• Title/Summary/Keyword: Quantitative Convergence Analysis

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Design and Analysis of Refractometer Based on Bend Waveguide Structure with Air Trench for Optical Sensor Applications

  • Ryu, Jin Hwa;Lee, Woo-Jin;Lee, Bong Kuk;Do, Lee-Mi;Lee, Kang Bok;Um, Namkyoung;Baek, Kyu-Ha
    • ETRI Journal
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    • v.36 no.5
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    • pp.841-846
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    • 2014
  • This study proposes a novel optical sensor structure based on a refractometer combining a bend waveguide with an air trench. The optical sensor is a $1{\times}2$ splitter structure with a reference channel and a sensing channel. The reference channel has a straight waveguide. The sensing channel consists of a U-bend waveguide connecting four C-bends, and a trench structure to partially expose the core layer. The U-bend waveguide consists of one C-bend with the maximum optical loss and three C-bends with minimum losses. A trench provides a quantitative measurement environment and is aligned with the sidewall of the C-bend having the maximum loss. The intensity of the output power depends on the change in the refractive index of the measured material. The insertion loss of the proposed optical sensor changes from 3.7 dB to 59.1 dB when the refractive index changes from 1.3852 to 1.4452.

Removing Out - Of - Distribution Samples on Classification Task

  • Dang, Thanh-Vu;Vo, Hoang-Trong;Yu, Gwang-Hyun;Lee, Ju-Hwan;Nguyen, Huy-Toan;Kim, Jin-Young
    • Smart Media Journal
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    • v.9 no.3
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    • pp.80-89
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    • 2020
  • Out - of - distribution (OOD) samples are frequently encountered when deploying a classification model in plenty of real-world machine learning-based applications. Those samples are normally sampling far away from the training distribution, but many classifiers still assign them high reliability to belong to one of the training categories. In this study, we address the problem of removing OOD examples by estimating marginal density estimation using variational autoencoder (VAE). We also investigate other proper methods, such as temperature scaling, Gaussian discrimination analysis, and label smoothing. We use Chonnam National University (CNU) weeds dataset as the in - distribution dataset and CIFAR-10, CalTeach as the OOD datasets. Quantitative results show that the proposed framework can reject the OOD test samples with a suitable threshold.

Development of Analysis Software for Quantitative Assessment of Sarcopenia in Medical Imaging (의료영상에서 근감소증 정량평가를 위한 분석 소프트웨어 개발)

  • Kim, Seung-Jin;Jeong, Chang-Won;Kim, Tae-Hoon;Jun, Hong Yong;No, Si-Hyeong;Kim, Ji-Eon;Lee, Chung-Sub;Yoon, Kwon-Ha
    • Proceedings of the Korea Information Processing Society Conference
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    • 2019.05a
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    • pp.291-292
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    • 2019
  • 본 논문은 의료영상을 기반으로 근감소증의 정량적 평가를 위한 특화된 분석 소프트웨어에 대하여 기술한다. 특히, 제안한 분석 소프트웨어는 복부 CT영상에서 근감소증 영상분석에 중요한 인자인 근육, 피하지방 그리고 내장지방의 영역을 반자동 방식으로 세그멘테이션하여 정량화 할 수 있다. 또한 각각의 영역별 레이블링 영상을 다양한 포맷으로 생성할 수 있다. 분석 소프트웨어는 근감소증의 진단 및 정량적 평가를 정의하는 출발점이 될 것으로 기대하고 있으며, 다양한 질환에 대해 분석에 적용이 가능하다.

