate":"2025-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143488596","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
Effect of discrete and continuous texture geometries on tool wear and derivative cutting effect during the machining
IF 5.3 1区 工程技术
Wear Pub Date : 2025-02-18 DOI: 10.1016/j.wear.2025.205964
Aniket Roushan, Chetan
{"title":"Effect of discrete and continuous texture geometries on tool wear and derivative cutting effect during the machining","authors":"Aniket Roushan,&nbsp;Chetan","doi":"10.1016/j.wear.2025.205964","DOIUrl":"10.1016/j.wear.2025.205964","url":null,"abstract":"<div><div>In modern times, one of the efficient methods for lowering the amount of friction experienced at the tool-chip contact has been the fabrication of textures on the rake face of the tool. In this regard, the textured tools have been fabricated with various geometric texture shapes on tungsten carbide. The textures on the rake face of the tool have been fabricated by using various geometries such as discrete (dimple and hexagonal), continuous (sine wave), and a combination of discrete and continuous textures (mixed). Along with the textured shapes, the effect of variation in texture feature dimension (width or diameter- 40 μm, 80 μm, and 120 μm) on machining output has also been investigated. The developed tool has been employed for the machining of PH 13-8 Mo SS alloy to investigate the wear performance and derivative cutting phenomena. Upon investigation, it has been found that the combination of discrete and continuous textures i.e. mixed textured tool resulted in superior performance in terms of reduction of rake and flank wear. The experimental evidence demonstrates that a variation in the feature dimension of the texture has been a critical factor in the analysis of the derivative cutting phenomenon and the formation of build-up edge. It has been seen that machining operations performed at low speed with a discrete textured (hexagonal) tool having a feature dimension (width/diameter) of 40 μm have reduced the main cutting force up to 12 % as compared with the plain tool. In addition, reductions of 21.4 % and 24.8 %, respectively, have been reported while utilizing a tool with a sine wave texture and mixed texture tool with the same feature dimension.</div></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"568 ","pages":"Article 205964"},"PeriodicalIF":5.3,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143463593","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
On the correlation of erosion initiations using pulsed-jet and whirling-arm testers
IF 5.3 1区 工程技术
Wear Pub Date : 2025-02-18 DOI: 10.1016/j.wear.2025.205965
N. Fujisawa , T. Yamagata , K. Fujisawa
{"title":"On the correlation of erosion initiations using pulsed-jet and whirling-arm testers","authors":"N. Fujisawa ,&nbsp;T. Yamagata ,&nbsp;K. Fujisawa","doi":"10.1016/j.wear.2025.205965","DOIUrl":"10.1016/j.wear.2025.205965","url":null,"abstract":"<div><div>In this short communication, the <em>V–N</em><sub>s</sub> curves (<em>V</em>: impact velocity, <em>N</em><sub>s</sub>: number of specific impacts) for the end of incubation period of erosion were measured using a pulsed-jet erosion tester with an aluminum test specimen (A3003), and the results were compared with those of a whirling-arm tester in the literature. The effects of the jet diameter and liquid film thickness on the wall surface were investigated analytically to compare the <em>V–N</em><sub>s</sub> curves obtained from the pulsed-jet tester with those of the whirling-arm tester. The corrected <em>V–N</em><sub>s</sub> curves of the pulsed-jet tester were found to be consistent with those of the whirling-arm tester within experimental uncertainty when the influences of the droplet diameter and liquid film thickness were considered in the analysis. This result indicates that the pulsed-jet tester provides an effective approach for reproducing <em>V–N</em><sub>s</sub> curves similar to those of the whirling-arm tester.</div></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"568 ","pages":"Article 205965"},"PeriodicalIF":5.3,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143471624","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
Microstructure and self-lubricating property of a novel Al2O3/La2P4O13/MoS2 composite layer in-situ prepared by micro-arc oxidation
IF 5.3 1区 工程技术
Wear Pub Date : 2025-02-18 DOI: 10.1016/j.wear.2025.205968
Q. Li, J. Shang, S. Sun
{"title":"Microstructure and self-lubricating property of a novel Al2O3/La2P4O13/MoS2 composite layer in-situ prepared by micro-arc oxidation","authors":"Q. Li,&nbsp;J. Shang,&nbsp;S. Sun","doi":"10.1016/j.wear.2025.205968","DOIUrl":"10.1016/j.wear.2025.205968","url":null,"abstract":"<div><div>A novel Al<sub>2</sub>O<sub>3</sub>/La<sub>2</sub>P<sub>4</sub>O<sub>13</sub>/MoS<sub>2</sub> composite layer was successfully in–situ prepared on 6082-T6 alloy surface utilizing micro-arc oxidation (MAO) technology by introducing Na<sub>2</sub>MoO<sub>4</sub>, Na<sub>2</sub>S, and C<sub>2</sub>H<sub>6</sub>LaO<sub>3</sub> into the electrolyte. The microstructures, compositions, morphologies and tribological behavior of the composite layer are characterized by XRD, XPS, SEM, EDS, TEM and UMT. The results show that: with the increase of