• Title/Summary/Keyword: Machine Room

Search Result 323, Processing Time 0.024 seconds

A Study on the Failure Diagnosis of Transfer Robot for Semiconductor Automation Based on Machine Learning Algorithm (머신러닝 알고리즘 기반 반도체 자동화를 위한 이송로봇 고장진단에 대한 연구)

  • Kim, Mi Jin;Ko, Kwang In;Ku, Kyo Mun;Shim, Jae Hong;Kim, Kihyun
    • Journal of the Semiconductor & Display Technology
    • /
    • v.21 no.4
    • /
    • pp.65-70
    • /
    • 2022
  • In manufacturing and semiconductor industries, transfer robots increase productivity through accurate and continuous work. Due to the nature of the semiconductor process, there are environments where humans cannot intervene to maintain internal temperature and humidity in a clean room. So, transport robots take responsibility over humans. In such an environment where the manpower of the process is cutting down, the lack of maintenance and management technology of the machine may adversely affect the production, and that's why it is necessary to develop a technology for the machine failure diagnosis system. Therefore, this paper tries to identify various causes of failure of transport robots that are widely used in semiconductor automation, and the Prognostics and Health Management (PHM) method is considered for determining and predicting the process of failures. The robot mainly fails in the driving unit due to long-term repetitive motion, and the core components of the driving unit are motors and gear reducer. A simulation drive unit was manufactured and tested around this component and then applied to 6-axis vertical multi-joint robots used in actual industrial sites. Vibration data was collected for each cause of failure of the robot, and then the collected data was processed through signal processing and frequency analysis. The processed data can determine the fault of the robot by utilizing machine learning algorithms such as SVM (Support Vector Machine) and KNN (K-Nearest Neighbor). As a result, the PHM environment was built based on machine learning algorithms using SVM and KNN, confirming that failure prediction was partially possible.

Response of low-temperature steel beams subjected to single and repeated lateral impacts

  • Truong, Dac Dung;Jung, Hae-Jung;Shin, Hyun Kyoung;Cho, Sang-Rai
    • International Journal of Naval Architecture and Ocean Engineering
    • /
    • v.10 no.6
    • /
    • pp.670-682
    • /
    • 2018
  • This paper presents the experimental and numerical investigation results of the response of low-temperature steel (LT-FH32 grade steel) beams under repeated impacts at room temperature and a single impact at a sub-zero temperature. After conducting tensile tests at room and sub-zero, repeated impact tests were conducted on two clamped single-beam models at room temperature, and single-impact tests of two other clamped single-beam models were conducted at $-50^{\circ}C$. The single and repeated impact tests were conducted by releasing a knife-edge striker using a drop testing machine. The permanent deflection of the model measured after each impact gradually increased with increasing number of impacts. Under the reduced temperature, the permanent deflection of the models slightly decreased. The numerical analyses were also performed to predict the damage response of the tested single-beam models. A comparison of the numerical prediction with those of experiments showed quite reasonable agreement.

Sliding We3f Properties for 5%Co-5%V-1%Nb High Speed Steel by Powder Metallurgy at High Temperature (5%Co-5%V-1%Nb 분말고속도공구강의 고온 미끄럼마모특성)

  • 이한영;김용진;배종수
    • Tribology and Lubricants
    • /
    • v.19 no.3
    • /
    • pp.151-158
    • /
    • 2003
  • In metal cutting at the tool-chip interface, friction generates considerable amount of heat. Thus, the knowledge of wear properties of cutting tool material in high temperature has been as one of important factors in need of clarification. The authors presented the wear properties of 5%Co-5%V-1%Nb high speed steel, fabricated by powder metallurgy, in room temperature in previous articles. The objective of this paper is to clarify the effects of temperature on its wear properties. Wear tests in sliding conditions under various temperatures have been conducted using the pin-on-disc type wear test machine. The results indicate that the wear properties of 5%Co-5%V-1%Nb high speed steel in high temperature as well as in room temperature are excellent. It may be deduced that the oxide layer formed on worn surface at high temperature is stable enough to prevent wear due to the high temperature strength of its matrix.

Guideline-based Evaluation of Human Machine System Environment with the Advanced Information Display (디지털 정보표시 환경의 지침 기반 평가 기술)

  • Cha, Woo-Chang
    • Journal of the Ergonomics Society of Korea
    • /
    • v.26 no.1
    • /
    • pp.99-102
    • /
    • 2007
  • The analog typed interface of main control room in nuclear power plant(NPP) is gradually being replaced to the one suitable for the digital environment. SKN 3,4 is currently developed in such a way to employ digitalized displays and controls such as computerized procedure system(CPS), large display panel(LDP), and Soft control. The main control room (MCR) of the SKN3, 4 was designed based on the human factors guidelines, which somehow lack of the confidence for the rapidly the developed guidelines needs to extend to the one to apply for the total digital environment including task environment, hardware and workstation. In order to achieve the research objectives, tremendous guidelines and technical papers related to evaluation issues of digital environment has been collected, analyzed and transformed to electric database forms and then built on database management system to retrieve the appropriate isues for the practical usage of evaluators-in-field.

The Rate Dependent Deformation Behavior of AISI Type 304 Stainless Steel at Room Temperature (304 스테인리스강의 점소성 특성에 관한 연구)

  • Ho, Kwang-Soo
    • Transactions of Materials Processing
    • /
    • v.16 no.2 s.92
    • /
    • pp.101-106
    • /
    • 2007
  • Uniaxial displacement controlled tests were performed on annealed Type 304 stainless steel at room temperature. A servo-controlled testing machine and strain measurement on the gage length were employed to measure the response to a given input. The test results exhibit that the flow stress increases nonlinearly with the strain rate and the relaxed stress at the end of the relaxation periods depends strongly on the strain rate preceding the relaxation test. The rate-dependent inelastic deformation behavior is simulated using a new unified viscoplasticity model that has the rate-dependent format of nonlinear kinematic hardening rule, which plays a key role in modeling the rate dependence of relaxation behavior. The model does not employ yield or loading/unloading criteria and consists of a flow law and the evolution laws of two tensor and one scalar-valued state variables.

