• Title/Summary/Keyword: 공정 오차

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Development of machine learning prediction model for weight loss rate of chestnut (Castanea crenata) according to knife peeling process (밤의 칼날식 박피공정에 따른 머신 러닝 기반 중량감모율 예측 모델 개발)

  • Tae Hyong Kim;Ah-Na Kim;Ki Hyun Kwon
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.17 no.4
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    • pp.236-244
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    • 2024
  • A representative problem in domestic chestnut industry is the high loss of flesh due to excessive knife peeling in order to increase the peeling rate, resulting in a decrease in production efficiency. In this study, a prediction model for weight loss rate of chestnut by stage of knife peeling process was developed as undergarment study to optimize conditions of the machine. 51 control conditions of the two-stage blade peeler used in the experiment were derived and repeated three times to obtain a total of 153 data. Machine learning(ML) models including artificial neural network (ANN) and random forest (RF) were implemented to predict the weight loss rate by chestnut peel stage (after 1st peeling, 2nd peeling, and after final discharge). The performance of the models were evaluated by calculating the values of coefficient of determination (R), normalized root mean square error (nRMSE), and mean absolute error (MAE). After all peeling stages, RF model have better prediction accuracy with higher R values and low prediction error with lower nRMSE and MAE values, compared to ANN model. The final selected RF prediction model showed excellent performance with insignificant error between the experimental and predicted values. As a result, the proposed model can be useful to set optimum condition of knife peeling for the purpose of minimizing the weight loss of domestic chestnut flesh with maximizing peeling rate.

Removal of Cadmium and Manganese Ions Utilizing Astragalus uliginosus L.-Stem Biochar (황기 줄기 바이오차를 활용한 카드뮴과 망간 이온의 제거)

  • Choi, Suk Soon;Ha, Jeong Hyub;Kim, Seung-Soo
    • Applied Chemistry for Engineering
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    • v.31 no.1
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    • pp.7-12
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    • 2020
  • Astragalus uliginosus L.-stems as a by-product of oriental medicine are produced largely in a northern area of Chungbuk province. These by-products do not have any demand and thus usually discarded into the fields as a waste. In this work, a biochar was prepared from the Astragalus uliginosus L.-stem waste for recycling. The biochar was used to investigate the removal characteristics of cadmium and manganese ions dissolved in water. When adsorption equilibrium experiments were performed to treat 50 and 100 mg/L of cadmium ions, the removal efficiencies of cadmium were 100 and 95%, respectively. In addition, the maximum of adsorption amount for manganese ions in 5 h at an initial concentration of 50 and 100 mg/L was found to be as 36.1 and 37.9 mg/g, respectively. Based on the experimental results, it was found that the adsorption amount of Astragalus uliginosus L.-stem biochar for the removal of both cadmium and manganese ions was four times higher than that of the activated carbon. The surface analysis of both biochar and activated carbon samples using X-ray photoelectron spectroscopy (XPS) analysis showed that the oxygen content and O/C ratio of biochar was 2.1 and 2.4 times higher than that of the activated carbon, respectively. In order to enhance the removal capability of manganese, 50 and 100 mg/L of manganese ions were operated at different temperatures. It was observed that these equilibrium was attained in 4 h under 45 ℃ and removal efficiencies were 92 and 53%, respectively. Consequently, the experimental results can be utilized as a new removal technology for eco-friendly and economically treating cadmium and manganese ions dissolved in water.

Adaptive Control of End Milling Machine to Improve Machining Straightness (직선도 개선을 위한 엔드밀링머시인 의 적응제어)

  • 김종선;정성종;이종원
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.9 no.5
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    • pp.590-597
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    • 1985
  • A recursive geometric adaptive control method to compensate for machining straightness error in the finished surface due to tool deflection and guideway error generated by end milling process is developed. The relationship between the tool deflection and the feedrate is modeled by a modified Taylor's tool life equation. Without a priori knowledge on the variations off cutting parameters, time varying parameters are then estimated by an exponentially windowed recursive least squares method with only post-process measurements of the straightness error. The location error is controlled by shifting the milling bed in the direction perpendicular to the finished surface and adding a certain amount of feedrate with respect to the tool deflection model before cutting. The waviness error is compensated by adjusting the feedrate during machining. Experimental results show that location error is controlled within a range of fixturing error of the bed on the guideway and that about 60% reduction in the waviness error can be achieved within a few steps of parameter adaption under wide operating ranges of cutting conditions even if the parameters do not converge to fixed values.

A Direct Digital Frequency Synthesizer Using Quantization ROM And Error ROM (양자화롬과 오차롬을 사용한 직접 디지털 주파수 합성기)

  • 양병도;성기혁;김영준;김이섭
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.40 no.2
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    • pp.104-110
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    • 2003
  • A new direct digital frequency synthesizer (DDFS) is proposed. The DDFS uses a new ROM compression method that divides each ROM in the conventional DDFS into two ROMs (a quantization ROM and an error ROM). The total size of the ROMs in the proposed DDFS is significantly reduced compared to the original ROM. The ROM compression ratio of 78 is achieved for a DDFS with 12bit output data. A DDFS with 12bit output data for sine function was implemented in a 0.35${\mu}{\textrm}{m}$ CMOS technology. The power dissipation is 9.56㎽ at 100MHz with 3.3V and the maximum operating clock frequency is 330MHz.

