• 제목/요약/키워드: efficiency-optimization control

검색결과 409건 처리시간 0.028초

멀티코어 CPU 환경하에서 능률적인 네트워크 관리를 위한 유전알고리즘을 이용한 국부적 RED 조정 기법 (A Local Tuning Scheme of RED using Genetic Algorithm for Efficient Network Management in Muti-Core CPU Environment)

  • 송자영;최병석
    • 인터넷정보학회논문지
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    • 제11권1호
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    • pp.1-13
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    • 2010
  • 네트워크 장비를 관리함에 있어서 환경에 따른 RED(Random Early Detection) 매개변수에 대한 설정은 쉽지 않은 일이다. 특히 관리자가 환경의 변화에 따라 일정한 서비스율을 유지하고 싶은 경우의 매개변수 설정은 더욱 쉽지 않은 일이다. 본 논문에서는 출력 큐에 멀티 코어 CPU를 탑재한 라우터를 가정하고 라우터의 출력 큐에, RED의 환경에 따른 매개변수의 최적화에 적합한 것으로 알려진, 인공지능의 유전 알고리즘을 직접적으로 도입하여 스스로 부하에 적응하는 AI RED(Artificial Intelligence RED)를 제안한다. AI RED는 FuRED(Fuzzy-Logic-based RED) 보다 단순하고 세밀하며, 실험을 통하여 AI RED가 찾아낸 RED 매개변수는 표준 RED 매개변수보다 환경에 더욱 잘 적응하는 효율적인 서비스를 제공하여 준다는 것을 확인 할 수 있다. RED 매개변수 관리의 자동화는 네트워크 관리의 측면에서 많은 효율성의 향상을 관리자에게 제공하여 줄 수 있다.

Field trial of expandable profile liners in a deep sidetrack well section and optimizable schemes approach for future challenges

  • Zhao, Le;Tu, Yulin;Xie, Heping;Gao, Mingzhong;Liu, Fei
    • Steel and Composite Structures
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    • 제44권2호
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    • pp.271-281
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    • 2022
  • This study discusses challenges of running expandable profile liners (EPLs) to isolate trouble zones in directional section of a deep well, and summary the expandable profile liner technology (EPLT) field trial experience. Technically, the trial result reveals that it is feasible to apply the EPLT solving lost-circulation control problem and wellbore instability in the deep directional section. Propose schemes for optimizing the EPLT operation procedure to break through the existing bottleneck of EPLT in the deep directional section. Better-performing transition joints are developed to improve EPL string reliability in high borehole curvature section. High-performing and reliable expanders reduce the number of trips, offer excellent mechanical shaping efficiency, simplify the EPLT operation procedure. Application of the expansion and repair integrated tool could minimize the risk of insufficient expansion and increase the operational length of the EPL string. The new welding process and integrated automatic welding equipment improve the welding quality and EPL string structural integrity. These optimization schemes and recent new advancements in EPLT can bring significant economic benefits and promote the application of EPLT to meet future challenges.

XAI(eXplainable Artificial Intelligence) 알고리즘 기반 사출 공정 수율 개선 방법론 (Injection Process Yield Improvement Methodology Based on eXplainable Artificial Intelligence (XAI) Algorithm)

  • 홍지수;홍용민;오승용;강태호;이현정;강성우
    • 품질경영학회지
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    • 제51권1호
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    • pp.55-65
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    • 2023
  • Purpose: The purpose of this study is to propose an optimization process to improve product yield in the process using process data. Recently, research for low-cost and high-efficiency production in the manufacturing process using machine learning or deep learning has continued. Therefore, this study derives major variables that affect product defects in the manufacturing process using eXplainable Artificial Intelligence(XAI) method. After that, the optimal range of the variables is presented to propose a methodology for improving product yield. Methods: This study is conducted using the injection molding machine AI dataset released on the Korea AI Manufacturing Platform(KAMP) organized by KAIST. Using the XAI-based SHAP method, major variables affecting product defects are extracted from each process data. XGBoost and LightGBM were used as learning algorithms, 5-6 variables are extracted as the main process variables for the injection process. Subsequently, the optimal control range of each process variable is presented using the ICE method. Finally, the product yield improvement methodology of this study is proposed through a validation process using Test Data. Results: The results of this study are as follows. In the injection process data, it was confirmed that XGBoost had an improvement defect rate of 0.21% and LightGBM had an improvement defect rate of 0.29%, which were improved by 0.79%p and 0.71%p, respectively, compared to the existing defect rate of 1.00%. Conclusion: This study is a case study. A research methodology was proposed in the injection process, and it was confirmed that the product yield was improved through verification.

