• 제목/요약/키워드: abrasive wear

검색결과 286건 처리시간 0.029초

Machine learning-based regression analysis for estimating Cerchar abrasivity index

  • Kwak, No-Sang;Ko, Tae Young
    • Geomechanics and Engineering
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    • 제29권3호
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    • pp.219-228
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    • 2022
  • The most widely used parameter to represent rock abrasiveness is the Cerchar abrasivity index (CAI). The CAI value can be applied to predict wear in TBM cutters. It has been extensively demonstrated that the CAI is affected significantly by cementation degree, strength, and amount of abrasive minerals, i.e., the quartz content or equivalent quartz content in rocks. The relationship between the properties of rocks and the CAI is investigated in this study. A database comprising 223 observations that includes rock types, uniaxial compressive strengths, Brazilian tensile strengths, equivalent quartz contents, quartz contents, brittleness indices, and CAIs is constructed. A linear model is developed by selecting independent variables while considering multicollinearity after performing multiple regression analyses. Machine learning-based regression methods including support vector regression, regression tree regression, k-nearest neighbors regression, random forest regression, and artificial neural network regression are used in addition to multiple linear regression. The results of the random forest regression model show that it yields the best prediction performance.

강 표면의 다이아몬드/몰리브데늄/니켈 복합층의 생성 (Formation of Diamond/Mo/Ni Multi-Layer on Steel Substrate)

  • Lee, H.J.;J.I. Choe;Park, Y.
    • 한국표면공학회:학술대회논문집
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    • 한국표면공학회 2002년도 춘계학술발표회 초록집
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    • pp.37-37
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    • 2002
  • Diamoncl/Mo/Ni multi-layers on SKH-51 steel substrate was prepared to improve the abrasive wear resistance of a tool and die by a commercial chemical vapor deposition unit and electro-plating. The diamond after 7 hour deposition had cuba-octahedral structure with 2~5$\mu\textrm{m}$ grains. The existence of non-ferrous metals such as chromium, nickel and molybdenum between diamond and SKH-51 substrate results in forming higher quality of diamond layer by retarding carbon diffusion in the diamond layer during deposition, and also improving hardness and wear resistance. Surface cracks on the film was sometimes observed by the difference of by the thermal expansion coefficients between the steel substrate and the deposited layers during cooling.

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디젤엔진용 실린더 라이너 소재의 고온 마모특성 (Wear Characteristics of Cylinder-Liner Materials for Diesel Engine at Elevated Temperature)

  • 김진열;김재훈;오광근;이승학;장준용
    • 대한기계학회논문집A
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    • 제39권11호
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    • pp.1131-1136
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    • 2015
  • 선박 디젤엔진용 실린더 라이너는 피스톤 링과 지속적인 왕복운동을 통해 마모가 발생한다. 마모는 디젤엔진의 성능을 저하시키고, 사용 수명을 단축시킨다. 본 논문은 선박 디젤엔진용 실린더 라이너의 GT 금속 및 기존 금속에 대하여 마모특성을 평가하였다. 마모시험은 상온, $175^{\circ}C$, $325^{\circ}C$의 온도조건과 10 N, 30 N, 50 N 의 하중조건에서 수행되었으며, 마모량, 비마마율 및 마찰계수를 평가하였다. 또한 각 조건에 대한 마모메커니즘을 분석하기 위해서 SEM 분석을 수행하였다. 두 금속 공히, 상온에서 연삭 및 응착마모가 진행되었고, 고온에서 부식마모가 발견되었다. GT 금속은 기존 금속 대비 모든 온도 범위에서 마모량 및 비마모율이 작고 마모특성이 더 우수하다.

무가압함침법으로 제조한 SiCp/AC8A 복합재료의 기계적 성질 (Mechanical Properties of SiCp/AC8A Composites Fabricated by Pressureless Metal Infiltration Process)

  • 김재동;고성위;김형진
    • Composites Research
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    • 제15권3호
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    • pp.1-10
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    • 2002
  • 무가압함침법에 의해 제조된 SiCp/AC8A복합재료에 대하여 SiC 입자 크기와 부가적인 Mg의 첨가가 복합재료의 기계적 성질과 마모특성에 미치는 영향을 조사하였다. SiCp/AC8A복합재료의 경도와 굽힘강도는 입자의 크기가 작아짐에 따라 증가하였다. Mg 첨가량이 증가함에 따라 SiCP/AC8A복합재료의 경도는 경질의 반응생성물에 의해 상승하였으나 굽힘강도는 석출물의 조대화와 기공율의 증대에 의해 저하하였다. SiCp/AC8A복합재료는 AC8A 기지재에 비하여 고속의 마찰속도에서 6배의 내마모성을 나타냈으며 강화입자의 크기가 작아짐에 따라 내마모성은 향상되는 것으로 나타났다. 마모기구에 있어서 SiCp/AC8A복합재료는 마찰속도에 관계없이 연삭마모를 나타냈으나 AC8A 기지재는 마찰속도가 고속화됨에 따라 응착 및 용융마모의 마모면을 나타냈다.

