• 제목/요약/키워드: testing machine

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Machine Learning Frameworks for Automated Software Testing Tools : A Study

  • Kim, Jungho;Ryu, Joung Woo;Shin, Hyun-Jeong;Song, Jin-Hee
    • International Journal of Contents
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    • 제13권1호
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    • pp.38-44
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    • 2017
  • Increased use of software and complexity of software functions, as well as shortened software quality evaluation periods, have increased the importance and necessity for automation of software testing. Automating software testing by using machine learning not only minimizes errors in manual testing, but also allows a speedier evaluation. Research on machine learning in automated software testing has so far focused on solving special problems with algorithms, leading to difficulties for the software developers and testers, in applying machine learning to software testing automation. This paper, proposes a new machine learning framework for software testing automation through related studies. To maximize the performance of software testing, we analyzed and categorized the machine learning algorithms applicable to each software test phase, including the diverse data that can be used in the algorithms. We believe that our framework allows software developers or testers to choose a machine learning algorithm suitable for their purpose.

기계적 강도를 고려한 초고속 선형동기전동기 회전형 시험기 설계 (Design of High-Speed LSM Rotary Type Testing Machine in Consideration of Mechanical Strength)

  • 설현수;박응석;이주;박찬배
    • 전기학회논문지
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    • 제64권5호
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    • pp.824-829
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    • 2015
  • The rotary type testing machine undergoes mechanical stress as an external force is applied. In case of the rotary type testing machine, even a tiny flaw results in a fatal demage because the size of the machine is huge. Therefore, when designing the rotary type testing machine, it is necessary to secure a safety factor with the mechanical stress analysis in order to prevent the machine from being destroyed due to scattering or transformation of rotating field. This thesis proposes a LSM rotary type tesitng machine which rotates at the speed of up to 600km/h. And the mechanical stress is considered in order that the safety factor remains above 1.5 at the maximum speed. In addition, because normal force as well as thrust occurs in the machine, the normal force exerted was considered through the strength analysis. Finally, a design plan which enables to weaken the normal force affecting the rotary type testing machine is introduced and its validity is proved by the results of FEM analysis.

차체용 부재의 동적 인장 특성 및 충돌 특성 평가를 위한 시험장비 개발 (Testing Equipments for the Evaluation of Dynamic Tensile characteristics and the Crashworthiness of Auto-body Members)

  • 허훈;김석봉
    • 한국소성가공학회:학술대회논문집
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    • 한국소성가공학회 2007년도 추계학술대회 논문집
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    • pp.21-24
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    • 2007
  • This paper deals with introduction of testing equipments for the evaluation of dynamic tensile characteristics of auto-body steel sheets and the crashworthiness of auto-body members. The servo-hydraulic high speed material testing machine was developed for tensile tests at the intermediate strain rate to obtain the tensile material properties at the strain rate under 500/sec. The split Hopkinson bar apparatus using the elastic wave was developed for dynamic material characteristics at the high strain rate ranged from 1,000 to 10,000/sec. The servo-hydraulic high speed crash testing machine is the equipment for the evaluation of the collapse load and crashworthiness of auto-body members. High speed carrying truck crashes to specimen with the maximum velocity of 17 m/sec.

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Parameterization of the Company's Business Model for Machine Learning-Based Marketing Stress Testing

  • Menkova, Krystyna;Zozulov, Oleksandr
    • International Journal of Computer Science & Network Security
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    • 제22권2호
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    • pp.318-326
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    • 2022
  • Marketing stress testing is a new method of identifying the company's strengths and weaknesses in a turbulent environment. Technically, this is a complex procedure, so it involves artificial intelligence and machine learning. The main problem is currently the development of methodological approaches to the development of the company's digital model, which will provide a framework for machine learning. The aim of the study was to identify and develop an author's approach to the parameterization of the company's business processes for machine learning-based marketing stress testing. This aim provided the company's activities to be considered as a set of elements (business processes, products) and factors that affect them (marketing environment). The article proposes an author's approach to the parameterization of the company's business processes for machine learning-based marketing stress testing. The proposed approach includes four main elements that are subject to parameterization: elements of the company's internal environment, factors of the marketing environment, the company' core competency and factors impacting the company. Matrices for evaluating the results of the work of expert groups to determine the degree of influence of the marketing environment factors were developed. It is proposed to distinguish between mega-level, macro-level, meso-level and micro-level factors depending on the degree of impact on the company. The methodological limitation of the study is that it involves the modelling method as the only one possible at this stage of the study. The implementation limitation is that the proposed approach can only be used if the company plans to use machine learning for marketing stress testing.