한류기용 초전도 선재개발에 관한 연구 (A Study on Development of Superconducting Wires for a Fault Current Limiter)

  • 황광수;이헌주;문채주
    • 한국전자통신학회논문지
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    • 제17권2호
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    • pp.279-290
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    • 2022
  • 초전도 한류기는 초전도 전이를 이용하여 전류를 제어하는 전력기기로, 수 msec 이내에 고장전류를 정상전류로 변환하여 전력계통의 유연성, 안정성 및 신뢰성을 높일 수 있는 기기이다. 고온초전도 선재는 상전이 속도가 빠르고 임계전류밀도가 높으며 교류손실이 적어 초전도 한류기에 적합한 소재이지만 최적화 연구가 부족함에 따라 고온초전도 선재 특성에 의존하는 기존 방식은 한류소자의 설계, 투입 선재의 양 등에 있어 비효율적이다. 따라서 초전도 한류기에 적합한 선재를 개발하기 위해 임계전류 균일도 향상, 최적의 안정화재 재료 선정 및 균일 적층 기술 개발 연구가 수행되었다. 본 연구를 통하여 개발된 고온 초전도 선재는 710m 길이에서 평균 804 A/12mm-w의 임계전류를 가지는 선재제조 기술을 확보함에 따라 효율성 향상, 비용 절감 및 크기 축소로 경제적 성과를 확보할 수 있었다.

Optimization of the in vitro fertilization system in pigs

  • Song-Hee Lee;Xiang-Shun Cui
    • 한국동물생명공학회지
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    • 제38권2호
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    • pp.70-76
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    • 2023
  • Background: Despite considerable technological advancements, polyspermy remains a significant challenge in in vitro fertilization (IVF) procedures in pigs, disrupting normal embryonic development. Here, we aimed to determine whether optimal fertilization conditions reduce the polyspermy incidence in pigs. Methods: In vitro-matured oocytes were co-incubated with sperm according to a modified two-step culture system. Results: In the first experiment, oocytes were briefly co-incubated with sperm, washed in IVF medium, and then moved to fresh IVF medium for 5 or 6 h. Although the 6 h sperm-free cultured group had a higher penetration rate than the 5 h cultured group, the polyspermy rate significantly increased in the 6 h sperm-free cultured group. The gamete co-incubation period was either 20 or 40 min. The 40 min cultured group had a higher rate of blastocyst formation and number of total cells in blastocysts than the 20 min cultured group. In experiment 2, oocytes were inseminated with sperm separated by Pecroll treatment. Percoll treatment increased the rate of oocyte penetration and blastocyst formation compared to the control. In experiment 3, fertilized oocytes were cultured in 25 µL microdroplets (10 gametes/drop) or 500 µL (100 gametes/well) of culture medium in 4-well plates. The large volume of medium significantly reduced the number of dead oocytes and increased the rate of blastocyst formation compared to the small volume. Conclusions: Collectively, these results demonstrate that various fertilization conditions, including modified co-culture period, active sperm separation, and culture medium volume, enhance fertilization efficiency and subsequent embryonic development by decreasing polyspermy occurrence.

폴리올법으로 제조된 Pt/C 촉매의 연료전지 적용을 위한 나노 입자 크기제어 (Nano particle size control of Pt/C catalysts manufactured by the polyol process for fuel cell application)

  • 허준;윤혁준;최지훈;문채린;최순목
    • 한국표면공학회지
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    • 제56권6호
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    • pp.437-442
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    • 2023
  • This research aims to enhance the efficiency of Pt/C catalysts due to the limited availability and high cost of platinum in contemporary fuel cell catalysts. Nano-sized platinum particles were distributed onto a carbon-based support via the polyol process, utilizing the metal precursor H2PtCl6·6H2O. Key parameters such as pH, temperature, and RPM were carefully regulated. The findings revealed variations in the particle size, distribution, and dispersion of nano-sized Pt particles, influenced by temperature and pH. Following sodium hydroxide treatment, heat treatment procedures were systematically executed at diverse temperatures, specifically 120, 140, and 160 ℃. Notably, the thermal treatment at 140 ℃ facilitated the production of Pt/C catalysts characterized by the smallest platinum particle size, measuring at 1.49 nm. Comparative evaluations between the commercially available Pt/C catalysts and those synthesized in this study were meticulously conducted through cyclic voltammetry, X-ray diffraction (XRD), and field-emission scanning electron microscopy-energy dispersive X-ray spectroscopy (FE-SEM EDS) methodologies. The catalyst synthesized at 160 ℃ demonstrated superior electrochemical performance; however, it is imperative to underscore the necessity for further optimization studies to refine its efficacy.

