• Title/Summary/Keyword: Machine System

검색결과 8,797건 처리시간 0.05초

Genetic Algorithm Application to Machine Learning

  • Han, Myung-mook;Lee, Yill-byung
    • 한국지능시스템학회논문지
    • /
    • 제11권7호
    • /
    • pp.633-640
    • /
    • 2001
  • In this paper we examine the machine learning issues raised by the domain of the Intrusion Detection Systems(IDS), which have difficulty successfully classifying intruders. There systems also require a significant amount of computational overhead making it difficult to create robust real-time IDS. Machine learning techniques can reduce the human effort required to build these systems and can improve their performance. Genetic algorithms are used to improve the performance of search problems, while data mining has been used for data analysis. Data Mining is the exploration and analysis of large quantities of data to discover meaningful patterns and rules. Among the tasks for data mining, we concentrate the classification task. Since classification is the basic element of human way of thinking, it is a well-studied problem in a wide variety of application. In this paper, we propose a classifier system based on genetic algorithm, and the proposed system is evaluated by applying it to IDS problem related to classification task in data mining. We report our experiments in using these method on KDD audit data.

  • PDF

상용 3차원 측정기의 전체 측정정밀도 교정 및 실시간 보정시스템 (Development of Calibration and Real-Time Compensation System for Total Measuring Accuracy in a Commercial CMM)

  • 박희재;김종후
    • 대한기계학회논문집
    • /
    • 제18권9호
    • /
    • pp.2358-2367
    • /
    • 1994
  • This paper presents techniques for evaluation and compensation of total measuring errors in a commercial CMM. The probe errors as well as the machine geometric errors are assessed from probing of the mechanical artefacts such as shpere, step, and rings. For the error compensation, the integrated volumetric error equations are considered, including the probe error adn the machine geometric error. The error compensation is performed on the absolute scale coordinate system, in order to overcome the redundant degree of freedom in the CMM with multi-axis probe. A interface box and corresponding software driver are developed for data intercepting/correction between the machine controller and machine, thus the volumetric errors can be compensated in real time with minimum interference to the operating software and hardware of a commercial CMM. The developed system applied to a practical CMM installed on the shop floor, and demonstrated its performance.

고속이송계의 열변형오차 자동보정에 관한 연구 (The Study on Automated Compensation of Thermal Deformation for High Speed Feed Drive System)

  • 조성복;박성호;고해주;정윤교
    • 한국정밀공학회:학술대회논문집
    • /
    • 한국정밀공학회 2000년도 추계학술대회 논문집
    • /
    • pp.195-198
    • /
    • 2000
  • It can be acquired the high effective productivity through of high speed, precision of machine tools, and then, machine tools will be got a competitive power. Industrially advanced countries already developed that the high speed feed is 60m/min using the high speed ball screw. Also, a lot of problems have happened the feed drive system. It is necessary to study about the characteristics of thermal deformation played a more critical role than static stiffness and dynamic rigidity in controlling the level of machining accuracy. In spite of the improving the thermal deformation characteristics of machine tools at the design stage, there are always some residual errors that have to be compensated for during machining. In this study, thermal deformation error automated compensation device with multiple linear regression is proposed that thermal deformation error can be eliminated at the machining stage. The developed device has been practically applied to the feed drive unit.

  • PDF

기계공업(機械工業)을 위한 외주관리(外注管理)시스템 개발(開發)에 관한 연구(硏究) (A Study on the Development of Subcontracting System for the Machine Manufacturing Industry)

  • 김원중;김광섭
    • 품질경영학회지
    • /
    • 제8권2호
    • /
    • pp.45-58
    • /
    • 1980
  • The relationship between the subcontractor and the subcontractor in current industries, especially in the machine manufacturing industry, should be developed to the "Efficient Q-C-D System" in which the three elements of consideration-Quality, Cost and Delivery condition, are in a state of equillibrium. From this point of view the two parts of a subcontract must cooperate in the whole activity: ranging from the initial products planning, through the manufacturing process, to the final usage by customers. In this report, we tried to present Korean machine manufacturing industry with the model of management system of subcontracts in order that machine manufacturers may assure the quality, reduce the production cost and enhance the productivity with the model.

  • PDF

볼바 시스템을 이용한 기상측정오차 보정 (On-Machine Measurement Error Compensation Using Ball-bar System)

  • 이세희;서태일;조명우
    • 한국공작기계학회논문집
    • /
    • 제10권2호
    • /
    • pp.56-63
    • /
    • 2001
  • The objective of this research is to develop a measurement error compensation method for On-Machine Measurement (OMM) process based on a closed-loop configuration. Geometric errors of vertical machining center are measured using ball-bar system, and probing errors are measured using master ball. The errors are represented using homogeneous trans-formation matrices and the closed-loop configuration method is applied to calculate 3-dimensional errors. To verify the effectiveness of the method proposed in this research, compensated results are compared to the data using CMM process, and the results are analyzed. The results show the proposed method can be applied in OMM process to make the measured data more reliable.

