• Title/Summary/Keyword: comparison accuracy

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A Performance Comparison of Backpropagation Neural Networks and Learning Vector Quantization Techniques for Sundanese Characters Recognition

  • Haviluddin;Herman Santoso Pakpahan;Dinda Izmya Nurpadillah;Hario Jati Setyadi;Arif Harjanto;Rayner Alfred
    • International Journal of Computer Science & Network Security
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    • 제24권3호
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    • pp.101-106
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    • 2024
  • This article aims to compare the accuracy of the Backpropagation Neural Network (BPNN) and Learning Vector Quantization (LVQ) approaches in recognizing Sundanese characters. Based on experiments, the level of accuracy that has been obtained by the BPNN technique is 95.23% and the LVQ technique is 66.66%. Meanwhile, the learning time that has been required by the BPNN technique is 2 minutes 45 seconds and then the LVQ method is 17 minutes 22 seconds. The results indicated that the BPNN technique was better than the LVQ technique in recognizing Sundanese characters in accuracy and learning time.

A Design of Simple and Precision Direction Finder with a Combination of an Amplitude Measurement and Phase Measurement

  • Lim Joong-Soo
    • International Journal of Contents
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    • 제1권2호
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    • pp.35-38
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    • 2005
  • This paper describes a design of simple and precision direction finder that can be adapted to shipboard or mobile vehicles used for Electronic support measure, ELINT and radio signal monitoring systems. The direction finding technology has improved with monolithic integrated circuit, linear array antennas, and interferometer. Interferometer uses the phase-comparison principle and has a good direction finding accuracy but it has an ambiguity problem. We suggest a simple ambiguity solver using phase-comparison technology with amplitude-comparison principle. The direction finding device that has been designed by the suggested method has 0.7 degree RMS error in azimuth angle and 0.6 degree RMS error in elevation angle in 0.5 - 2.0 GHz.

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자동 수직물성관측 뜰개(ARGO Float)로 얻은 수온과 염분의 정확도와 안정도 (Accuracy and Stability of Temperature and Salinity from Autonomous Profiling CTD Floats (ARGO Float))

  • 오경희;박영규;석문식
    • 한국해양학회지:바다
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    • 제9권4호
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    • pp.204-211
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    • 2004
  • 자동 수직물성관측 뜰개는 매우 유용한 해양관측장비이지만 이에 부착된 CTD의 사후 보정이 불가능하기 때문에 뜰개자료의 정확도 검증이 사후자료관리나 자료활용에 있어 중요한 문제 중 하나이다. 동해 중심층의 염분변화가 국제 Argo프로그램에서 요구하는 정확도 0.01과 유사하기 때문에 동해를 항염분수조로 취급하여 동해에 투하된 뜰개가 관측한 염분자료의 신뢰성을 세 가지 방법을 통하여 검증하였다. 각각의 방법은 1)부근 해역에서 얻은 정확도가 높은 정선 CTD자료와 뜰개자료의 비교, 2)비슷한 시각에 비슷한 해역에서 얻은 뜰개자료의 비교, 3)체류 수심에서 얻은 염분자료의 장기간에 걸친 안정도 및 정확도 검증이다. 세 방법 모두 뜰개에서 얻은 염분자료가 아무런 보정없이도 Argo프로그램이 요구하는 정확도를 만족함을 보여주었다. 동해의 심층 수온이 일정하다는 가정하에 위의 세 가지 방법을 적용하여 얻은 수온값의 정확도 0.01$^{\circ}C$는 Argo프로그램에서 요구하는 정확도의 2배 정도이다. 하지만 동해의 중층 수온은 Argo프로그램이 요구하는 정확도 이상으로 시공간적으로 변화하기 때문에, 위의 결과는 수온 자료가 부정확하다는 것을 의미하지는 않는다. 동해 중층수온의 시공간적 변화를 고려한다면 수온자료의 정확도도 Argo프로그램이 요구하는 것과 큰 차이가 없다고 할 수 있다. 따라서 이 연구에서 검증된 뜰개가 관측한 수온 염분자료 모두 특별한 보정 없이 사용할 수 있다.

탄속 측정 장비(AN/UPQ6)에 관한 연구

  • 최주호;박원우;유준
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1997년도 한국자동제어학술회의논문집; 한국전력공사 서울연수원; 17-18 Oct. 1997
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    • pp.1-3
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    • 1997
  • This paper presents a muzzle velocity measuring equipment(MVME) for the AN/UPQ6 model using doppler signals, which are generated from the difference of the transmitter signals and the receiver signals. It describes the principles of a velocity measurement, a ballistic analysis program and the accuracy of the MVME. With a comparison between the existence velocity meter and this system, the accuracy and the usefulness of this equipment is validates.

