• Title/Summary/Keyword: Performance Grading

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Deep Learning-based Rail Surface Damage Evaluation (딥러닝 기반의 레일표면손상 평가)

  • Jung-Youl Choi;Jae-Min Han;Jung-Ho Kim
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.2
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    • pp.505-510
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    • 2024
  • Since rolling contact fatigue cracks can always occur on the rail surface, which is the contact surface between wheels and rails, railway rails require thorough inspection and diagnosis to thoroughly inspect the condition of the cracks and prevent breakage. Recent detailed guidelines on the performance evaluation of track facilities present the requirements for methods and procedures for track performance evaluation. However, diagnosing and grading rail surface damage mainly relies on external inspection (visual inspection), which inevitably relies on qualitative evaluation based on the subjective judgment of the inspector. Therefore, in this study, we conducted a deep learning model study for rail surface defect detection using Fast R-CNN. After building a dataset of rail surface defect images, the model was tested. The performance evaluation results of the deep learning model showed that mAP was 94.9%. Because Fast R-CNN has a high crack detection effect, it is believed that using this model can efficiently identify rail surface defects.

Development of Process-centered Performance Task For Curriculum·Instruction·Assessment Alignment based on 2015 Revised Home Economics Curriculum (교육과정, 수업, 평가의 일체화를 위한 가정과 과정 중심 수행과제 개발)

  • Lee, Gyeong Suk;Yoo, Taemyung;Yang, Ji Sun
    • Journal of Korean Home Economics Education Association
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    • v.30 no.4
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    • pp.165-185
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    • 2018
  • The purpose of the study was to show the development process of the total instructional alignment based on the 2015 revised technology home economics curriculum, and to present the detailed aspects of this task. The results of this study were as follows: First, the clarity phase of the performance established the annual evaluation plan to ensure the consistency of the achievement standard, the learning objectives and the assessment objectives through an analysis of the curriculum. Second, the development phase of the performance tasks and the grading criteria analyzed the contents area and determined the performance assessment task. The performance assessment consisted of a portfolio and project activity types, and also comprised of knowledge markets, as well as e-NIE tasks, including individual tasks and collective tasks. Third, the performance assessment and the results phase were conducted after planning the class operation according to the instructors' directions and arrangement of the schedule into block classes. Afterwards, the performance assessment tasks were revised by the teaching-learning community and class reflection on practical application. As these results demonstrate, developing performance tasks that are centered on the learner's development processes can contribute to teachers' expertise and improvement of instruction.

An Experimental Study on the Properties of Crushed Sand in Capital Region and Concrete according to the Replacement Ratio of Crushed Sand (수도권 부순모래의 품질특성 및 부순모래 대체율에 따른 콘크리트의 특성에 관한 실험적 연구)

  • Choi, Se-Jin;Jeong, Yong;Park, Chang-Soo;Oh, Bok-Jin;Yeu, Byung-Chul;Kim, Moo-Han
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2004.05a
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    • pp.51-55
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    • 2004
  • Generally, aggregate may limit the strength of concrete, and aggregate with undesirable properties including strength, shape and grading etc. cannot produce good concrete. Also, the properties of aggregate greatly affect the durability and structural performance of concrete. Recently, it has increased the using of crushed aggregate for concrete due to the exhaustion of good natural aggregate. In case of Korea, the using ratio of crushed stone occupies about 97% of whole coarse aggregate, and ratio of crushed sand occupies about 18.3% of whole fine aggregate. This is an experimental study to compare and analyze the properties of crushed sand for concrete in capital region and concrete according to the replacement ratio of crushed sand to do suitable mix design and improve the concrete quality. According to results, it was found that nearly all the properties of crushed sand satisfied with the value recommended by KS.

