• Title/Summary/Keyword: optimal experimental design

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Comparison of Partial Least Squares and Support Vector Machine for the Autoignition Temperature Prediction of Organic Compounds (유기물의 자연발화점 예측을 위한 부분최소자승법과 SVM의 비교)

  • Lee, Gi-Baek
    • Journal of the Korean Institute of Gas
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    • v.16 no.1
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    • pp.26-32
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    • 2012
  • The autoignition temperature is one of the most important physical properties used to determine the flammability characteristics of chemical substances. Despite the needs of the experimental autoignition temperature data for the design of chemical plants, it is not easy to get the data. This study have built and compared partial least squares (PLS) and support vector machine (SVM) models to predict the autoignition temperatures of 503 organic compounds out of DIPPR 801. As the independent variables of the models, 59 functional groups were chosen based on the group contribution method. The prediction errors calculated from cross-validation were employed to determine the optimal parameters of two models. And, particle swarm optimization was used to get three parameters of SVM model. The PLS and SVM results of the average absolute errors for the whole data range from 58.59K and 29.11K, respectively, indicating that the predictive ability of the SVM is much superior than PLS.

Prototype Development of 3-Phase 3.3kV/220V 6kVA Modular Semiconductor Transformer (3상 3.3kV/220V 6kVA 모듈형 반도체 변압기의 프로토타입 개발)

  • Kim, Jae-Hyuk;Kim, Do-Hyun;Lee, Byung-Kwon;Han, Byung-Moon;Lee, Jun-Young;Choi, Nam-Sup
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.62 no.12
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    • pp.1678-1687
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    • 2013
  • This paper describes a prototype of 3-phase 3.3kV/220V 6kVA modular semiconductor transformer developed in the lab for feasibility study. The developed prototype is composed of three single-phase units coupled in Y-connection. Each single-phase unit with a rating of 1.9kV/127V 2kVA consists of a high-voltage high-frequency resonant AC-DC converter, a low-voltage hybrid-switching DC-DC converter, and a low-voltage hybrid-switching DC-AC converter. Also each single-phase unit has two DSP controllers to control converter operation and to acquire monitoring data. Monitoring system was developed based on LabView by using CAN communication link between the DSP controller and PC. Through various experimental analyses it was verified that the prototype operates with proper performance under normal and sag condition. The system efficiency can be improved by adopting optimal design and replacing the IGBT switch with the SiC MOSFET switch. The developed prototype confirms a possibility to build a commercial high-voltage high-power semiconductor transformer by increasing the number of series-connected converter modules in high-voltage side and improving the performance of switching element.

Parametric Study for Hole Machining in Natural Fiber Composites (천연섬유 복합재료의 홀 가공을 위한 파라메트릭 연구)

  • Lee, Dong-Woo;Oh, Jung-Suck;Song, Jung-Il
    • Composites Research
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    • v.30 no.1
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    • pp.35-40
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    • 2017
  • In this study, natural fiber composites including flax fiber reinforcement was manufactured. It was tried to find optimum design of drill and machining factor for minimizing the damage during hole machining in natural fiber composites. Taguchi optimization was used for minimizing the number of experiments and evaluation of the effect of machining factor during hole machining in natural fiber composites. The experimental results indicate that the newly designed drill distributes cutting resistance well and minimizes surface roughness and produces fine surfaces. Developed new drill has been dispersed in the cutting resistance during processing, it was possible to obtain the smooth hole surface. Also, it was found that optimal rotational speed and feed rate of drill for hole machining.

A Study on Characteristics of Series-Fed Dipole Pair Antenna with End-Aligned Strip Pair Director (종단 정렬된 스트립 쌍 도파기를 가지는 직렬 급전 다이폴 쌍 안테나의 특성 연구)

  • Yeo, Junho;Lee, Jong-Ig;Park, Jin-Taek
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.18 no.4
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    • pp.805-810
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    • 2014
  • In this paper, the characteristics of a series-fed dipole pair antenna with an end-aligned strip pair director are studied. In the proposed SDP antenna, two strip dipole antennas with different lengths and a ground reflector are connected trough a coplanar stripline. The strip pair director placed above the second dipole element are two rectangular-shaped strips and is aligned at the ends of the two arms of the second dipole. The variations on the antenna performance for different lengths and widths of the director are analyzed, and optimal design parameters for the enhancement of the bandwidth are obtained. The optimized SDP antenna is fabricated on an FR4 substrate, and the experimental results show that the antenna has a frequency band of 1.65-2.95 GHz for a VSWR < 2, which shows enhanced bandwidth compared to the conventional SDP antenna.

