• Title/Summary/Keyword: Training regime

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ANFIS 기반의 유황별 조건부 댐 유입량 예측기법 개발 및 평가 (Development and evaluation of ANFIS-based conditional dam inflow prediction method using flow regime)

  • 문건호;김선호;배덕효
    • 한국수자원학회논문집
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    • 제51권7호
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    • pp.607-616
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    • 2018
  • 본 연구에서는 ANFIS 기반의 유황별 댐 예측유입량 산정 기법(Flow regime-based ANFIS Dam Inflow Prediction, FADIP)을 개발하고, 이를 단순 ANFIS 기반 댐 예측유입량 산정 기법(ANFIS Dam Inflow Prediction, ADIP)과 비교 평가하였다. 대상유역은 국내 주요 다목적댐인 충주댐 유역과 소양강댐 유역을 선정하였으며, 입력자료로 댐 유입량, 강수량, 장기기상예보 자료를 사용하였다. 모델의 훈련 및 보정기간으로 충주댐 유역은 1987~2010년, 소양강댐 유역은 1984~2010년을 선정하였다. 검정기간은 두 유역 모두 2011~2016년을 활용하였다. 훈련 및 보정결과 FADIP는 ADIP에 비해 평수기, 저수기에 훈련이 개선되는 것으로 나타났다. 검정결과 ADIP는 통계모델의 학습방법 특성상 일반적인 사상에 학습이 이루어져, 저수기에 예측성이 떨어지는 것으로 나타났다. 반면 FADIP는 ADIP에 비해 전기간의 정확도가 향상되었으며, 특히 평수기와 저수기에 예측성이 우수하였다. 따라서 FADIP는 다목적댐 이수관리에 활용성이 높을 것으로 판단된다.

Precise Void Fraction Measurement in Two-phase Flows Independent of the Flow Regime Using Gamma-ray Attenuation

  • Nazemi, E.;Feghhi, S.A.H.;Roshani, G.H.;Gholipour Peyvandi, R.;Setayeshi, S.
    • Nuclear Engineering and Technology
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    • 제48권1호
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    • pp.64-71
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    • 2016
  • Void fraction is an important parameter in the oil industry. This quantity is necessary for volume rate measurement in multiphase flows. In this study, the void fraction percentage was estimated precisely, independent of the flow regime in gas-liquid two-phase flows by using ${\gamma}-ray$ attenuation and a multilayer perceptron neural network. In all previous studies that implemented a multibeam ${\gamma}-ray$ attenuation technique to determine void fraction independent of the flow regime in two-phase flows, three or more detectors were used while in this study just two NaI detectors were used. Using fewer detectors is of advantage in industrial nuclear gauges because of reduced expense and improved simplicity. In this work, an artificial neural network is also implemented to predict the void fraction percentage independent of the flow regime. To do this, a multilayer perceptron neural network is used for developing the artificial neural network model in MATLAB. The required data for training and testing the network in three different regimes (annular, stratified, and bubbly) were obtained using an experimental setup. Using the technique developed in this work, void fraction percentages were predicted with mean relative error of <1.4%.

The Effects of Horse-riding Simulator Training with Dual-task on Pulmonary Function and Flexibility in Healthy Adults

  • Seo, Jeong Pyo;Hwang, Yoon Tae;Kwon, Jung-Won
    • The Journal of Korean Physical Therapy
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    • 제32권6호
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    • pp.383-387
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    • 2020
  • Purpose: The purpose of the present study was to investigate the effects of a simultaneous dual-task and horse-riding simulator (HRS) training regime on pulmonary function and flexibility. Methods: Sixteen subjects were recruited and randomly allocated to two groups: a dual-task (DT) (n=8) or a single-task (ST) (n=8) training group. Flexibility and pulmonary function were assessed before and after HRS training. Both groups underwent HRS training for 4 weeks, 3 times/week in 15-minute training sessions. The ST group underwent HRS training and the DT group underwent dual-task HRS training, which consisted of throwing and catching a ball and ring catching while HRS training. Results: Training significantly increased flexibility and FVC (forced vital capacity) and FEV1 (forced expiratory volume in 1 second) in both groups (p<0.05), but FEV1/FVC and PEF (peak expiratory flow) were not significantly different after training in both groups (p>0.05). After the training, flexibility and FVC in the DT group were significantly greater than in the ST group (p<0.05), but FEV1, FEV1/FVC, and PEF were not significantly different (p>0.05). Conclusion: Simultaneous dual-task and HRS motor training improved flexibility, FVC, and FEV1, and our comparative analysis suggests that dual-task HRS training improved flexibility and FVC more than single-task training.