Conceptual design study on Plutonium-238 production in a multi-purpose high flux reactor

  • Jian Li;Jing Zhao;Zhihong Liu;Ding She;Heng Xie;Lei Shi
    • Nuclear Engineering and Technology
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    • 제56권1호
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    • pp.147-159
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    • 2024
  • Plutonium-238 has always been considered as the one of the promising radioisotopes for space nuclear power supply, which has long half-life, low radiation protection level, high power density, and stable fuel form at high temperatures. The industrial-scale production of 238Pu mainly depends on irradiating solid 237NpO2 target in high flux reactors, however the production process faces problems such as large fission loss and high requirements for product quality control. In this paper, a conceptual design study of producing 238Pu in a multi-purpose high flux reactor was evaluated and analyzed, which includes a sensitivity analysis on 238Pu production and a further study on the irradiation scheme. It demonstrated that the target structure and its location in the reactor, as well as the operation scheme has an impact on 238Pu amount and product quality. Furthermore, the production efficiency could be improved by optimizing target material concentration, target locations in the core and reflector. This work provides technical support for irradiation production of 238Pu in high flux reactors.

자동노출제어장치 센서적용을 위한 스크린 프린팅 제작방식의 고흡수율 광도전체 특성평가 (Evaluation of High Absorption Photoconductor for Application to Auto Exposure Control Sensor by Screen Printing Method)

  • 김대국;김교태;박정은;홍주연;김진선;오경민;남상희
    • 한국방사선학회논문지
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    • 제9권2호
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    • pp.67-72
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    • 2015
  • 진단방사선 분야에서는 진단 최적화를 위하여 자동노출제어장치의 활용이 국제적으로 권고되고 있다. 하지만, 기존의 상용화된 광도전체 센서는 제작 공정의 복잡하고 장시간 방사선에 노출될 경우 다양한 성능 저하가 발생하는 문제점이 있다. 이에 본 연구에서는 X-ray 흡수율이 높으면서도 제작이 용이한 장점을 가진 광도전체 기반 센서의 AEC 적용 가능성을 평가하고자 한다. 실험결과, SNR 증가를 통하여 우수한 검출 효율을 가지는 센서의 제작가능성을 확인하였고, 정확한 턴-오프가 가능할 것으로 사료된다. 또한 잠상 영상 및 투과율 실험 결과, 광도전체에 의한 Ghost effect가 나타나지 않음을 확인하였으며, PbO를 제외한 광도전체의 경우 80% - 90%의 우수한 투과율을 확인하였다. 그러므로 상용화된 기존 상품에 대비하여 도핑농도 변화에 따른 성능 저하 및 기계적 안정성이 뛰어나며 제작이 용이한 광도전체 기반의 센서는 AEC 센서로 적용이 가능할 것으로 기대된다.

설비공학 분야의 최근 연구 동향 : 2016년 학회지 논문에 대한 종합적 고찰 (Recent Progress in Air-Conditioning and Refrigeration Research : A Review of Papers Published in the Korean Journal of Air-Conditioning and Refrigeration Engineering in 2016)