가스 분무 공정에 의해 제조된 Al-Si 합금 분말 압출재의 열처리에 의한 미세조직 및 기계적 특성 변화 (Effect of Heat Treatment on the Microstructure and Mechanical Properties for Al-Si Alloyed Powder Material by Gas Atomizing and Hot Extrusion Process)

  • 남기영;진형호;김용진;윤석영;박용호
    • 한국분말재료학회지
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    • 제13권6호
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    • pp.421-426
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    • 2006
  • The microstructural and mechanical properties of Al-Si alloyed powder, prepared by gas atomization fallowed by hot extrusion, were studied by optical and scanning electron microscopies, hardness and wear testing. The gas atomized Al-Si alloy powder exhibited uniformly dispersed Si particles with particle size ranging from 5 to $8{\mu}m$. The hot extruded Al-Si alloy shows the average Si particle size of less than $1{\mu}m$. After heat-treatment, the average particle size was increased from 2 to $5{\mu}m$. Also, mechanical properties of extruded Al-Si alloy powder were analyzed before and after heat-treatment. As expected from the microstructural analysis, the heat-treated samples resulted in a decrease in the hardness and wear resistance due to Si particle growth. The friction coefficient of heat-treated Al-Si alloyed powder showed higher value tough all sliding speed. This behavior would be due to abrasive wear mechanism. As sliding speed increases, friction coefficient and depth and width of wear track increase. No significant changes occurred in the wear track shape with increased sliding speed.

The Influence of Carbon Fiber Heat Treatment Temperature on Carbon-Carbon Brakes Characteristics

  • Galiguzov, Andrey;Malakho, Artem;Kulakov, Valery;Kenigfest, Anatoly;Kramarenko, Evgeny;Avdeev, Viktor
    • Carbon letters
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    • 제14권1호
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    • pp.22-26
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    • 2013
  • The effects of heat treatment temperature (HTT) of polyacrylonitrile-based carbon fiber (CF) on the mechanical, thermal, and tribological properties of C/C composites were investigated. It was found that HTT (graphitization) of CF affects the thermal conductivity and mechanical and tribological characteristics of C/C composites. Thermal treatment of fibers at temperatures up to $2800^{\circ}C$ led to a decrease of the wear rate and the friction coefficient of C/C composite-based discs from 7.0 to 1.1 ${\mu}m$/stop and from 0.356 to 0.269, respectively. The friction surface morphology and friction mechanism strongly depended on the mechanical properties of the CFs. The relief of the friction surface of composites based on CFs with final graphitization was also modified, compared to that of composites based on initial fibers. This phenomenon could be explained by modification of the abrasive wear resistance of reinforcement fibers and consequently modification of the friction and wearing properties of composites. Correlation of the graphitization temperature with the increased flexural and compressive strength, apparent density, and thermal conductivity of the composites was also demonstrated.

Liquid overlay를 이용한 강화마루의 내마모도 향상 (Improvement of wear resistance of laminate flooring by liquid overlay decorative laminate system)

  • 김수민;이정훈;윤동원
    • 한국가구학회지
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    • 제21권2호
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    • pp.126-132
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    • 2010
  • High wear resistances are obtained with an additional coating of the surface of the decor film in the same operation of impregnating with low viscosity melamine resin by liquid overlay system. The cellulosic fibers have a good adhesion to the corundum particles and keep them sufficiently homogeneous in the blend with the resin. The amount of these fibers in nearly as big as it is in a common overlay in relation to the resin. Therefore these fibers keep the resin inside during the press process and consequently very the surface of the decor print of the film. That means that the corundum particles are equally dissipated throughout the entire layer over the decor. The change of the color of the print is nearly not visible as the particles are almost equally dissipated. Looking to the flooring purposes of liquid overlay one can see that by the lesser exposure of the corundum particles on the very surface, there is no longer an abrasive surface but a feeling like a normal melamine surface.

