• 제목/요약/키워드: Thermal Network

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가우시안 프로세스 회귀를 통한 열 성장 계수 기반의 어류 성장 예측 모델 (TGC-based Fish Growth Estimation Model using Gaussian Process Regression Approach)

  • 성주형;조성윤;정다은;김종원;박정환;권기원;고영명
    • 인터넷정보학회논문지
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    • 제24권1호
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    • pp.61-69
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    • 2023
  • 최근 수산 자원의 고갈에 따른 육상 양식장에서의 '기르는 어업'에 의한 생산성 향상에 대한 기대가 크게 고조되고 있다. 육상 양식장의 경우, 해상 환경과 달리 환경 및 양성 요소에 대한 제어와 관리가 용이하며, 출하 계획에 따른 생산량 조정이 가능한 이점이 있다. 반면, 자연 환경에서와 달리 어류 성장을 위한 인위적인 관리가 필요하기 때문에 운영에 따른 비용이 크게 증가할 수 있는 단점이 있다. 따라서, 계획된 목표 출하량에 맞추어 효율적으로 양식장을 운영함으로써 이윤 극대화를 추구할 수 있다. 이러한 효율적인 양식장 운영 및 어류 양성을 위해서는 대상 어종에 따른 정확한 성장 예측 모델이 반드시 요구된다. 현재까지 대부분의 성장 예측 모델은 양식장 수집 데이터를 활용하여 통계적 분석 기반의 수치 해석적인 결과들이 주를 이룬다. 본 논문에서는 기존의 통계적 관점에 의한 성장 예측 모델이 가질 수 있는 데이터 확보의 어려움 및 낮은 정확도에 대한 정량적 수치를 제공하기 어려운 단점을 극복하기 위해 확률적 관점에서의 성장 예측 모델을 제시한다. 확률적 접근을 위하여 양성에 가장 중요한 요소인 수온을 기반으로 한 가우시안 프로세스 회귀 방식을 도입하여 모델링을 수행한다. 이를 통해, 특정 시점에서의 성장 예측값에 대한 평균치와 해당 값에 대한 신뢰구간을 동시에 제공함으로써 보다 효율적인 양식장 운영을 위한 참고 수치를 제공할 수 있을 것으로 기대한다.

클라우드 기반 3D 프린팅 활용 생산 시스템 통합 연구 (A Study on Manufacturing System Integration with a 3D printer based on the Cloud Network)

  • 김지언;;;;김다혜;성지현;이재욱
    • 한국기계가공학회지
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    • 제14권3호
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    • pp.15-20
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    • 2015
  • After the US government declared 3D printing technology a next-generation manufacturing technology, there have been many practical studies conducted to expand 3D printing technology to manufacturing technologies, called AMERICA MAKES. In particular, the Keck Center, located at the University of Texas at El Paso, has studied techniques for easily combing the 3D stacking process with space mobility and expanded these techniques to simultaneous staking techniques for multiple materials. Additionally, it developed convergence manufacturing techniques, such as direct inking techniques, in order to produce a module structure that combines electronic circuits and components, such as CUBESET. However, in these studies, it is impossible to develop a unified system using traditional independent through simple sequencing connections. This is because there are many problems in the integration between the stacking modeling of 3D printers and post-machining, such as thermal deformations, the precision accuracy of 3D printers, and independently driven coordinate problems among process systems. Therefore, in this paper, the integration method is suggested, which combines these 3D printers and subsequent machining process systems through an Internet-based cloud. Additionally, the sequential integrated system of a 3D printer, an NC milling machine, machine vision, and direct inking are realized.