C<sub>2</sub>H<sub>6</sub>LaO<sub>3</sub> concentration, the surface roughness changed from 1.447 to 2.588 μm, the porosity changed from 3.79 to 2.45 % and the hardness rises from 737.66 to 1177.41–1260.44 HV<sub>1</sub>; the self-lubricating phases La<sub>2</sub>P<sub>4</sub>O<sub>13</sub> and MoS<sub>2</sub> were dispersed between the hard phase Al<sub>2</sub>O<sub>3</sub>; when the concentration was 5 g/L, the average friction coefficient is reduced by 41.66 % compared with the Al<sub>2</sub>O<sub>3</sub>/MoS<sub>2</sub> composite layer at 0 g/L. There was no obvious mass or volume changes of coupled body (Si<sub>3</sub>N<sub>4</sub> balls) before and after sliding wear. The in-situ formation of MoS<sub>2</sub> and La<sub>2</sub>P<sub>4</sub>O<sub>13</sub> in the MAO layer can have a coordinate effects for improving the compactness, hardness and self-lubricating behavior.</div></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"568 ","pages":"Article 205968"},"PeriodicalIF":5.3,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143452855","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
Tribological properties of graphene-reinforced graphite in high-temperature and high-pressure water
IF 5.3 1区 工程技术
Wear Pub Date : 2025-02-18 DOI: 10.1016/j.wear.2025.205967
S.H. Liu , T.H. Liang , W.G. Wang , B.J. Zhang , M.K. Lei
{"title":"Tribological properties of graphene-reinforced graphite in high-temperature and high-pressure water","authors":"S.H. Liu ,&nbsp;T.H. Liang ,&nbsp;W.G. Wang ,&nbsp;B.J. Zhang ,&nbsp;M.K. Lei","doi":"10.1016/j.wear.2025.205967","DOIUrl":"10.1016/j.wear.2025.205967","url":null,"abstract":"<div><div>It is of great significance to ensure the stability and life of graphite counterparts under severe operating conditions in high-temperature and high-pressure water. In this study, the tribological properties of original graphite and graphene-reinforced graphite against Stellite 12 alloy are investigated on a disc-on-disc configuration under <em>pv</em> factors ranging from 0.2 to 13.0 MPa m/s at applied load <em>p</em> of 900 N with spindle speed <em>v</em> from 100 to 6500 rpm in a 70 °C and 2 MPa water environment, respectively. As the <em>pv</em> factors increase, the wear depth and surface roughness of both graphite are found to be decreased, while the residual compressive stresses on Stellite 12 alloy are elevated, because the friction pairs bear the boundary, mixed and hydrodynamic lubrication regimes, respectively. The pairs of original graphite against Stellite 12 alloy undergo abrasive wear, adhesive wear and fatigue wear simultaneously under the boundary lubrication, whereas the positive obstructing effect of graphene filler on the lamellar graphite being teared, enabling the fragmented abrasive debris to stabilize the vibration of friction counterpart and inhibit the propagation of fatigue wear. Both sets of friction pairs are subjected to fatigue wear under long-term high-cyclic alternating stresses from the water film under the hydrodynamic lubrication, the addition of graphene filler enables a significant increase in the loading capacity of graphite in high-temperature and high-pressure water, as well as a reduction in COF and wear depth.</div></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"568 ","pages":"Article 205967"},"PeriodicalIF":5.3,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143512700","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 novel rapid curing pavement maintenance seal with a low environmental impact: Preparation and performance evaluation
IF 5.3 1区 工程技术
Wear Pub Date : 2025-02-14 DOI: 10.1016/j.wear.2025.205919
Qian Chen , Xiang Lan , Anquan Li , Xiaolong Sun , Chaohui Wang
{"title":"The novel rapid curing pavement maintenance seal with a low environmental impact: Preparation and performance evaluation","authors":"Qian Chen ,&nbsp;Xiang Lan ,&nbsp;Anquan Li ,&nbsp;Xiaolong Sun ,&nbsp;Chaohui Wang","doi":"10.1016/j.wear.2025.205919","DOIUrl":"10.1016/j.wear.2025.205919","url":null,"abstract":"<div><div>The purpose is to explore innovative applications of polyurethane elastomer in pavement maintenance, and broaden the technical approaches for pavement preventive maintenance. Using polyurethane elastomer as the base material, a novel rapid curing pavement maintenance seal with a low environmental impact was developed. The interlayer bonding performance of the seal under various construction conditions was analyzed. The surface functions of the seal, including skid resistance, abrasion resistance, and waterproof performance, were investigated. The structure and material composition of the polyurethane elastomer maintenance seal were optimized to suit different road conditions. The anti-glare ability of the polyurethane elastomer seal was evaluated. The results indicated that the polyurethane elastomer seal can form a relatively mature interlayer bonding performance within 1 h–3 h after preparation, with a bonding strength ranging from 1.2 MPa to 1.3 MPa. The abrasion value of the polyurethane elastomer seal was less than 200 mg/m<sup>2</sup>. Among them, the seal using emery exhibited the best abrasion resistance, with an abrasion value of only 3–5 mg/m<sup>2</sup>. Texture depth was 0.60–0.66 mm. British pendulum number was 70–82. The water permeability coefficient was 0, indicating excellent waterproof performance. The surface reflectance was 50 cd/m<sup>2</sup> to 150 cd/m<sup>2</sup>, satisfying the basic requirements for anti-glare ability on pavements and posing no threat to driving safety.</div></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"566 ","pages":"Article 205919"},"PeriodicalIF":5.3,"publicationDate":"2025-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143427746","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