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Laboratory tests for studying the performance of grouted micro-fine cement

  • Aflaki, Esmael;Moodi, Faramarz
    • Computers and Concrete
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    • v.20 no.2
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    • pp.145-154
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    • 2017
  • In geological engineering, grouting with Portland cement is a common technique for ground improvement, during which micro-fine cement is applied as a slurry, such that it intrudes into soil voids and decreases soil porosity. To determine the utility and behavior of cements with different Blaine values (index of cement particle fineness) for stabilization of fine sand, non-destructive and destructive tests were employed, such as laser-ray determination of grain size distribution, and sedimentation, permeability, and compressive strength tests. The results of the experimental study demonstrated a suitable mix design for the upper and lower regions of the cement-grading curve that are important for grouting and stabilization. Increasing the fineness of the cement decreased the permeability and increased the compressive strength of grouted sand samples considerably after two weeks. Moreover, relative to finer (higher Blaine value) or coarser (lower Blaine value) cements, cement with a Blaine value of $5,100cm^2/g$ was optimal for void reduction in a grouted soil mass. Overall, study results indicate that cement with an optimum Blaine value can be used to satisfy the designed geotechnical criteria.

A Study on the Eco-friendly Evaluation of Traditional Hanok - Based on the G-SEED 2016 Certification Criteria - (전통한옥의 친환경성 평가에 관한 연구 - G-SEED 2016의 평가기준에 근거하여 -)

  • Kim, Hak-Rae
    • Journal of the Korean Institute of Rural Architecture
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    • v.20 no.4
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    • pp.77-84
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    • 2018
  • The purpose of this study is to certify the eco-friendly elements of traditional Hanok based on the G-SEED 2016 Criteria. For this study, estimating the eco-friendly elements of the two traditional Hanok - Myeong Jae's old house and General Lee Sam's old house - based on the G-SEED 2016 Criteria. The results were as follows: Each of the two traditional Hanok can get the sufficient points for grading at G-SEED 2016, but the two required criteria are not be able to get the points; energy performance such as heat storage of traditional mud wall and water saving equipments. On the other hand using eco-friendly materials in traditional Hanok are satisfied with the Material category. Also using rainwater and underwater through garden and pond in traditional Hanok are satisfied with the Ecological environment category. But lots of the other eco-friendly elements of traditional Hanok can not be estimated by G-SEED 2016 Criteria. Modern Hanok will be able to obtain G-SEED 2016 certification when using the valid eco-friendly elements of traditional Hanok and applies new technologies such as water saving equipments.

Development of Automated Surface Inspection System using the Computer V (컴퓨터 비젼을 이용한 표면결함검사장치 개발)

  • Lee, Jong-Hak;Jung, Jin-Yang
    • Proceedings of the KIEE Conference
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    • 1999.07b
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    • pp.668-670
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    • 1999
  • We have developed a automatic surface inspection system for cold Rolled strips in steel making process for several years. We have experienced the various kinds of surface inspection systems, including linear CCD camera type and the laser type inspection system which was installed in cold rolled strips production lines. But, we did not satisfied with these inspection systems owing to insufficient detection and classification rate, real time processing performance and limited line speed of real production lines. In order to increase detection and computing power, we have used the Dark Field illumination with Infra_Red LED, Bright Field illumination with Xenon Lamp, Parallel Computing Processor with Area typed CCD camera and full software based image processing technique for the ease up_grading and maintenance. In this paper, we introduced the automatic inspection system and real time image processing technique using the Object Detection, Defect Detection, Classification algorithms. As a result of experiment, under the situation of the high speed processed line(max 1000 meter per minute) defect detection is above 90% for all occurred defects in real line, defect name classification rate is about 80% for most frequently occurred 8 defect, and defect grade classification rate is 84% for name classified defect.

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Automatic Grading System for Subjective Questions Through Analyzing Question Type (질의문 유형 분석을 통한 서답형 자동 채점 시스템)

  • Kang, Won-Seog
    • The Journal of the Korea Contents Association
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    • v.11 no.2
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    • pp.13-21
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    • 2011
  • It is not easy to develop the system as the subjective-type evaluation has the difficulty in natural language processing. This thesis designs and implements the automatic evaluation system with natural language processing technique. To solve the degradation of general evaluation system, we define the question type and improve the performance of evaluation through the adaptive process for each question type. To evaluate the system, we analyze the correlation between human evaluation and term-based evaluation, and between human evaluation and this system evaluation. We got the better result than term-based evaluation. It needs to expand the question type and improve the adaptive processing technique for each type.

