• 제목/요약/키워드: Comparison result

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A Study on Algorithm Selection and Comparison for Improving the Performance of an Artificial Intelligence Product Recognition Automatic Payment System

  • Kim, Heeyoung;Kim, Dongmin;Ryu, Gihwan;Hong, Hotak
    • International Journal of Advanced Culture Technology
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    • 제10권1호
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    • pp.230-235
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    • 2022
  • This study is to select an optimal object detection algorithm for designing a self-checkout counter to improve the inconvenience of payment systems for products without existing barcodes. To this end, a performance comparison analysis of YOLO v2, Tiny YOLO v2, and the latest YOLO v5 among deep learning-based object detection algorithms was performed to derive results. In this paper, performance comparison was conducted by forming learning data as an example of 'donut' in a bakery store, and the performance result of YOLO v5 was the highest at 96.9% of mAP. Therefore, YOLO v5 was selected as the artificial intelligence object detection algorithm to be applied in this paper. As a result of performance analysis, when the optimal threshold was set for each donut, the precision and reproduction rate of all donuts exceeded 0.85, and the majority of donuts showed excellent recognition performance of 0.90 or more. We expect that the results of this paper will be helpful as the fundamental data for the development of an automatic payment system using AI self-service technology that is highly usable in the non-face-to-face era.

일부 지역아동센터 구강건강증진 프로그램 운영 횟수에 따른 효과 비교 연구 (The comparison of effect in oral health education frequency for elementary school students from a part of community child center)

  • 김희경;배수명;신선정;류다영;손정희;엄미란;신보미;이민선;김은주;최용금
    • 한국치위생학회지
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    • 제11권5호
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    • pp.759-771
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    • 2011
  • Objectives : The aim of study is the comparison of effect in oral health education frequency and contents for elementary school students from a part of community child center to run and suggest a practical and effective oral health promotion program for local community child center. Methods : The program has been running for 4 trials in G district in Seoul and 2 trials has been conducted in S city in Gyung gi province. The comparison was done in independent samples test of awareness, knowledge and behavior of children of community child center in both G district and S City and paired t-test was conducted before and after oral health promotion program to find out those same 3 items. Results : As a result, after the comparison of plaque control score of Oral health promotion program frequency, significantly better result was show in 4 trial program with 55.3 score(p<0.05), No significant result of plaque control score was shown in 2 trail program(p>0.05). Conclusions : As a result of the Oral Health Promotion program which has been conducted in 2 different session type, knowledge, awareness and behaviour has been changed, however, There were no significant difference between Oral health education frequency of those two different program. Also with the result of Plaque control score of those two programs were not satisfying level. Therefore, in conclusion, the management and operation of the Oral Health Promotion program is needed and it must be based on health promotion which it would change the behavior and attitude of the children.

A Comparison Study Between Navier-Stokes Equation and Reynolds Equation in Lubricating Flow Regime

  • Song, Dong-Joo;Seo, Duck-Kyo;William W. Schultz
    • Journal of Mechanical Science and Technology
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    • 제17권4호
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    • pp.599-605
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    • 2003
  • For practical calculations, the Reynolds equation is frequently used to analyze the lubricating flow. The full Navier-Stokes Equations are used to find validity limits of Reynolds equation in a lubricating flow regime by result comparison. As the amplitude of wavy upper wall increased at a given average channel height, the difference between Navier-Stokes and lubrication theory decreased slightly : however, as the minimum distance in channel throat increased, the differences in the maximum pressure between Navier-Stokes and lubrication theory became large.

씨마진 산정법의 개선에 관한 연구(I) (An Improved Method for Determining Sea Margin (I))

  • 권영중
    • 한국해양공학회지
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    • 제18권3호
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    • pp.40-43
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    • 2004
  • A rational method is presented for estimating the power increase of a ship at sea. A probabilistic approach is applied to determine the weather condition at sea, A comparison is made between some full-scale data and the result of Swift's method. A comparison is also made to find differences among the results of eight kind methods for the wind added resistance of a VLCC in head wind. The mean difference between the results is 7%, in general, for a given relative wind speed.