  • PDF

기계 체적오차가 고려된 가공형상-거칠기 측정 OMM 시스템 (The OMM system for machined form and surface roughness measurement concerned with volumetric error)

  • 이상준;김선호;김옥현
    • 한국정밀공학회:학술대회논문집
    • /
    • 한국정밀공학회 2000년도 춘계학술대회 논문집
    • /
    • pp.681-686
    • /
    • 2000
  • Machining information such as machined form and surface roughness accuracy is an important factor for manufacturing precise parts. To this regard, OMM(On the Machine Measurement) has been issued for last several decades to alternate with CMM. In this research, measuring system consisting of a laser probe is developed for machined form and surface roughness measurement on the machine tool. The obtained machined form accuracy is compared with reference one defined in CAD model. The measured surface roughness data is compared with measured master surface beforehand. Furthermore, using the pre-defined volumetric error map approach compensates the geometric accuracy of the machine tool. The overall performance is compared with CMM, and verified the feasibility of the measurement system.

  • PDF

순간전압강하에 대한 저압전기기기의 운전특성에 관한 연구 (The study on characteristics of operating limit of electric machine under the effects of Sag)

  • 이현철;김재현;정성원;이근준
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 2008년도 제39회 하계학술대회
    • /
    • pp.113-114
    • /
    • 2008
  • For the supported high-technology, it is in need of estimation about power quality and reasonable price through machinism. The power system made much of precision digital industrial damage under sag. This study suggested electric machine under effects of power quality in the theory and test. A electric machine was simulated and experimented about sag. The test system made up IPC as voltage sag device. The test machine was magnetic contactor and PLC. The result, electric machines appeared to influence sag with CBEMA curve. It was make possible analysis of power system about a fault. This study was expected to method that investment and development of equipment on power market in the future.

  • PDF

승강기용 웜기어의 결함에 따른 진동 특성 (Vibration Characteristics of Worm Gear Faults for Elevators)

  • 이수종;양보석;이선순;박승태;손종덕
    • 동력기계공학회지
    • /
    • 제11권4호
    • /
    • pp.65-71
    • /
    • 2007
  • According to the survey, abnormal condition of the system is the main source for interrupting an elevator service, especially faults in worm gears used for the traction machine. Worm gear is popularly used in traction machine for middle and low speed elevators. Elevators need high reliability and stability, because they are closely related to human life. Usually, traction machine is applied to drive the elevators that have height about 35 m and it is an important mechanical unit for riding quality in elevators. There are some research results about types of vibration fault for worm gear in International Association Elevator Engineers (IAEE). But this study concerns with diagnosis of various faults in elevator worm gear using vibration signal. The analysis of fault characteristics is compared with previous researches in traction machine.

  • PDF

DBB를 이용한 5축 복합가공기의 오차 측정 시스템 개발에 관한 연구 (The Development of An Error Measurement System of 5-Axis Mill & Turn Machine Tool by Double Ball Bar Test)

  • 김태한;정윤교;고해주
    • 한국정밀공학회:학술대회논문집
    • /
    • 한국정밀공학회 2006년도 춘계학술대회 논문집
    • /
    • pp.243-244
    • /
    • 2006
  • In this paper, the development of an error measurement system of 5-axis mill & turn machine tool presented by double ball bar test, which has been widely used to measure the overall accuracy of machining center. and the reliability of an error measurement system of 5-axis mill & turn machine tool was secured by the direct cutting test.

  • PDF

기계 체적오차가 고려된 가공형상-거칠기 측정 OMM 시스템 (The OMM System for Machined Form and Surface Roughness Measurement Concerned with Volumetric Error)

  • 이상준;김선호;김옥현
    • 한국정밀공학회지
    • /
    • 제17권7호
    • /
    • pp.232-240
    • /
    • 2000
  • Machining information such as machined form and surface roughness accuracy is an important factor for manufacturing precise parts. To this regard, OMM(On the Machine Measurement) has been issued for last several decades to alternate with CMM. In this research, measuring system consisting of a laser probe is developed for machined form and surface roughness measurement on the machine tool. The obtained machined form accuracy is compared with reference one defined in CAD model. The measured surface roughness data is compared with measured master surface beforehand. Furthermore, using the pre-defined volumetric error map approach compensates the geometric accuracy of the machine tool. The overall performance is compared with CMM, and verified the feasibility of the measurement system.

  • PDF