Automatic Extraction and Measurement of Visual Features of Mushroom (Lentinus edodes L.) (표고 외관 특징점의 자동 추출 및 측정)

  • Hwang, Heon;Lee, Yong-Guk
    • Journal of Bio-Environment Control
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    • v.1 no.1
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    • pp.37-51
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    • 1992
  • Quantizing and extracting visual features of mushroom(Lentinus edodes L.) are crucial to the sorting and grading automation, the growth state measurement, and the dried performance indexing. A computer image processing system was utilized for the extraction and measurement of visual features of front and back sides of the mushroom. The image processing system is composed of the IBM PC compatible 386DK, ITEX PCVISION Plus frame grabber, B/W CCD camera, VGA color graphic monitor, and image output RGB monitor. In this paper, an automatic thresholding algorithm was developed to yield the segmented binary image representing skin states of the front and back sides. An eight directional Freeman's chain coding was modified to solve the edge disconnectivity by gradually expanding the mask size of 3$\times$3 to 9$\times$9. A real scaled geometric quantity of the object was directly extracted from the 8-directional chain element. The external shape of the mushroom was analyzed and converted to the quantitative feature patterns. Efficient algorithms for the extraction of the selected feature patterns and the recognition of the front and back side were developed. The developed algorithms were coded in a menu driven way using MS_C language Ver.6.0, PC VISION PLUS library fuctions, and VGA graphic functions.

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Development of the Flexible Observation System for a Virtual Reality Excavator Using the Head Tracking System (헤드 트래킹 시스템을 이용한 가상 굴삭기의 편의 관측 시스템 개발)

  • Le, Q.H.;Jeong, Y.M.;Nguyen, C.T.;Yang, S.Y.
    • Journal of Drive and Control
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    • v.12 no.2
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    • pp.27-33
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    • 2015
  • Excavators are versatile earthmoving equipment that are used in civil engineering, hydraulic engineering, grading and landscaping, pipeline construction and mining. Effective operator training is essential to ensure safe and efficient operating of the machine. The virtual reality excavator based on simulation using conventional large size monitors is limited by the inability to provide a realistic real world training experience. We proposed a flexible observation method with a head tracking system to improve user feeling and sensation when operating a virtual reality excavator. First, an excavation simulator is designed by combining an excavator SimMechanics model and the virtual world. Second, a head mounted display (HMD) device is presented to replace the cumbersome large screens. Moreover, an Inertial Measurement Unit (IMU) sensor is mounted to the HMD for tracking the movement of the operator's head. These signals consequently change the virtual viewpoint of the virtual reality excavator. Simulation results were used to analyze the performance of the proposed system.

A Study on particle crushing of rock-fill material (록필댐 축조재료의 입자파쇄에 대한 연구)

  • Im, Eun-Sang;Snin, Dong-Hoon;Kim, Jea-Hong;Kim, Kwang-Il
    • Proceedings of the Korean Geotechical Society Conference
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    • 2009.09a
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    • pp.1025-1028
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    • 2009
  • Earth and rock fill dam is our typical dam because of their inherent flexibility and adaptability to various fundation conditions. In order to secure structural safety, rockfill materials are used angular particles obtained by blasting parent rock or rounded particles collected from river beds. Concrete-faces rockfill dams(CFRD) and Concrete-faces gravelfill dams(CFGD) have become popular in the last 20 years as s result of their good performance and low cost compared with the rockfill dam. These Dams are also constructed by the materials. A key factor in the design of the dams is the deformations induced during construction and upon reservoir filling. These can be predicted using the stress-strain and strength properties can be adequately define. However the stress-strain properties of rockfill are difficult to determine because the properties are affected by such factors as particle grading, size and shape of particles, stress conditions, and particle crushing. In our study, testing of the behavior of the rockfill materials are essential prerequisites to the realistic analysis and design of the CFGD. This paper deals with laboratory testing of particle crushing among the study.

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