Windows CE 환경에서 모바일 프로세서의 성능 측정 및 전력 모니터링 시스템 구현 (Implementation of Performance Measurement and Power Monitoring System for Mobile Processor on Windows CE Environment)

  • 전병찬;심재원;홍유식;이상정
    • 한국인터넷방송통신학회논문지
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    • 제8권5호
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    • pp.137-147
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    • 2008
  • 최근에 및 온도관리는 현대 컴퓨터 시스템의 주요 관심사로 대두되고 있다. 에너지의 효율성은 모바일과 임베디드 시스템의 중요한 특성이다. 최근의 고성능 모바일 프로세서의 에너지 요구 증가와 짧은 배터리 수명, 발열로 인한 에너지 손실 등으로 인한 전력소모 때문에 전력과 에너지 소모를 줄이기 위한 많은 연구가 진행되고 있다. 본 논문은 성능 카운터를 이용하여 Intel XScale 마이크로아키텍춰 기반인 Marvell PXA320 프로세서에 대한 주파수/전압 변경과 성능 모니터링을 구현하였다. 또한, Windows CE 운영체제 환경의 응용프로그램에 대하여 DVFS 구성에 따른 각각의 벤치마크로 측정하고, 성능 이벤트에 따른 성능 카운터 값을 측정하고, 성능 카운터 값을 CPU의 전압과 전류와 동기화된 데이터를 랩뷰로 사용하여 측정하였다. 또한, 성능 모니터링으로 측정한 데이터를 기반으로 전력관리 기법을 위한 스케쥴링이 가능하고, 측정한 전압과 전류로 실제 전력 소모량 파악이 가능하였다.

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Improving Power Conversion Efficiency and Long-term Stability Using a Multifunctional Network Polymer Membrane Electrolyte; A Novel Quasi-solid State Dye-sensitized Solar Cell

  • 강경호;권영수;송인영;박성해;박태호
    • 한국진공학회:학술대회논문집
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    • 한국진공학회 2014년도 제46회 동계 정기학술대회 초록집
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    • pp.484.2-484.2
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    • 2014
  • There are many efforts to improving the power conversion efficiencies (PCEs) of dye-sensitized solar cells (DSCs). Although DSCs have a low production cost, their low PCE and low thermal stability have limited commercial applications. This study describes the preparation of a novel multifunctional polymer gel electrolyte in which a cross-linking polymerization reaction is used to encapsulate $TiO_2$ nanoparticles toward improving the power conversion efficiency and long-term stability of a quasi-solid state DSC. A series of liquid junction dye-sensitized solar cells (DSCs) was fabricated based on polymer membrane encapsulated dye-sensitized $TiO_2$ nanoparticles, prepared using a surface-induced cross-linking polymerization reaction, to investigate the dependence of the solar cell performance on the encapsulating membrane layer thickness. The ion conductivity decreased as the membrane thickness increased; however, the long term-stability of the devices improved with increasing membrane thickness. Nanoparticles encapsulated in a thick membrane (ca. 37 nm), obtained using a 90 min polymerization time, exhibited excellent pore filling among $TiO_2$ particles. This nanoparticle layer was used to fabricate a thin-layered, quasi-solid state DSC. The thick membrane prevented short-circuit paths from forming between the counter and the $TiO_2$ electrode, thereby reducing the minimum necessary electrode separation distance. The quasi-solid state DSC yielded a high power conversion efficiency (7.6/8.1%) and excellent stability during heating at $65^{\circ}C$ over 30 days. These performance characteristics were superior to those obtained from a conventional DSC (7.5/3.5%) prepared using a $TiO_2$ active layer with the same thickness. The reduced electrode separation distance shortened the charge transport pathways, which compensated for the reduced ion conductivity in the polymer gel electrolyte. Excellent pore filling on the $TiO_2$ particles minimized the exposure of the dye to the liquid and reduced dye detachment.

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Development of Buckwheat Bread: 3. Effects of the Thermal Process of Dough making on Baking Properties