  • 이대영;김사량;김현정;김동선;박준석;임병찬
    • 설비공학논문집
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    • 제29권6호
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    • pp.327-340
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    • 2017
  • This article reviews the papers published in the Korean Journal of Air-Conditioning and Refrigeration Engineering during 2016. It is intended to understand the status of current research in the areas of heating, cooling, ventilation, sanitation, and indoor environments of buildings and plant facilities. Conclusions are as follows. (1) The research works on the thermal and fluid engineering have been reviewed as groups of flow, heat and mass transfer, the reduction of pollutant exhaust gas, cooling and heating, the renewable energy system and the flow around buildings. CFD schemes were used more for all research areas. (2) Research works on heat transfer area have been reviewed in the categories of heat transfer characteristics, pool boiling and condensing heat transfer and industrial heat exchangers. Researches on heat transfer characteristics included the results of the long-term performance variation of the plate-type enthalpy exchange element made of paper, design optimization of an extruded-type cooling structure for reducing the weight of LED street lights, and hot plate welding of thermoplastic elastomer packing. In the area of pool boiling and condensing, the heat transfer characteristics of a finned-tube heat exchanger in a PCM (phase change material) thermal energy storage system, influence of flow boiling heat transfer on fouling phenomenon in nanofluids, and PCM at the simultaneous charging and discharging condition were studied. In the area of industrial heat exchangers, one-dimensional flow network model and porous-media model, and R245fa in a plate-shell heat exchanger were studied. (3) Various studies were published in the categories of refrigeration cycle, alternative refrigeration/energy system, system control. In the refrigeration cycle category, subjects include mobile cold storage heat exchanger, compressor reliability, indirect refrigeration system with $CO_2$ as secondary fluid, heat pump for fuel-cell vehicle, heat recovery from hybrid drier and heat exchangers with two-port and flat tubes. In the alternative refrigeration/energy system category, subjects include membrane module for dehumidification refrigeration, desiccant-assisted low-temperature drying, regenerative evaporative cooler and ejector-assisted multi-stage evaporation. In the system control category, subjects include multi-refrigeration system control, emergency cooling of data center and variable-speed compressor control. (4) In building mechanical system research fields, fifteenth studies were reported for achieving effective design of the mechanical systems, and also for maximizing the energy efficiency of buildings. The topics of the studies included energy performance, HVAC system, ventilation, renewable energies, etc. Proposed designs, performance tests using numerical methods and experiments provide useful information and key data which could be help for improving the energy efficiency of the buildings. (5) The field of architectural environment was mostly focused on indoor environment and building energy. The main researches of indoor environment were related to the analyses of indoor thermal environments controlled by portable cooler, the effects of outdoor wind pressure in airflow at high-rise buildings, window air tightness related to the filling piece shapes, stack effect in core type's office building and the development of a movable drawer-type light shelf with adjustable depth of the reflector. The subjects of building energy were worked on the energy consumption analysis in office building, the prediction of exit air temperature of horizontal geothermal heat exchanger, LS-SVM based modeling of hot water supply load for district heating system, the energy saving effect of ERV system using night purge control method and the effect of strengthened insulation level to the building heating and cooling load.

고도정수처리 신(新) 공정(PMR)개발 및 처리효율 평가 (Development of a New Advanced Water Treatment Process (PMR) and Assessment of Its Treatment Efficiency)

  • 안효원;노수홍;권오성;박용효;왕창근
    • 멤브레인
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    • 제18권2호
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    • pp.157-167
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    • 2008
  • 수돗물 공급에 있어서의 미량 유기물질 및 맛냄새 제거의 중요도가 높아짐에 따라 오존, GAC 및 PAC 등 고도 정수처리공정의 도입이 지속적으로 증대되고 있다. 하지만, 원수의 수질악화, 새로운 오염물질의 출현 등에 의해 기존의 고도처리공정이 향후에도 충분한 대안이 된다고 확신하기는 어려운 실정이다. 본 연구에서는 고농도의 분말활성탄을 slurry blanket의 형태로 체류시킨다는 새로운 개념의 접촉조를 구상, 막여과조와 연계하여 하나의 공정으로 완성하였다. 한강원수를 대상으로 $80m^3/일$ 규모의 pilot plant를 이용, 유기물질 및 2-MIB, Geosmin에 대한 제거특성을 살펴본 결과 DOC의 경우 운영초기 90% 이상, 안정화된 이후에도 $70{\sim}80%$ 내외의 높은 처리효율을 나타내었으며 2-MIB Geosmin의 경우 검출한계 이하로 제거되었다. 본 공정은 1년 이상의 장기간의 고도처리 효율 검증 및 안정된 PAC 접촉조의 운영방안 등 공정 최적화를 위한 추가적인 연구가 필요한 실정이나 기존의 고도처리에 비해 컴팩트하면서 높은 처리효율을 안정적으로 나타냄으로써 맛냄새물질을 비롯한 미량 오염물질을 제거하기 위한 대안공정으로서의 높은 가능성을 확인하였다.