Investigation of the heavy-weight floor impact sound field in a testing building with bearing wall structure (벽식구조 표준시험동에서 중량충격음장에 관한 연구)

  • Yoo, Seung-Yup;Lee, Sin-Young;Jeon, Jin-Yong
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
    • /
    • 2007.05a
    • /
    • pp.969-973
    • /
    • 2007
  • The heavy-weight floor impact sound field of the receiving room in a testing building with bearing wall structure was investigated using bang machine and impact ball. The sound field was investigated through the impact sound pressure level distribution by the field measurement and computational analysis. Predicted sound field using the computational analysis agree with measurement result in the low frequency band. Result shows that standard deviations of the single number rating value are about 2dB in each impact source. Particularly, impact sound pressure level at 120cm height in 63Hz octave band was 5dB lower than spatial averaging value. It was found that receiving positions in the ministry of construction and transportation notice should be reconsidered.

  • PDF

On Cutting Characteristics Change of Low Temperature Cooling Tool -Cutting Characteristics of Cage Motor Rotor- (저온냉각공구의 절삭특성 변화 -모타 회전자의절삭특성-)

  • 김순채
    • Proceedings of the Korean Society of Machine Tool Engineers Conference
    • /
    • 1995.10a
    • /
    • pp.37-43
    • /
    • 1995
  • The cutting process of cage motor rotor require high precision and good roughness, the surface roughness fo cutting face is very important factor with effect on the magnetic flux density of cage motor rotor. The paper describes a cause of decrease in the cutting force and roughness on low temperature cooling tool by means of analysis on the mechanism of force system at cutting condition and experimental findings. The main results as compared with the room temperature cutting are as follow : 1) The cutting resistance decreased due to low temperature cooling tool. 2) The surface roughness decreased due to low temperature cooling tool. 3) The low temperature cooling tool effected machinability of the cutting direction in machined surface. 4) The low temperature cooling decreased burr of corner in feed direction.

  • PDF

Effect of Orifices in Cushion Sleeve on Cushion Characteristic of Pneumatic Cylinder (쿠션슬리브의 오리피스가 공압실린더의 쿠션특성에 미치는 영향)

  • 박재범;염만오
    • Transactions of the Korean Society of Machine Tool Engineers
    • /
    • v.13 no.1
    • /
    • pp.76-80
    • /
    • 2004
  • Cushion sleeves are used in pneumatic cylinders to avoid impact force arising at the end stroke part between moving piston and cylinder cover. In this study low kinds of cushion sleeves are designed, manufactured and attached to the pneumatic cylinder to be experimented. The effects of cushion sleeves on cushion characteristics are investigated. e results are as follows; the pressure variation of cushion room with orifices are inspected to be smaller than that of cushion room without orifices. So sleeves with orifices are expected as protecting from impact and vibration of pneumatic cylinder. The object of this study is to provide data on the charactristics of pneumatic cushion sleeve in case of being used in industry.

DEVELOPMENT OF AN INTEGRATED DECISION SUPPORT SYSTEM TO AID COGNITIVE ACTIVITIES OF OPERATORS

  • Lee, Seung-Jun;Seong, Poong-Hyun
    • Nuclear Engineering and Technology
    • /
    • v.39 no.6
    • /
    • pp.703-716
    • /
    • 2007
  • As digital and computer technologies have grown, human-machine interfaces (HMIs) have evolved. In safety-critical systems, especially in nuclear power plants (NPPs), HMIs are important for reducing operational costs, the number of necessary operators, and the probability of accident occurrence. Efforts have been made to improve main control room (MCR) interface design and to develop automated or decision support systems to ensure convenient operation and maintenance. In this paper, an integrated decision support system to aid operator cognitive processes is proposed for advanced MCRs of future NPPs. This work suggests the design concept of a decision support system which accounts for an operator's cognitive processes. The proposed system supports not only a particular task, but also the entire operation process based on a human cognitive process model. In this paper, the operator's operation processes are analyzed according to a human cognitive process model and appropriate support systems that support each cognitive process activity are suggested.

A Study on a Precision Temperature Control of Oil Coolers with Hot-gas Bypass Manner for Machine Tools Based on Fuzzy Control (퍼지제어를 이용한 공작 기계용 오일 쿨러의 핫가스 바이패스방식 정밀 온도 제어에 관한 연구)

  • Lee, Sang-Yun
    • Journal of the Institute of Convergence Signal Processing
    • /
    • v.14 no.3
    • /
    • pp.205-211
    • /
    • 2013
  • Recently, the needs of system performances such as working speed and processing accuracy in machine tools have been increased. Especially, the working speed increment generates harmful heat at both moving part of the machine tools and handicrafts. The heat is a main drawback to progress accuracy of the processing. Hence, a oil cooler to control temperature is inevitable for the machine tools. In general, two representative control schemes, hot-gas bypass and variable speed control of a compressor, have been adopted in the oil cooler system. This paper deals with design and implementation method of fuzzy controller for obtaining precise temperature characteristic of HB oil cooler system in machine tools. The opening angle of an electronic expansion valve are controlled to keep reference value and room temperature of temperature at oil outlet. Especially, the fuzzy controller is added to suppress temperature fluctuation under abrupt disturbances. Through some experiments, the suggested method can control the target temperature within steady state error of ${\pm}0.22^{\circ}C$.