IS-95 시스템과 3GPP 시스템에서의 소프트 핸드오버의 성능 비교 (Performance Comparison of Soft Handover in IS-95 System and 3GPP System)

  • 이상천;이진오;조준만;오태원
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2001년도 하계종합학술대회 논문집(1)
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    • pp.293-296
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    • 2001
  • In this paper, we investigate two soft handover algorithms used in the different mobile communication system. These different systems are IS-95 system and 3GPP system. The performances of two different soft handover are compared under similar conditions in terms of propagation, environment and mobility behavior. For performance comparison of soft handover, we model cell environment, radio channel and mobility. With these models the computer simulation are performed and the result of computer simulation are reported.

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전력용 반도체의 전도손실 분석을 통한 Three-Level 컨버터와 Full-Bridge 컨버터의 손실모델 및 특성비교에 관한 연구 (A Study on the loss Model and Characteristic Comparison of Three-Level Converter and Full-Bridge Converter through the Conduction loss Analysis of Power devices)

  • 배진용;김용;권순도;이은영
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2004년도 춘계학술대회 논문집 전기기기 및 에너지변환시스템부문
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    • pp.122-125
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    • 2004
  • This paper presents the loss analysis comparison for Three-Level Converter and Full-Bridge converter. The result of the analysis is verified with 2.5kW prototype.

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집중 및 분포정수 선로에 의한 진공차단기의 과도전압해석 비교 (Comparison of Transient Voltage Analysis of VCB using Lumped and Distribution Line Parameter)

  • 김종겸;이은웅;조현길
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1995년도 추계학술대회 논문집 학회본부
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    • pp.27-29
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    • 1995
  • In this study, we analyzed the transient overvoltage using comparison of lumped and distribution line parameter and compared the results. It is certificated that analysing method is given the same result.

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UPS용 인버터의 LC필터 출력 전압제어를 위한 디지털 제어기 설계 (Design of Digital Controller for Output Voltage Control of LC Filter in 3-Phase UPS)

  • 조준석;이승요;최규하;목형수;신우석;한석우
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 1998년도 전력전자학술대회 논문집
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    • pp.75-80
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    • 1998
  • This paper presents an observer filter algorithm to estimated the load currents in the output voltage control of 3-phase uninterruptible power supply with deadbeat controller. As the result of the proposed algorithm, the sensors to measure the load currents is not required. The comparison of output voltage controls according to the methods of measuring the load currents is also presented in this paper. The results of comparison are shown by the simulation.

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부실기업예측모형의 판별력 비교 (A Comparison of the Discrimination of Business Failure Prediction Models)

  • 최태성;김형기;김성호
    • 한국경영과학회지
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    • 제27권2호
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    • pp.1-13
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    • 2002
  • In this paper, we compares the business failure prediction accuracy among Linear Programming Discriminant Analysis(LPDA) model, Multivariate Discriminant Analysis (MDA) model and logit analysis model. The Data for 417 companies analyzed were gathered from KIS-FAS Published by Korea Information Service in 1999. The result of comparison for four time horizons shows that LPDA Is advantageous in prediction accuracy over the other two models when over all tilt ratio and business failure accuracy are considered simultaneously.

연속주조 몰드의 구조해석 비교 (Structural Analysis Comparison of Continuous Casting Mold)

  • 원종진;이종선;홍석주;이현곤
    • 한국공작기계학회:학술대회논문집
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    • 한국공작기계학회 2000년도 추계학술대회논문집 - 한국공작기계학회
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    • pp.181-187
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    • 2000
  • This study is object to structural analysis comparison of continuous casting mold. A two-dimensional finite element model was developed to compute the temperature distribution, thermal stress and thermal strain behavior for continuous casting mold. For structural analysis using thermal analysis result from ANSYS. In other to structural analysis of continuous casting mold, many variables such as casting speed, cooling condition, film coefficient, convection and load condition are considered.

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