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임피던스 카디오그래피와 열희석법에 의한 심박출량의 비교 (The Comparison of Cardiac Outputs between Impedance Cardiography and Thermobilution Technique)

  • 김덕원;이웅구
    • 대한의용생체공학회:의공학회지
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    • 제9권2호
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    • pp.165-170
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    • 1988
  • The purpose of this study was to prove the accuracy of impedance cardiography by measuring cardiac outputs of patients simultaneously by thermodilution method, and impedance cardiography developed in our department. The subjects were eight patients with mitral stenosis admitted to the cathete rization laboratory in Severance Hospital. The correlation coefficient was 0.895, which is thought quite high considering the fact that accuracy of cardiac outputs of patients with valvular diseases measured by both methods was known to be low.

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Hermite 유동함수를 이용한 비압축성 유동계산에 대한 연구 (A STUDY ON INCOMPRESSIBLE FLOW COMPUTATIONS USING A HERMITE STREAM FUNCTION)

  • 김진환
    • 한국전산유체공학회:학술대회논문집
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    • 한국전산유체공학회 2006년도 추계 학술대회논문집
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    • pp.61-65
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    • 2006
  • This paper describes a recent development on the divergence free basis function based on a hermite stream function. The well-known cavity problem has been used to compare the accuracy and the convergence of the present method with those of a modified residual method known as one of the stabilized finite element methods. The comparison showed the present method performs better in the accuracy and convergence.

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Hermite 유동함수를 이용한 비압축성 유동계산 (Incompressible How Computations using a Hermite Stream Function)

  • 김진환
    • 한국해양공학회:학술대회논문집
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    • 한국해양공학회 2006년 창립20주년기념 정기학술대회 및 국제워크샵
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    • pp.411-414
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    • 2006
  • This paper describes a recent development on the divergence free basis function based on a hermite stream function. The well-known cavity problem has been used to compare the accuracy and the convergence of the present method with those of a modified residual method known as one of the stabilized finite e1ement methods. The comparison showed the present method performs better in the accuracy and convergence.

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Assessing the Precision of a Jackknife Estimator

  • 박대수
    • Management Science and Financial Engineering
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    • 제9권1호
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    • pp.4-10
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    • 2003
  • We introduce a new estimator of the uncertainty of a jackknife estimate of standard error: the jack-knife-after-jackknife (JAJ). Using Monte Carlo simulation, we assess the accuracy of the JAJ in a variety of settings defined by statistic of interest, data distribution, and sample size. For comparison, we also assess the accuracy of the jackknife-after-bootstrap (JAB) estimate of the uncertainty of a bootstrap standard error. We conclude that the JAJ provides a useful new supplement to Tukey's jackknife, and the combination of jackknife and JAJ provides a useful alternative to the combination of bootstrap and JAB.

Assessing the Precision of a Jackknife Estimator

  • Park, Daesu
    • Management Science and Financial Engineering
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    • 제9권1호
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    • pp.1-10
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    • 2003
  • We introduce a new estimator of the uncertainty of a jackknife estimate of standard error: the jack-knife-after-jackknife (JAJ). Using Monte Carlo simulation, we assess the accuracy of the JAJ in a variety of settings defined by statistic of interest, data distribution, and sample size. For comparison, we also assess the accuracy of the jackknife-after-bootstrap (JAB) estimate of the uncertainty of a bootstrap standard error. We conclude that the JAJ provides a useful new supplement to Tukey's jackknife, and the combination of jackknife and JAJ provides a useful alternative to the combination of bootstrap and JAB.

The comparison of the accuracy of temporary crowns fabricated with several 3D printers and a milling machine

  • Junsik Lee;Sungwon Ju;Jihyung Kim;Sion Hwang;Jinsoo Ahn
    • The Journal of Advanced Prosthodontics
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    • 제15권2호
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    • pp.72-79
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    • 2023
  • PURPOSE. The purpose of this in vitro study was to compare the accuracy of various 3D printers and a milling machine. MATERIALS AND METHODS. The die model was designed using CAD (Autodesk Inventor 2018 sp3). The 30 ㎛ cement space was given to the die and the ideal crown of the mandibular left first molar was designed using CAD (ExoCAD). The crowns were produced using the milling machine (Imes-icore 250i) and the 3D printers (Zenith U, Zenith D, W11) and they were divided into four groups. In all groups, the interior of each crown was scanned (Identica blue) and superimposed (Geomagic Control X) with the previously designed die. The difference between the die and the actual crown was measured at specific points. The Kruskal-Wallis test, the Mann-Whitney test, and Bonferroni's method were performed with a statistical analysis software (P < .008 in inter-group comparison P < .001 in intra-group comparison). RESULTS. In all groups, the center of the occlusal area and the anti-rotational dimple area showed significantly greater difference and the marginal area showed the smallest difference comparatively. The mean value of the difference in each area and the sum of the differences were higher in order of W11, Imes-icore 250i, Zenith D, and Zenith U. CONCLUSION. The digital light processing (DLP) method shows higher accuracy compared to the sereolithography (SLA) method using the same resin material.