의인(醫人) 황자후(黃子厚) 인물 연구 (A Study on the Medical Figure Hwang Ja-hu)

  • 고대원;김남일;차웅석
    • 한국의사학회지
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    • 제23권2호
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    • pp.1-13
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    • 2010
  • The early Joseon era was a period when various medical systems were established and many medical literatures were published. Hwang Ja-hu(黃子厚) was a civil minister and medical professional who worked hard for maintaining government administrative system and medical regime during the Taejong and Sejong reign. Hwang Ja-hu followed his father and made MiReukWon(彌勒院) prosperous for the homeless people around Chungcheong-do Hoedeok. Hwang Ja-hu was talented in policy development as a government official. He was also learned in medicine, thus always doubled as head of JeonUiGam(典醫監). Hwang Ja-hu reformed the irrationalities in medical regime. He legalized JeonUiGam duties such as the presenting of the medicine or the preparation of the medicine and had the doctors take charge. He also suggested training acupuncture specialists(鍼灸專門醫). Hwang Ja-hu played a leading role in spreading HyangYak(鄕藥) throughout the country and reissuing [HyangYakGuGeupBang(鄕藥救急方)] due to personal philanthropism and service. He tried to defeat illnesses by letting the common people understand the symptoms and use medicine accordingly. Also he intended [HyangYakGuGeupBang(鄕藥救急方)] which was written focused on 'easiness book'(簡易方), 'experience book'(經驗方) to be used for the common people because [HyangYakJipSungBang(鄕藥集成方)] was made up a huge volume andused for training medical professionals and for accumulating knowledge. Hwang Ja-hu pursed subdivision of medical systems and specialization of medicine but also promoted medical rights. We should continue to discover and introduce medical figures who understood medicine and improved the medical systems.

어선(漁船)과 선원(船員)의 안전(安全)에 관한 IMO의 활동(活動)과 국내적(國內的) 대책(對策) (The IMO's Recent Work and Some Domestic Countermeasure to Ensure the Safety of Fishing Vessels and Crew)

  • 최종화
    • 수산해양교육연구
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    • 제3권1호
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    • pp.44-49
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    • 1991
  • The IMO has made constant efforts for global safety control of fishing vessels operation. As the result varieties of documents, for example, the international conventions, the resolutions, the recommendations and codes were adopted by the Organization. And the Organization contributed to preparing the international standards of marine safety by persuading the member countries to ratify and enforce the documents. The author inspected the content of IMO's activities and recent movement to ensure the safety of fishing vessels and their crew, and obtained the following results in connection with domestic regime. The first is the future prospect and countermeasure against revision and effectuation of "The Torremolinos International Convention for the Safety of Fishing Vessels, 1977". The Authority of Korean Government should make preparations to receive into national legislation as a performance of liability of a party country to the Convention. Secondly, the current domestic legal system has not any serious issues on the education and training for the fishing vessels crew. It is merely necessary to establish and operate the training course for the low grade marine officers.

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패션산업 인턴십 프로그램 개발에 관한 연구 - 패션기업과 정부의 인턴십 활성화 방안을 중심으로 - (A Study on Internship Program Development for Fashion Industry - Focused on Internship Activation Method of Fashion Industry and Government-)

  • 유지헌;정상길
    • 복식문화연구
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    • 제13권5호
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    • pp.699-711
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    • 2005
  • This study was following one of 'A study on the consciousness of fashion industries internship'. The purposes of this study were to develop the internship program which focused on practical use to introduce and carry out for fashion industries, and secondly to propose some regime for government to activate fashion internship. Reference searching method and depth interviewing method were used for this study. The results were as follows : Fashion industry internship was grouped into two classes, 'on-the-job training'; educating students fields and 'talent hunting'; selecting good persons. Internship of industry-academic world was classified into two types; the one is 'credit type' which has curriculums between universities and industries and the other is 'non-credit type' which has not any credit and is operated by industry own system. This study provided the development courses of pragmatic program to perform internship systematically and it also provided the program models for guide line in fashion industries. Six grades such as ready step, introduction step, selection step, management step, evaluation step and feed-back step were proposed for the internship program development steps of fashion industries. A virtual organization, 'The Fashion Industry and Academy Association' was proposed as a policy for activating internship between universities, industries and government.