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선박엔진의 실린더 라이너의 손상 진단을 위한 진동 분석법 (Vibration Analysis for Failure Diagnosis of Cylinder Liner of Large Ship Engine)

  • 구현호;조연상;박준홍;박흥식
    • Tribology and Lubricants
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    • 제30권1호
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    • pp.21-28
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    • 2014
  • Damage to the cylinder liner of large ship engines, such as scuffing on the surface, can occur very easily because it is operated in a corrosive environment. This scuffing may be due to oil film destruction and corrosive wear caused by water and sulfur included in the fuel, abrasive impurities, and poor lubricants. Thus, a method for monitoring the condition and diagnosing the failure of the cylinder liner and piston ring is needed. In this study, a reciprocating friction and wear test was carried out with a cast iron specimen, which simulated an engine cylinder in a corrosive atmosphere. The lubricants used were base oil, stirred oil with distilled water, a NaCl solution, and dilute sulfuric acid. The friction coefficient and frequency spectrum were measured using a load cell and acceleration sense in each experimental condition. We then used these results to diagnose the failure of the cylinder liner.

STD61 강의 내열특성향상을 위한 표면경화에 관한 연구 (A Study in the Heat Resistance Properties of STD61 Steel using the Surface Hardening Method)

  • 이구현
    • 연구논문집
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    • 통권26호
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    • pp.121-132
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    • 1996
  • The carburising surface modification treatment of the die steel has been used for improving wear resistance and heat cycle strength of the die and preventing a pitting on the surface because the carbides are forming in the matrix during carburising. Generally, the hot forging die was used after quenching-tempering treatment or nitriding after quenching-tempering treatment. The nitriding after carburising on the surface of a hot die steel and a wear resistance die steels was suggested by SOUCHARD, JACQUOT. and BUVRON. This surface modification treatment improved the adhesive and abrasive wear resistance and friction coefficient. The process was introduced to the forging die of stainless steel, titanium alloy steel, alloy and medium carbon steel and the physical properties of the die after the treatment were improved. The surface hardening treatment of the nitriding, the carburising, the boriding, and TD process were used to improved the life time of the forging die. Also, the coating process of PVD, CVD and PCVD were used and the hard chromium plating was occasionally used. Therefore, this study analyzed the effects of the carburising time and the conditions of nitriding on STD61 steel. The case depth, the surface hardness, the forming carbide size and shape during overcarburising process on the die steel were also examined.

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플라즈마 전해 산화 처리된 해양환경용 Al 합금의 캐비테이션 손상 특성 (Cavitation damage characteristics of plasma electrolytic oxidation coatings prepared on marine grade Al alloy)

  • 이정형;김용환;김연주;김성종
    • 한국표면공학회:학술대회논문집
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    • 한국표면공학회 2017년도 춘계학술대회 논문집
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    • pp.132.2-132.2
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    • 2017
  • 플라즈마 전해 산화(Plasma Electrolytic Oxidation, PEO)는 Al, Ti, Mg 합금과 같은 경량 금속소재에 대한 표면처리기술로서 주목을 받고 있다. PEO 처리에 의해 표면에 치밀하게 형성되는 세라믹 산화층은 우수한 내식성, 내마모성을 보유하기 때문에, 이와 같은 특성이 요구되는 분야에 적용하기 위한 연구가 활발하다. 특히 PEO 세라믹 코팅층의 응착마모(adhesive wear)와 절삭마모(abrasive wear)에 관한 연구는 상당부분 이루어지고 있으나, 캐비테이션 침식과 같은 침식마모(erosive wear) 특성에 관한 연구는 부족한 실정이다. 본 연구에서는 알루미늄 합금 소지에 제작된 PEO 코팅층의 캐비테이션 손상 특성을 고찰하였으며, 전해액 조성이 PEO 코팅층의 미세조직과 캐비테이션 손상 특성에 미치는 영향을 살펴보았다. PEO 처리를 위해 사용된 소재는 상용 5083-O합금 판재로서 $2cm{\times}2cm$로 절단하여, 에머리페이퍼로 1000번까지 연마하여 사용하였다. 사용된 전해액은 증류수에 KOH(1 g/L)을 base로 하여 $Na_2SiO_3$(2 g/L)의 첨가유무를 변수로 하였다. 시편을 양극으로 하고 STS304를 음극으로 하여 각각 DC 전원 공급기의 +극과 -극에 연결하였으며, 정전류 조건에서 30분간 $0.1A/cm^2$의 전류밀도를 인가하였다. PEO 처리후 시편은 SEM, EDS, XRD를 이용하여 표면 특성 평가를 실시하였다. PEO코팅층의 캐비테이션 특성 평가는 초음파 진동식 캐비테이션 발생 장치를 이용하였으며, 캐비테이션 실험 후 시간에 따른 표면 거칠기의 변화 거동을 분석하였다.

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