Fatigue Crack Propagation Analysis by P-Version of Finite Element Method (P-version 유한요소법에 의한 피로균열해석)

  • 우광성;이채규
    • Computational Structural Engineering
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    • v.5 no.3
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    • pp.97-103
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    • 1992
  • Since many design problems in the railroad, aerospace and machine structures involve considerations of the effect of cyclic loading, manufacturing and quality control processes much fully account for fatigue of critical components. Due to the sensitivity of the Paris law, it is very important to calculate .DELTA.K numerically to minimize the error of predicted fatigue life in cycles. However, it is shown that the p-version of FEM based on LEFM analysis is far better suited for computing the stress intensity factors than the conventional h-version. To demonstrate the proficiency of the proposed scheme, the welded T-joint with crack problems of box car body bolster assembly and a crack problem emanating from a circular hole in finite strip have been solved.

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Design of an Electric Wheelchair Control Algorithm by Slope Recognition on uneven terrain (비평탄 지형에서의 경사 인식을 통한 전동 휠체어 제어 알고리즘 개발)

  • Kong, Jung-Shik
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.9
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    • pp.5738-5743
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    • 2014
  • This paper evaluated an electric wheelchair control algorithm by slope recognition on uneven terrain. Nowadays, the population using wheelchair has been increasing rapidly due to increases in the elderly population. On the other hand, most wheelchairs are directly controlled by the user without any device capable of securing the safety of the user. This causes difficulties in wheelchair control from the influence of gravity on the slope. This paper proposes a vehicle control algorithm that can move a wheelchair similar to moving on a plane. At that time, sensors are not used to recognize the degree of the slope. All processes were verified by simulation.

Lenticular Lens Array without Cross-Talk (3차원영상의 입체감 향상을 위해 Cross-Talk을 최소화한 렌티큘러 렌즈)

  • Kim, Tae-Kyoung;Kim, Min-Jae;Hwang, Yeon;Cha, Du-Hwan;Kim, Hye-Jeong;Kim, Jeong-Ho
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2010.06a
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    • pp.179-179
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    • 2010
  • 본 연구에서는 무안경식 3 차원 입체영상 기술에 쓰이는 렌티큘러 렌즈의 제작공정 중 오차(Error)로 작용할 수 있는 몇 가지 변수를 가정하였고 이러한 변수의 오차에 의해 좌우되는 가장 중요한 성능인자인 광학적 상호간섭 (Cross-Talk)을 최소화하도록 연구를 수행하였다. 이를 위해서 초정밀절삭가공과 UV경화법을 사용하였고 광학적 상호간섭 (Cross-Talk)에 가장 큰 영향을 주는 피치공차 (Allowance)를 ${\pm}0.5{\mu}m$내로 줄여서 3차원 입체감을 향상시킬 수 있음을 확인하였다.

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Technique of measuring optic axis off-alignment error for LCD polarizing and compensating plates by using a polarimetry (편광법을 이용한 LCD 편광판과 보상판의 광축 정렬오차 측정)

  • An Sung Hyuck;Kim Sang Jun;Kim Sang Youl
    • Korean Journal of Optics and Photonics
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    • v.15 no.6
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    • pp.527-530
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    • 2004
  • Using a polarimetry based on the rotating analyzer ellipsometer, a technique of measuring off-alignment angle between the slow-axis of the LCD (Liquid Crystal Display) polarizing plate and the transmission axis of the compensating plate attached to the polarizing plate is proposed. It is anticipated that this technique will reduce the optic axis off-alignment error coming from the process of attaching the compensating plate to the LCD polarizing plate markedly, and therefore will help maintain the quality of LCD display image uniformly.

Analysis of Synchronization Error in R2R Gravure Off-set Printing Process (R2R 그라비어 오프-셋 인쇄공정에서의 동기화 오차에 대한 분석)

  • Lee, Taik-Min;Kim, In-Young;Park, Sang-Ho;Kim, Bong-Min
    • Journal of the Korean Society for Precision Engineering
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    • v.28 no.10
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    • pp.1141-1145
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    • 2011
  • Recently, there are many issues about R2R printing technique for mass production of electronic devices. Among the various Roll-to-roll based printing techniques such as gravure, off-set, flexo and so on, "Gravure off-set printing technique" has an advantage of higher printing resolution. The printing unit of gravure off-set printing technique usually consists of plate roll, blanket roll and impressure roll whose. Linear velocities should be synchronized each other for fine pattern printing. However, roller's manufacturing error and printing variations such as pringting pressure, printing speed, roll stroke and so on actually affected their synchronization anf thus the quality of fine fattern. In this paper, we analyzed the effective of synchronization error on printing quality. Also, this paper reviews the relative motion with each roll. And, this paper studys the synchronization error about its generation problem.

Ratio-type Capacitance Measurement Circuit for femto-Farad Resolution (펨토 패럿 측정을 위한 비율형 커패시턴스 측정 회로)

  • Chung, Jae-Woong;Chung, In-Young
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.16 no.5
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    • pp.989-998
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    • 2012
  • A ratio type of capacitance measurement circuit is proposed to measure an extremely small value of the fF capacitance on this paper. This measurement circuit is formed with a switched-capacitor integrator, a comparator, and logic circuit blocks to control the switches. It converts the measured ratio value between the known value of on-chip capacitor and the unknown value of capacitor to the digital signal. The fF capacitance with minimized error can be obtained by calculating this ratio. This proposed circuit is designed with standard CMOS $0.18{\mu}m$ process, and various HSpice simulations prove that this capacitance measurement circuit is able to measure the capacitance under 5fF with less than ${\pm}0.3%$ error rate.