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The Effects of Circuit Weight Training Programs including Aquatic Exercises on the Body Composition and Serum Lipid Components of Women with Obesity

  • Kim, Gi-Won;Hwang, Ryong
    • The Journal of Korean Physical Therapy
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    • 제23권6호
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    • pp.61-69
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    • 2011
  • Purpose: This study investigated the changes in body composition and serum lipid composition in obese women that were caused by a 12-week circuit exercise regime including both field and aquatic activities. Methods: Subjects comprised a total of 36 women who had a BMI of more than $25kg/m^2$. The simple obesity group (n=17) had no current or past record of medical complications, whereas the group with complications (n=19) also suffered from hypertension and/or diabetes. The circuit exercise program consisted of 12 weeks of 60%HRmax exercise sessions, five days a week. Results: While changes in every variable of body composition were significant, there was no statistically significant difference in the changes in serum lipid composition variables. With the exception of BMI, the correlation between the simple/complicated groups and exercising was statistically insignificant. Conclusion: These findings suggest that while a complex circuit weight exercise program that includes aquatic exercises significantly and positively alters obese patients' body composition it does not create statistically significant changes in their serum lipid composition. It can still be concluded, however, that increasing the duration of the exercise program would be effective to influence this. Moreover, personalized exercise programs that fit the needs of the individual participants seem necessary, given that the effect of exercise on body composition and serum lipid composition was greater in patients with simple obesity than in those with complications.

Growth regime and environmental remediation of microalgae

  • Hammed, Ademola Monsur;Prajapati, Sanjeev Kumar;Simsek, Senay;Simsek, Halis
    • ALGAE
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    • 제31권3호
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    • pp.189-204
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    • 2016
  • Microalgal bioremediation of CO2, nutrients, endocrine disruptors, hydrocarbons, pesticides, and cyanide compounds have evaluated comprehensively. Microalgal mitigation of nutrients originated from municipal wastewaters, surface waters, and livestock wastewaters has shown great applicability. Algal utilization on secondary and tertiary treatment processes might provide unique and elegant solution on the removing of substances originated from various sources. Microalgae have displayed 3 growth regimes (autotrophic, heterotrophic, and mixotrophic) through which different organic and inorganic substances are being utilized for growth and production of different metabolites. There are still some technology challenges requiring innovative solutions. Strain selection investigation should be directed towards identification of algal that are extremophiles. Understanding and manipulation of metabolic pathways of algae will possible unfold solution to utilization of algae for mitigation of dissolve organic nitrogen in wastewaters.

A new formulation for strength characteristics of steel slag aggregate concrete using an artificial intelligence-based approach

  • Awoyera, Paul O.;Mansouri, Iman;Abraham, Ajith;Viloria, Amelec
    • Computers and Concrete
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    • 제27권4호
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    • pp.333-341
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    • 2021
  • Steel slag, an industrial reject from the steel rolling process, has been identified as one of the suitable, environmentally friendly materials for concrete production. Given that the coarse aggregate portion represents about 70% of concrete constituents, other economic approaches have been found in the use of alternative materials such as steel slag in concrete. Unfortunately, a standard framework for its application is still lacking. Therefore, this study proposed functional model equations for the determination of strength properties (compression and splitting tensile) of steel slag aggregate concrete (SSAC), using gene expression programming (GEP). The study, in the experimental phase, utilized steel slag as a partial replacement of crushed rock, in steps 20%, 40%, 60%, 80%, and 100%, respectively. The predictor variables included in the analysis were cement, sand, granite, steel slag, water/cement ratio, and curing regime (age). For the model development, 60-75% of the dataset was used as the training set, while the remaining data was used for testing the model. Empirical results illustrate that steel aggregate could be used up to 100% replacement of conventional aggregate, while also yielding comparable results as the latter. The GEP-based functional relations were tested statistically. The minimum absolute percentage error (MAPE), and root mean square error (RMSE) for compressive strength are 6.9 and 1.4, and 12.52 and 0.91 for the train and test datasets, respectively. With the consistency of both the training and testing datasets, the model has shown a strong capacity to predict the strength properties of SSAC. The results showed that the proposed model equations are reliably suitable for estimating SSAC strength properties. The GEP-based formula is relatively simple and useful for pre-design applications.