피로시험용 프로그램 개발에 관한 연구 (A Study on the Program Development of Fatigue Test)

  • 이종선
    • 한국공작기계학회:학술대회논문집
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    • 한국공작기계학회 1999년도 추계학술대회 논문집 - 한국공작기계학회
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    • pp.275-280
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    • 1999
  • This study is object to program development of fatigue test for universal testing machine. Fatigue program is consist of test simulation, data analysis and print report by control fatigue testing program which expansively applies tension-compression tests with using oil pressure mechanism by Visual Basic software running under windows 98.

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Experimental characterization of a smart material via DIC

  • Casciati, Sara;Bortoluzzi, Daniele;Faravelli, Lucia;Rosadini, Luca
    • Smart Structures and Systems
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    • 제30권3호
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    • pp.255-261
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    • 2022
  • When no extensometer is available in a generic tensile-compression test carried out by a universal testing machine (for instance the model BIONIX from Material Testing Systems (MTS)), the test results only provide the relative displacement between the machine grips. The test does not provide any information on the local behaviour of the material. This contribution presents the potential of an application of Digital Image Correlation (DIC) toward the reconstruction of the behaviour along the specimen. In particular, the authors test a Ni-Ti shape memory alloys (SMA) specimen with emphasis on the coupling of the two measurement techniques.

경량화용 복합재 튜브의 적층구성이 흡수에너지 특성에 미치는 영향 (Influence of Stacking Sequence Conditions the Absorbed Energy Characteristics of Composite Tubes)

  • 김영남;김지훈;양인영
    • 한국정밀공학회지
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    • 제18권11호
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    • pp.34-41
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    • 2001
  • This study is to investigate the energy absorption characteristics of CFRP(Carbon-Fiber Reinforced Plastics) tubes on static and dynamic tests. Axial static compression tests have been carried out using the static testing machine(Shin-gang buckling testing machine) and dynamic compression tests have been utilized using an vertical crushing testing machine. When such tubes are subjected to crushing loads, the response is complex and depends on the interaction between the different mechanisms that could control the crushing process. The collapse characteristics and energy absorption have been examined for various tubes. Energy absorption of the tubes are increased as changes in the lay-up which may increase the modulus of tubes. The results have been varied significantly as a function of ply orientation and interlaminar number.

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코드 커버리지를 높이기 위한 상태 머신 변환 방법 (Transformation Method for a State Machine to Increase Code Coverage)

  • 윤영동;최현재;채흥석
    • 정보과학회 논문지
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    • 제43권9호
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    • pp.953-962
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    • 2016
  • 모델 기반 테스팅은 시스템의 행위를 표현하는 모델을 시스템 명세로 활용하여 테스트를 수행하는 기술이다. 자동차, 국방/항공, 의료, 철도, 원자력과 같은 산업 도메인에서는 소프트웨어의 품질 향상을 위해 모델 기반 테스팅과 코드 커버리지 기반 테스팅을 요구하고 있다. 모델 기반 테스팅과 코드 커버리지 기반 테스팅이 모두 요구됨에도 모델과 소스 코드 간의 추상화 수준 차이로 인해 모델 기반 테스팅만으로 높은 코드 커버리지를 달성하는 것이 어려워 모델 기반 테스팅과 코드 커버리지 기반 테스팅이 별도로 수행되어져 왔다. 본 연구에서는 기존의 모델 기반 테스팅의 한계점을 개선하기 위하여 모델 기반 테스팅에서 테스트 모델로서 이용되는 대표적인 모델링 방법 중 하나인 프로토콜 상태 머신을 테스트 모델로서 이용하여 효과적으로 코드 커버리지를 향상시키는 상태 머신 변환 방법을 제안한다. 또한 본 연구에서는 두 시스템을 대상으로 한 사례 연구를 수행하여 제안 방법의 효과성을 분석하였다.

CORRECTION TECHNIQUES OF MASS-LOADING EFFECTS OF TRANSDUCERS IN MODAL TESTING

  • Guoyi Ji;Chung, Won-Jee;Lee, Choon-Man;Park, Dong-Keun
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2004년도 춘계학술대회 논문요약집
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    • pp.188-188
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    • 2004
  • Modal testing and analysis is a primary tool for obtaining reliable models to represent the dynamics of structures. When a structure is tested in order to collect measured data in modal testing, we usually use attached accelerometers to pick up the response data. Change in modal parameters due to the mass of transducers in modal testing is a well-known problem. The disadvantages are the shift of measured modal frequencies and the change of modal shapes, which can cause inaccurate results in further analysis. Modal analysis methods in frequency domain are based on a set of measured frequency response functions(FRF).(omitted)

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