Development of the Dual Cyclone System for a High Efficient Vacuum Cleaner (사이클론 집진 원리를 적용한 진공청소기 개발에 관한 연구)

  • Lee, Jae-Keun;Lee, Jung-Eun;Kim, Seong-Chan;Cho, Min-Chul;Hyun, Choong-Nam;Kwack, Dong-Jin;Lim, Kyung-Suk;Lee, Sung-Hwa;Yang, Byung-Sun;Ji, Heon-Pyung;Jeong, Hoi-Kil;Park, Deog-Bae;Liu, Benjamin Y.H.
    • Proceedings of the KSME Conference
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    • 2000.04b
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    • pp.644-649
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    • 2000
  • A new cyclone system for the vacuum cleaner to collect dusts has been studied experimentally and numerically to meet the constant suction power, hygienic exhaust and a reduction of maintenance cost. The cyclone system of the vacuum cleaner consists of twin cyclones for improving dust collection efficiency. The first. cyclone catches large dust particles and the second one having two separated flows to decrease pressure drop collects small dust particles. The optimal design factors such as dust collection efficiency, pressure drop, and cut-size are investigated from the experimental results by the Taguchi method. Cyclone cleaner systems designed in this study has a good Performance taking into account the dust collection efficiency of 93% and the cut-size of $1.6{\mu}m$ in mass median diameter at the flow rate of 1 CMM. The cyclone vacuum cleaner showed the potential to be an effective method to collect dusts generated in the household.

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Optimization of Growth Medium and Fermentation Conditions for the Production of Laccase3 from Cryphonectria parasitica Using Recombinant Saccharomyces cerevisiae

  • Jeong, Yong-Seob;Sob, Kum-Kang;Lee, Ju-Hee;Kim, Jung-Mi;Chun, Gie-Taek;Chun, Jeesun;Kim, Dae-Hyuk
    • Mycobiology
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    • v.47 no.4
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    • pp.512-520
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    • 2019
  • Statistical experimental methods were used to optimize the medium for mass production of a novel laccase3 (Lac3) by recombinant Saccharomyces cerevisiae TYEGLAC3-1. The basic medium was composed of glucose, casamino acids, yeast nitrogen base without amino acids (YNB w/o AA), tryptophan, and adenine. A one-factor-at-a-time approach followed by the fractional factorial design identified galactose, glutamic acid, and ammonium sulfate, as significant carbon, nitrogen, and mineral sources, respectively. The steepest ascent method and response surface methodology (RSM) determined that the optimal medium was (g/L): galactose, 19.16; glutamic acid, 5.0; and YNB w/o AA, 10.46. In this medium, the Lac3 activity (277.04 mU/mL) was 13.5 times higher than that of the basic medium (20.50 mU/mL). The effect of temperature, pH, agitation (rpm), and aeration (vvm) was further examined in a batch fermenter. The best Lac3 activity was 1176.04 mU/mL at 25 ℃, pH 3.5, 100 rpm, and 1 vvm in batch culture.

A Sequential Indexing Method for Multidimensional Range Queries (다차원 범위 질의를 위한 순차 색인 기법)

  • Cha Guang-Ho
    • Journal of KIISE:Databases
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    • v.32 no.3
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    • pp.254-262
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    • 2005
  • This paper presents a new sequential indexing method called segment-page indexing (SP-indexing) for multidimensional range queries. The design objectives of SP-indexing are twofold:(1) improving the range query performance of multidimensional indexing methods (MIMs) and (2) providing a compromise between optimal index clustering and the full index reorganization overhead. Although more than ten years of database research has resulted in a great variety of MIMs, most efforts have focused on data-level clustering and there has been less attempt to cluster indexes. As a result, most relevant index nodes are widely scattered on a disk and many random disk accesses are required during the search. SP-indexing avoids such scattering by storing the relevant nodes contiguously in a segment that contains a sequence of contiguous disk pages and improves performance by offering sequential access within a segment. Experimental results demonstrate that SP-indexing improves query performance up to several times compared with traditional MIMs using small disk pages with respect to total elapsed time and it reduces waste of disk bandwidth due to the use of simple large pages.