  • Kim, Chang-Soon;Lee, Seung-A;Kim, Hyuk-Il
    • Preventive Nutrition and Food Science
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    • 제4권1호
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    • pp.6-13
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    • 1999
  • The quality of the buckwheat bread made with previously heated ($55^{\circ}C$) and cooled buckwheat flour 0dough with the addition of ascorbic acid(AA) or/and sodium stearoyl lactylate(SSL) was evaluated . With heat treatemtn , handling property of dough and grain of the bread crumb were markedly improved and stickiness of the dough decreased . The optimum resting time to produce the best loaf volume and grain was found to be 3hr for both unheated and heated doughs. Heat treated dough showed higher dough expansion rate during fermentation than unheated dough, even though heated dough had lower loaf volume, probably because of an improper oven spring. Increase in shortening of dough formula from 3% to 5% improved loaf volume without improvement of handling property. With the addition of 100 ppm AA or/and 0.5% SSL, loaf volume and crumb grain were improved for both unheated and heated doughs.Microscopic analysis of a mixed dough by scanning electron microscope (SEM) showed that heated dough had a continuous network whereas unheated dough was discontinuous. The addition of AA and SSL gave the dough a more continuous network whereas unheated dough was discontinuous . The addition of AA and SSL gave the dough a more continuous structure with strengthened strands or interactions between the starch granule and protein. Therefore, it appears that the presence of continuity in heated buckwheat breadwheat bread dough is related to the improved loaf volume and crumb grain without dough stickness.

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저온영역에서 단열용기를 이용한 연료전지 모의 실험 (Simulation Experiment of PEMFC Using Insulation Vessel at Low Temperature Region)

  • 조인수;권오정;김유;현덕수;박창권;오병수
    • 한국수소및신에너지학회논문집
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    • 제19권5호
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    • pp.403-409
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    • 2008
  • Polymer electrolyte membrane fuel cell (PEMFC) is very interesting power source due to high power density, simple construction and operation at low temperature. But it has problems such as high cost, improvement of performance, effect of temperature and initial start at low temperature. These problems can be approached to be solved by using experiment and mathematical method which are general principles for analysis and optimization of control system for heat and hydrogen detecting management. In this paper, insulation vessel and control system for stable operation of fuel cell at low temperature were developed for experiment. The constant temperature capability and the heating time at sub-zero temperatures with insulation control system were studied by using a heating bar of 60W class. PEMFC stack which was made by 4 cells with $50\;mc^2$ active area in each cell is a thermal source. Times which take to reach constant temperature by the state of insulation vacuum were measured at variable environment temperatures. The test was performed at two conditions: heating mode and cooling mode. Constant temperature capability was better at lower environment temperature and vacuum pressure. The results of this experiment could be used as basis data about stable operation of fuel cell stack in low temperature zone.

경주 황성동 목곽묘에서 출토된 단조 철부의 금속학적 특성 분석 (Metallurgical Analysis of Forged Iron Axe Excavated from the Wood-framed Tomb at the Hwangseongdong, Gyeongju, Korea)

  • 이찬희;이명성;김정훈;이기욱
    • 한국문화재보존과학회:학술대회논문집
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    • 한국문화재보존과학회 2004년도 제20회 발표논문집
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    • pp.33-42
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    • 2004
  • The forged iron axe found in the No. 2 wood-framed tomb (the middle 3rd century) of Hwangseongdong, Gyeongju is rectangular on the plane level. It shows an obtuse angle in the edge part, while the joint part has the both sides folded up and shows the traces of wood. Under the reflected light, the Iron axe shines in metal luster, which is bright light gray or light creamy colors. The result of x-ray diffraction analysis shows that the axe consists of magnetite and geothite, which can explain why the composition and structure of the original ore has been kept intact. The microtexture of the axe has the irregular network of ferrite and pearlite, and tile cementite of tiny amount in the ferrite background. The overall treatment of the texture seems to be thermal with a high ratio of carbon. There are fine-grained magnetite, wolframite, quartz, calcite, mica, hornblende and pyroxene inside the axe. Those must be the impurities that they failed to remove in the refining process. The normal ferrite is composed of pure iron whose $Fe_2O_3$ proportion is from 99.16 to $99.84\;wt.\%$. Other than them, the ferrite parts usually contain $Al_2O_3\;and\;SiO_2$. The irregular network of pearlite also contains Impurities including $Al_2O_3\;and\;SiO_2$ and shows highly diverse patterns of carbon content. It's because the axe was carburized after the material was made to resemble pure iron. The decarbonization work didn't go well along the process marks. It's estimated that the original ore was bloom produced in low-temperature reduction and formed around in $727^{\circ}C$, which is eutetic temperature.

