• 제목/요약/키워드: Advanced techniques

검색결과 2,322건 처리시간 0.035초

복잡한 예측문제에 대한 이차학습방법 : Video-On-Demand에 대한 사례연구 (Second-Order Learning for Complex Forecasting Tasks: Case Study of Video-On-Demand)

  • 김형관;주종형
    • 지능정보연구
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    • 제3권1호
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    • pp.31-45
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    • 1997
  • To date, research on data mining has focused primarily on individual techniques to su, pp.rt knowledge discovery. However, the integration of elementary learning techniques offers a promising strategy for challenging a, pp.ications such as forecasting nonlinear processes. This paper explores the utility of an integrated a, pp.oach which utilizes a second-order learning process. The a, pp.oach is compared against individual techniques relating to a neural network, case based reasoning, and induction. In the interest of concreteness, the concepts are presented through a case study involving the prediction of network traffic for video-on-demand.

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마코프 프로세스를 이용한 원자로 보호계통의 신뢰도 분석 (Reliability Analysis of the Reactor Protection System Using Markov Processes)

  • Jo, Nam-Jin
    • Nuclear Engineering and Technology
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    • 제19권4호
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    • pp.279-291
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    • 1987
  • 현재 원자력발전소의 확률론적 위해도 평가에 사용되는 사상 수목이나 고장수목 기법은 부품이나 계통의 이원적상태와 정적 묘사에 근거하고 있다 이 기법이 대부분의 안전해석에는 적합하지만, 요사이 점차 중요관심사가 되고 있는 발전소의 이용률 측정이나 기술 사양서 평가 같은 문제를 정확하게 다루기 위해서는 마코프 신뢰도 분석과 같은 보다 진보된 기법이 필요하다. 이 논문은 가압경수로의 원자로 보호계통을 위한 마코프 신뢰도 모델을 기술하고 기술사양서의 두 검사 절차를 분석한 결과를 제시한다.

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DISSECTION TECHNIQUE FOR EFFICIENT JOIN OPERATION ON SEMI-STRUCTURED DOCUMENT STREAM

  • Seo, Dong-Hyeok;Lee, Dong-Gyu;Ryu, Keun-Ho
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2007년도 Proceedings of ISRS 2007
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    • pp.11-13
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    • 2007
  • There has been much interest in stream query processing. Various index techniques and advanced join techniques have been proposed to efficiently process data stream queries. Previous proposals support rapid and advanced response to the data stream queries. However, the amount of data stream is increasing and the data stream query processing needs more speedup than before. In this paper, we proposed novel query processing techniques for large number of incoming documents stream. We proposed Dissection Technique for efficient query processing in the data stream environment. We focused on the dissection technique in join query processing. Our technique shows efficient operation performance comparing with the other proposal in the data stream. Proposed technique is applied to the sensor network system and XML database.

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A Multistrategy Learning System to Support Predictive Decision Making

  • Kim, Steven H.;Oh, Heung-Sik
    • 재무관리논총
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    • 제3권2호
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    • pp.267-279
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    • 1996
  • The prediction of future demand is a vital task in managing business operations. To this end, traditional approaches often focused on statistical techniques such as exponential smoothing and moving average. The need for better accuracy has led to nonlinear techniques such as neural networks and case based reasoning. In addition, experimental design techniques such as orthogonal arrays may be used to assist in the formulation of an effective methodology. This paper investigates a multistrategy approach involving neural nets, case based reasoning, and orthogonal arrays. Neural nets and case based reasoning are employed both separately and in combination, while orthoarrays are used to determine the best architecture for each approach. The comparative evaluation is performed in the context of an application relating to the prediction of Treasury notes.

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Use of Modern Non­destructive Techniques in High Temperature Degradation of Material and Coatings

  • Lee, C.K.;Sohn, Y.H.
    • International Journal of Korean Welding Society
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    • 제3권2호
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    • pp.29-39
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    • 2003
  • The durability and reliability of thermal barrier coatings (TBCs) play an important role in the service reliability, availability and maintainability (RAM) of hot­section components in advanced turbine engines for aero and utility applications. Photostimulated luminescence spectroscopy (PSLS) and electrochemical impedance spectroscopy (EIS) are being concurrently developed as complimentary non­destructive evaluation (NDE) techniques for quality control and life­remain assessment of TBCs. This paper overviews the governing principles and applications of the luminescence and the impedance examined in the light of residual stress, phase constituents and resistance (or capacitance) in TBC constituents including the thermally grown oxide (TGO) scale. Results from NDE by PSLS and EIS are discussed and related to the microstructural development during high temperature thermal cycling, examined by using a variety of microscopic techniques including focused ion beam (FIB) in­situ lift­out (INLO), transmission and scanning transmission electron microscopy (TEM and STEM).

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Synthesis and spectroscopic characterization of zinc ferrite nanoparticles

  • Arora, Shefali;Nandy, Subhajit;Latwal, Mamta;Pandey, Ganesh;Singh, Jitendra P.;Chae, Keun H.
    • Advances in nano research
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    • 제13권5호
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    • pp.437-451
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    • 2022
  • Synthesis approaches usually affect the physical and chemical properties of ferrites. This helps ferrite materials to design them for desired applications. Some of these methods are mechanical milling, ultrasonic method, micro-emulsion, co-precipitation, thermal decomposition, hydrothermal, microwave-assisted, sol-gel, etc. These methods are extensively reviewed by taking example of ZnFe2O4. These methods also affect the microstructure and local structure of ferrite which ultimately affect the physical and chemical properties of ferrites. Various spectroscopic techniques such as Raman spectroscopy, Fourier Transform Infrared spectroscopy, Ultra Violet-Visible spectroscopy, Mossbauer spectroscopy, extended x-ray absorption fine structure, and electron paramagnetic resonance are found helpful to reveal this information. Hence, the basic principle and the usefulness of these techniques to find out appropriate information in ZnFe2O4 nanoparticles is elaborated in this review.