Arc erosion mechanism and surface characteristics of TiN particles reinforced Ag based electrical contact materials
IF 5.3 1区 工程技术
Wear Pub Date : 2025-02-13 DOI: 10.1016/j.wear.2025.205900
Jun Wang , Zhiguo Li , Huimin Zhang , Youchang Sun , Zhe Wang , Henry Hu , Songtao Liu , Xiaoyun Yuan , Xudong Chen
{"title":"Arc erosion mechanism and surface characteristics of TiN particles reinforced Ag based electrical contact materials","authors":"Jun Wang ,&nbsp;Zhiguo Li ,&nbsp;Huimin Zhang ,&nbsp;Youchang Sun ,&nbsp;Zhe Wang ,&nbsp;Henry Hu ,&nbsp;Songtao Liu ,&nbsp;Xiaoyun Yuan ,&nbsp;Xudong Chen","doi":"10.1016/j.wear.2025.205900","DOIUrl":"10.1016/j.wear.2025.205900","url":null,"abstract":"<div><div>Electrical contact materials (ECMs) are crucial for ensuring the stability and efficiency of electrical instruments and electronic devices, as they regulate current flow. As an essential component of ECMs, Ag-SnO<sub>2</sub> composite ECMs exhibit excellent conductivity and weld resistance. However, the resistance of materials to arc erosion diminishes as the frequency of arc erosion increases. Herein, titanium nitride (TiN) particles reinforced silver (Ag) based electrical contact materials were synthesized using a combination of high-energy ball milling and spark plasma sintering (SPS) techniques. The results indicated that TiN particles reinforced Ag based electrical contact materials could strengthen the interface bonding, which can dramatically improve the microhardness (up to 145.3 HV), conductivity (up to 68.9 %IACS), density (up to 98 %) and resistance to arc erosion. After 5 × 10<sup>4</sup> times arc erosion cycles, the mass loss of the Ag-TiN contact material is 0.0125 g, representing approximately 0.19 % of the total mass. Meanwhile, the friction properties of the electric contact materials were evaluated, and the results indicated that the Ag-TiN electric contact materials exhibited superior friction resistance, with an average friction coefficient of 0.8305. Furthermore, the decomposition of TiN ceramic particles under arc energy leads to the formation of highly thermally stable titanium dioxide (TiO<sub>2</sub>) dendrites on the contact surface, which mitigates mass loss, effectively reducing arc erosion and extending the contact materials service life.</div></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"566 ","pages":"Article 205900"},"PeriodicalIF":5.3,"publicationDate":"2025-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143420328","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
Mechanism data-driven modeling of stochastic wear and degradation of rolls in hot finishing mill
IF 5.3 1区 工程技术
Wear Pub Date : 2025-02-13 DOI: 10.1016/j.wear.2025.205926
Shangju Hu , Jianchao Zeng , Xiaohong Zhang , Hui Shi , Guannan Shi , Huadong Qiu
{"title":"Mechanism data-driven modeling of stochastic wear and degradation of rolls in hot finishing mill","authors":"Shangju Hu ,&nbsp;Jianchao Zeng ,&nbsp;Xiaohong Zhang ,&nbsp;Hui Shi ,&nbsp;Guannan Shi ,&nbsp;Huadong Qiu","doi":"10.1016/j.wear.2025.205926","DOIUrl":"10.1016/j.wear.2025.205926","url":null,"abstract":"<div><div>During hot rolling process, the rolls are highly susceptible to wear and degradation, which directly affects the shape and surface quality of the strips. To reflect the wear and degradation behavior of rolls in actual production and to provide a scientific basis for decision-making in their management and maintenance strategies, a research approach integrating mechanistic and data-driven methodologies was employed in this study, considering the stochastic nature of the degradation process. Firstly, a single-task roll wear mechanism model grounded in tribology principles was developed. Subsequently, a multi-task wear mechanism model for a single rolling unit was formulated. Concurrently, a stochastic residual model was introduced to encapsulate the uncertainties inherent in the wear mechanism model. Utilizing actual measured data from a specific steel plant, the parameters for both the mechanistic and stochastic wear models were estimated, their effectiveness and precision were confirmed with an independent dataset, and a comparative analysis was conducted against industry-standard models. The findings reveal that the proposed model outperforms traditional models in predicting roll wear and degradation trends with enhanced accuracy, offering substantial practical application benefits. The integration of the stochastic model establishes a theoretical groundwork for reliability modeling and optimized roll management decision-making.</div></div>","PeriodicalId":23970,"journal":{"name":"Wear","volume":"568 ","pages":"Article 205926"},"PeriodicalIF":5.3,"publicationDate":"2025-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143445199","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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