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OPF with Environmental Constraints with Multi Shunt Dynamic Controllers using Decomposed Parallel GA: Application to the Algerian Network

  • Mahdad, B.;Bouktir, T.;Srairi, K.
    • Journal of Electrical Engineering and Technology
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    • 제4권1호
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    • pp.55-65
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    • 2009
  • Due to the rapid increase of electricity demand, consideration of environmental constraints in optimal power flow (OPF) problems is increasingly important. In Algeria, up to 90% of electricity is produced by thermal generators (vapor, gas). In order to keep the emission of gaseous pollutants like sulfur dioxide (SO2) and Nitrogen (NO2) under the admissible ecological limits, many conventional and global optimization methods have been proposed to study the trade-off relation between fuel cost and emissions. This paper presents an efficient decomposed Parallel GA to solve the multi-objective environmental/economic dispatch problem. At the decomposed stage the length of the original chromosome is reduced successively and adapted to the topology of the new partition. Two subproblems are proposed: the first subproblem is related to the active power planning to minimize the total fuel cost, and the second subproblem is a reactive power planning design based in practical rules to make fine corrections to the voltage deviation and reactive power violation using a specified number of shunt dynamic compensators named Static Var Compensators (SVC). To validate the robustness of the proposed approach, the algorithm proposed was tested on the Algerian 59-bus network test and compared with conventional methods and with global optimization methods (GA, FGA, and ACO). The results show that the approach proposed can converge to the near solution and obtain a competitive solution at a critical situation and within a reasonable time.

재실자 활동량 산출을 위한 딥러닝 기반 선행연구 동향 (Research Trends for the Deep Learning-based Metabolic Rate Calculation)

  • 박보랑;최은지;이효은;김태원;문진우
    • KIEAE Journal
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    • 제17권5호
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    • pp.95-100
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    • 2017
  • Purpose: The purpose of this study is to investigate the prior art based on deep learning to objectively calculate the metabolic rate which is the subjective factor for the PMV optimum control and to make a plan for future research based on this study. Methods: For this purpose, the theoretical and technical review and applicability analysis were conducted through various documents and data both in domestic and foreign. Results: As a result of the prior art research, the machine learning model of artificial neural network and deep learning has been used in various fields such as speech recognition, scene recognition, and image restoration. As a representative case, OpenCV Background Subtraction is a technique to separate backgrounds from objects or people. PASCAL VOC and ILSVRC are surveyed as representative technologies that can recognize people, objects, and backgrounds. Based on the results of previous researches on deep learning based on metabolic rate for occupational metabolic rate, it was found out that basic technology applicable to occupational metabolic rate calculation technology to be developed in future researches. It is considered that the study on the development of the activity quantity calculation model with high accuracy will be done.

The Error of the Method of Angular Sections of Microwave Sounding of Natural Environments in the System of Geoecological Monitoring

  • Fedoseeva, E.V.;Kuzichkin, O. R.
    • International Journal of Computer Science & Network Security
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    • 제21권6호
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    • pp.47-53
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    • 2021
  • The article deals with the problems of application of microwave methods in systems of geoecological monitoring of natural environments and resources of the agro-industrial complex. It is noted that the methods of microwave radiometry make it possible, by the power of the measured intrinsic radio-thermal radiation of the atmosphere, when solving inverse problems using empirical and semi-empirical models, to determine such parameters of the atmosphere as thermodynamic temperature, humidity, water content, moisture content, precipitation intensity, and the presence of different fractions of clouds.In addition to assessing the meteorological parameters of the atmosphere and the geophysical parameters of the underlying surface based on the data of microwave radiometric measurements, it is possible to promptly detect and study pollution of both the atmosphere and the earth's surface. A technique has been developed for the analysis of sources of measurement error and their numerical evaluation, because they have a significant effect on the accuracy of solving inverse problems of reconstructing the values of the physical parameters of the probed media.To analyze the degree of influence of the limited spatial selectivity of the antenna of the microwave radiometric system on the measurement error, we calculated the relative measurement error of the ratio of radio brightness contrasts in two angular directions. It has been determined that in the system of geoecological monitoring of natural environments, the effect of background noise is maximal with small changes in the radiobrightness temperature during angular scanning and high sensitivity of the receiving equipment.