Multimodal Interface Based on Novel HMI UI/UX for In-Vehicle Infotainment System

  • Kim, Jinwoo;Ryu, Jae Hong;Han, Tae Man
    • ETRI Journal
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    • v.37 no.4
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    • pp.793-803
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    • 2015
  • We propose a novel HMI UI/UX for an in-vehicle infotainment system. Our proposed HMI UI comprises multimodal interfaces that allow a driver to safely and intuitively manipulate an infotainment system while driving. Our analysis of a touchscreen interface-based HMI UI/UX reveals that a driver's use of such an interface while driving can cause the driver to be seriously distracted. Our proposed HMI UI/UX is a novel manipulation mechanism for a vehicle infotainment service. It consists of several interfaces that incorporate a variety of modalities, such as speech recognition, a manipulating device, and hand gesture recognition. In addition, we provide an HMI UI framework designed to be manipulated using a simple method based on four directions and one selection motion. Extensive quantitative and qualitative in-vehicle experiments demonstrate that the proposed HMI UI/UX is an efficient mechanism through which to manipulate an infotainment system while driving.

Study on the Manufacture and Characteristics of Pitch-Based Activated Carbon Fibers Using Steam Activation (수증기 유량제어에 따른 피치계 활성탄소섬유 비표면적 특성에 대한 연구)

  • Hae-Reum Shin;Seung-Jun Yeo;Woo-Seung Noh;Man-Tae Kim
    • Journal of the Korean Society of Industry Convergence
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    • v.26 no.6_3
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    • pp.1333-1339
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    • 2023
  • To produce activated carbon fibers, the process is carried out through either physical activation method or chemical activation method. In this study, we present the results regarding the characteristics of activated carbon fibers manufactured under various conditions through the quantitative control of steam. The yield after activation indicates a decreasing trend with the increase in steam quantity and activation time. Additionally, specific surface area characteristics exhibit variations based on activation time and steam flow rate. The SEM analysis results reveal that higher steam flow rates lead to the presence of both mesopores and macropores on the surface of activated carbon fibers (ACF).

Research on the effectiveness of virtual reality technology in China's educational applications Based on 23 experimental and quasi-experimental meta-analyses (가상현실기술의 중국내 교육적 활용효과에 관한 연구 - 23개 실험과 준실험 메타분석에 기초)

  • Huang, Guan;Min, Byung-Won
    • Journal of Internet of Things and Convergence
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    • v.8 no.6
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    • pp.1-13
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    • 2022
  • The Paper Using the meta-analysis research method, first through literature retrieval to obtain 23 relevant empirical studies in China, and then using Review Manager for quantitative analysis, it is found that VR technology has a positive impact on students' overall learning effect and VR technology has a significant positive impact on all dimensions of learning effect (theoretical performance, operational performance, learning motivation, learning interest, learning attitude). There is no significant difference between the dimensions. Significant differences were found for moderating variables such as Discipline types, Teaching Length, and Teaching Method. No significant differences were found for the Academic segments and VR technology types.

The Study of the Aviation Industrial Technology Convergence through Patent analysis (특허 분석을 통한 항공산업 기술 융합성 연구)

  • Bae, Sung-Uk;Kwag, Dong-Gi;Park, Eun-Young
    • Journal of the Korea Convergence Society
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    • v.6 no.5
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    • pp.219-225
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    • 2015
  • Nowadays, technologies are changing through industrial fusion and government & corporates need to predict the flow & direction of technologies. These flow & direction can be grasped through the analysis of patent information. The patent information uses the common classification codes in the world, and it is possible for the quantitative analysis based on objective data with the time information of technical area. The methods of patent analysis analyzed the technology fusion by using citation analysis & simultaneous classification analysis. This research analyzed patent information which used as an index to measure the technical innovation in the society based on knowledge, and would like to analyze technical trends and to describe the way of improvement in the future based on the aviation industry which is the representative fusion/complex industry.