컴퓨터범죄의 국가간 대응방안에 관한 연구 - 경찰 수사절차를 중심으로 - (A Study on the Countermeasures against International Computer Crimes - Focusing on The Police Investigation Procedure -)

  • 오태곤
    • 한국컴퓨터정보학회논문지
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    • 제10권3호
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    • pp.287-295
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    • 2005
  • 본 논문에서는 국가간 컴퓨터범죄의 대응방안에 대해 연구하였다. 오늘날 컴퓨터 관련 범죄는 기술 발전의 속도만큼이나 훨씬 더 지능화, 다양화, 첨단화 되고 있는 현실이다. 특히 기술발달과 이에 따른 대량 생산체제로 인한 컴퓨터 장비의 저가화 경향은 누구나 고도의 컴퓨터 장비를 소유할 수 있게 되었고, 최첨단 네트워크 환경과의 결합을 통해 컴퓨터범죄가 자행되고 있으며, 그 피해상황은 어마어마하다. 또한 최근의 컴퓨터범죄는 나날이 발전해가는 양태를 보이고 있어 예방은 고사하고. 사후대응조차 힘든 지경인 것이다. 특히 국가간 발생하는 컴퓨터범죄의 경우에는 개별국가들의 상이한 법체계로 말미암아 해결이 더욱 힘들다. 본 논문에서는 이러한 문제인식을 기초로 컴퓨터 범죄에 대해 그 구체적인 유형을 살펴보고, 컴퓨터범죄의 해결을 위한 국가간 컴퓨터범죄의 대응방안에 관해 경찰 수사절차를 중심으로 살펴보고자 한다.

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Comparative Analysis of Baseflow Separation using Conventional and Deep Learning Techniques

  • Yusuff, Kareem Kola;Shiksa, Bastola;Park, Kidoo;Jung, Younghun
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2022년도 학술발표회
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    • pp.149-149
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    • 2022
  • Accurate quantitative evaluation of baseflow contribution to streamflow is imperative to address seasonal drought vulnerability, flood occurrence and groundwater management concerns for efficient and sustainable water resources management in watersheds. Several baseflow separation algorithms using recursive filters, graphical method and tracer or chemical balance have been developed but resulting baseflow outputs always show wide variations, thereby making it hard to determine best separation technique. Therefore, the current global shift towards implementation of artificial intelligence (AI) in water resources is employed to compare the performance of deep learning models with conventional hydrograph separation techniques to quantify baseflow contribution to streamflow of Piney River watershed, Tennessee from 2001-2021. Streamflow values are obtained from the USGS station 03602500 and modeled to generate values of Baseflow Index (BI) using Web-based Hydrograph Analysis (WHAT) model. Annual and seasonal baseflow outputs from the traditional separation techniques are compared with results of Long Short Term Memory (LSTM) and simple Gated Recurrent Unit (GRU) models. The GRU model gave optimal BFI values during the four seasons with average NSE = 0.98, KGE = 0.97, r = 0.89 and future baseflow volumes are predicted. AI offers easier and more accurate approach to groundwater management and surface runoff modeling to create effective water policy frameworks for disaster management.

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Purification of Multi Walled Carbon Nanotubes (Mwcnts) Synthesized by Arc Discharge Set Up

  • Malathi, Y.;Padya, Balaji;Prabhakar, K.V.P.;Jain, P.K.
    • Carbon letters
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    • 제11권3호
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    • pp.184-191
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    • 2010
  • Carbon nanotubes are unique tubular structures of nanometer diameter and large length/diameter ratio. The nanotubes may consist of one up to tens and hundreds of concentric shells of carbons with adjacent shells separation of ~0.34 nm. Multiwalled carbon nanotubes were synthesized by arc-discharge technique. MWCNTs were formed at the cathode deposit along with other carbonaceous materials like amorphous carbon, graphite etc. However, to get the best advantage of carbon nanotubes in various advanced applications, these undesired carbonaceous materials to be removed which is a challenging task. In the present study, various techniques were tried out for purifying MWCNTs such as physical filtration, chemical treatment and thermal annealing. SEM, FTIR, TGA and BET techniques were used to characterize the CNTs at various stages. Results shows that suitable chemical treatment followed by thermal annealing under controlled flow of oxygen gives the better route for purification of carbon nanotubes.

Integrated 3-D Microstructures for RF Applications (Invited)

  • Euisik Yoon;Yoon, Jun-Bo;Park, Eun-Chul;Han, Chul-Hi;Kim, Choong-Ki
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 1999년도 추계종합학술대회 논문집
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    • pp.203-207
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    • 1999
  • In this paper we report new integration technology developed for three-dimensional metallic microstructures in an arbitrary shape. We have developed the two fabrication methods: Multi-Exposure and Single-Development (MESD) and Sacrificial Metallic Mold(SMM) techniques. Three-dimensional photoresist mold can be formed by the MESD method while unlimited number of structural levels can be realized by the SMM technique. Using these two techniques we have fabricated solenoid inductors and levitated spiral inductors for RF applications. We have achieved peak Q- factors over 40 in the 2-10㎓ range, the highest number among the inductors reported to date. Finally, we propose "On-Chip Passives" as a post IC process for monolithic integration of inductors, tunable capacitors, microwave switches, transmission lines, and mixers and filters toward future single-chip transceiver integration.

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