A Study on Process Improvement by Incorporating the Concept of Six-Sigma into Quality Circle Activity (품질분임조와 6시그마 결합을 통한 공정개선 - 제조업 사례를 중심으로 -)

  • Kim, Jae-Hee;Doo, Hee-Yong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.8 no.3
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    • pp.673-681
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    • 2007
  • The integration of Quality Circles and Six-Sigma has gained attentions for the attainment of enhanced customer satisfaction, costs reduction, and improved business performance. The purpose of this paper is to verify the benefit from the integration of Quality Circles and Six-Sigma by applying the integrated process for an alcohol manufacturing line. In the integrated process, we used the first three steps of Six-Sigma of Define, Measure, and Analyze(D-M-A) and then applied the concept of Quality Circle, which has good performance in the Improvement and Control(I-C) process. For the selection of the theme of quality circles, Analytic Hierarch Process(AHP) is used, and we also employed the experimental design, which is designed to find an optimal operating condition. Furthermore, the results of the economic analysis confirm that the integration process would be successful in reducing the incidence of defects and the quality cost.

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Geometric Effects on Damping Characteristics of Acoustic Cavity for the Control of Combustion Instabilities (연소불안정 제어를 위한 음향공의 감쇠에 대한 형상 효과)

  • 차정필;고영성;고영성
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.34 no.6
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    • pp.59-66
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    • 2006
  • Acoustic cavity as a stabilization device to control high-frequency combustion instabilities in liquid rocket engine is adopted and its damping capacity is verified in atmospheric temperature. First, harmful resonant frequency in a modeling chamber can be damped effectively by the installation of properly-tuned acoustic cavity. Besides, geometric effects of acoustic cavity on damping characteristics are analyzed and compared quantitatively. Satisfactory agreements have been achieved with linear acoustic analysis and experimental approach. Results show that the acoustic cavity of the largest orifice area or the shortest orifice length was the most effective in acoustic damping of the harmful resonant frequency. Finally, it is proved that an optimal design process is indispensable for the effective control of combustion instabilities.

Optimization of Acetic Acid Recovery Using Tri-n-alkylphosphine Oxide from Prepulping Extract of Hemicellulose by Response Surface Methodology

  • Kim, Seong Ju;Park, Seong-Jik;Um, Byung Hwan
    • Journal of the Korean Wood Science and Technology
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    • v.44 no.4
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    • pp.477-493
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    • 2016
  • A single process using hot water (0% green liquor) and green liquor (GL) was investigated for pre-pulping extraction on two types of raw material. The GL was applied at different alkali charges of 0-5% on a dry wood weight basis. The extractions were performed at an H-factor 900 at $180^{\circ}C$. The 0% and 3% GL extraction detected acetic acid (AA) at 10.02 and $9.94g/{\ell}$, extracts derived from hardwood, 2.46 and $3.76g/{\ell}$, extracts derived from softwood, respectively. The single liquid-liquid extraction (LLE) was studied using tri-n-alkylphosphine oxide (TAPO). Response surface methodology (RSM) was employed as an efficient approach for predictive model building and optimization of AA recovery conditions. The extraction of AA was evaluated with a three-level factorial design. Three independent variables, pH (0.5-3.5), temperature ($25-65^{\circ}C$), and residence time (24-48 min) were investigated. Applying the RSM models obtained, the optimal conditions selected of extracts derived from hard- and softwood with a 3% GL were approximately pH 1.4, $26.6^{\circ}C$, 43.8 min and approximately pH 0.7, $25.2^{\circ}C$, 24.6 min, respectively. The predicted and experimental values of AA recovery yield were similar whilst sugar retention was 100%.