A Study on the Quantitative Evaluation Method of Small-Scale Environmental Impact Assessment

  • Dong-Myung CHO;Ju-Yeon LEE;Woo-Taeg KWON
    • Journal of Wellbeing Management and Applied Psychology
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    • v.6 no.2
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    • pp.39-46
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    • 2023
  • Purpose: The small-scale environmental impact assessment system in Korea was introduced and implemented in August 2000, but it has a problem that it cannot guarantee implementation due to the large proportion of qualitative reduction measures for each evaluation item. Therefore, when preparing a small-scale environmental impact assessment, research was conducted on how to improve the existing simple listing-type reduction measures and qualitative evaluation standards to quantitative reduction measures and evaluation standards reflecting regional characteristics. Research design, data and methodology: The small-scale environmental impact assessment system in Korea was introduced and implemented in August 2000, but it has a problem that it cannot guarantee implementation due to the large proportion of qualitative reduction measures for each evaluation item. Therefore, when preparing a small-scale environmental impact assessment, research was conducted on how to improve the existing simple listing-type reduction measures and qualitative evaluation standards to quantitative reduction measures and evaluation standards reflecting regional characteristics. Results: As a result of the analysis of qualitative and quantitative factors, the arithmetic sum of the qualitative factors of the total six projects is 160, accounting for 80% of the total number of reduction measures, and the quantitative factors are 40, accounting for 20%. Among them, the number of qualitative reduction measures reached 97.4% for animal and plant items, and more than 90% for air quality, noise and vibration, and eco-friendly resource circulation items. Conclusions: Therefore, it is necessary to avoid establishing qualitative reduction measures and set quantitative measures as the basis, but to specify the specifications, size, and installation location related to the reduction measures, and to calculate the numerical reduction efficiency.

Quantitative analysis of retained austenite in Nb added Fe-based alloy

  • Kwang Kyu Ko;Jin Ho Jang;Saurabh Tiwari;Hyo Ju Bae;Hyo Kyung Sung;Jung Gi Kim;Jae Bok Seol
    • Applied Microscopy
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    • v.52
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    • pp.5.1-5.10
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    • 2022
  • The use of Pipelines for long-distance transportation of crude oil, natural gas and similar applications is increasing and has pivotal importance in recent times. High specific strength plays a crucial role in improving transport efficiency through increased pressure and improved laying efficiency through reduced diameter and weight of line pipes. TRIP-based high-strength and high-ductility alloys comprise a mixture of ferrite, bainite, and retained austenite that provide excellent mechanical properties such as dimensional stability, fatigue strength, and impact toughness. This study performs microstructure analysis using both Nital etching and LePera etching methods. At the time of Nital etching, it is difficult to distinctly observe second phase. However, using LePera etching conditions it is possible to distinctly measure the M/A phase and ferrite matrix. The fraction measurement was done using OM and SEM images which give similar results for the average volume fraction of the phases. Although it is possible to distinguish the M/A phase from the SEM image of the sample subjected to LePera etching. However, using Nital etching is nearly impossible. Nital etching is good at specific phase analysis than LePera etching when using SEM images.

A Study on the Cost Analysis of risk facilities using e-Consequence Analysis - Focusing Steel pipe Industry (e-CA(e-Consequence Analysis)를 활용한 위험설비의 비용 분석에 관한 연구 : 강관제조업 사례를 중심으로)

  • Kwon, Hyeok Min;Hwang, Yong Woo;Lee, Ik Mo;Chun, Young Woo;Choi, Young Hun
    • Journal of the Korea Safety Management & Science
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    • v.20 no.3
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    • pp.27-36
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    • 2018
  • The steel pipe manufacturing industry deals with facilities and materials. Especially thermal facilities are close to vapor cloud explosion (VCE) and may cause secondary damage to facilities because they deal with corrosive substances such as hydrofluoric acid, sulfuric acid and acid, fire, explosion, leakage etc. It is in danger. In this study, hazard identification method was conducted using HAZOP techniques and quantitative risk analysis was conducted using e-CA, a program that supports accident impact analysis. Equipment in the influence range of ERPG - 3 was determined to be a facility requiring replacement. It was decided that neutralization is necessary using slaked lime. Based on the cost of loss, We presented the proper replacement which is the timing of the dangerous facility. As a result, It was ideal to replace the facilities with 20 years of heat treatment facilities, one year of hydrofluoric acid storage tank, 20 years of sulfuric acid storage tank, and 5 years of hydrochloric acid storage tank.