• 제목/요약/키워드: Selection Combining

검색결과 372건 처리시간 0.035초

Economical selection of optimum pressurized hollow fiber membrane modules in water purification system using RbLCC

  • Lee, Chul-sung;Nam, Young-wook;Kim, Doo-il
    • Membrane and Water Treatment
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    • 제8권2호
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    • pp.137-147
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    • 2017
  • A water treatment utility in South Korea operates a large system of pressurized hollow fiber membrane (PHFM) modules. The optimal selection of membrane module for the full scale plant was critical issue and carried out using Risk-based Life Cycle Cost (RbLCC) analysis based on the historical data of operation and maintenance. The RbLCC analysis was used in the process of decision-making for replacing aged modules. The initial purchasing cost and the value at risk during operation were considered together. The failure of modules occurs stochastically depending on the physical deterioration with usage over time. The life span of module was used as a factor for the failure of Poisson's probability model, which was used to obtain the probability of failure during the operation. The RbLCC was calculated by combining the initial cost and the value at risk without its warranty term. Additionally, the properties of membrane were considered to select the optimum product. Results showed that the module's life span in the system was ten years (120 month) with safety factor. The optimum product was selected from six candidates membrane for a full scale water treatment facility. This method could be used to make the optimum and rational decision for the operation of membrane water purification facility.

An Application of the Smart Beta Portfolio Model: An Empirical Study in Indonesia Stock Exchange

  • WASPADA, Ika Putera;SALIM, Dwi Fitrizal;FARISKA, Putri
    • The Journal of Asian Finance, Economics and Business
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    • 제8권9호
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    • pp.45-52
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    • 2021
  • Stock price fluctuations affect investor returns, particularly, in this pandemic situation that has triggered stock market shocks. As a result of this situation, investors prefer to move their money into a safer portfolio. Therefore, in this study, we approach an efficient portfolio model using smart beta and combining others to obtain a fast method to predict investment stock returns. Smart beta is a method to selects stocks that will enter a portfolio quickly and concisely by considering the level of return and risk that has been set according to the ability of investors. A smart beta portfolio is efficient because it tracks with an underlying index and is optimized using the same techniques that active portfolio managers utilize. Using the logistic regression method and the data of 100 low volatility stocks listed on the Indonesia stock exchange from 2009-2019, an efficient portfolio model was made. It can be concluded that an efficient portfolio is formed by a group of stocks that are aggressive and actively traded to produce optimal returns at a certain level of risk in the long-term period. And also, the portfolio selection model generated using the smart beta, beta, alpha, and stock variants is a simple and fast model in predicting the rate of return with an adjusted risk level so that investors can anticipate risks and minimize errors in stock selection.

Free vibration analysis of FGM plates using an optimization methodology combining artificial neural networks and third order shear deformation theory

  • Mohamed Janane Allah;Saad Hassouna;Rachid Aitbelale;Abdelaziz Timesli
    • Steel and Composite Structures
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    • 제49권6호
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    • pp.633-643
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    • 2023
  • In this study, the natural frequencies of Functional Graded Materials (FGM) plates are predicted using Artificial Neural Network (ANN). A model based on Third-order Shear Deformation Theory (TSDT) and FEM is used to train the ANN model. Different training methods are tested to simulate input and output dependency. As this is a parametric model, several architectures and optimization algorithms were tested. The proposed model allows us to minimize the CPU time to evaluate candidate material properties for FGM plate material selection and demonstrate their influence on dynamic behavior. Consequently, the time required for the FGM design process (candidate materials for material selection) and the geometric optimization of the FGM structure would remain reasonable. The ANN model can help industries to produce FGM plates with good mechanical properties of the selected materials. I addition, this model can be used to directly predict vibration behavior by testing a large number of FGM plates, representing all possible combinations of metals and ceramics in today's industry, without having to solve any eigenvalue problems.

난용종계(卵用種鷄)의 주요경제형질(主要經濟形質)과 난구성분(卵構成分)의 유전적(遺傳的) 모수(母數) 및 선발지수추정(選拔指數推定)에 관(關)한 연구(硏究) (Studies on the Estimates of Selection Indices and Genetic Parameters on Economic Traits and Egg Compositions in Layers)

  • 상병찬;한성욱
    • 농업과학연구
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    • 제9권1호
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    • pp.314-356
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    • 1982
  • 산란계(産卵鷄)의 주요(主要) 경제형질(經濟形質)의 효율적(效率的)인 개량(改良)을 위(爲)하여 지금까지는 체중(體重), 초산일령(初産日令), 산란계(産卵鷄) 및 난중(卵重)을 기초(基礎)로 하여 선발(選拔)하여 왔으나, 실제(實際) 가식부분(可食部分)은 난황(卵黃) 및 난백(卵白)이므로 이들에 대한 유전적(遺傳的) 모수(母數)를 추정(推定)하여 난황(卵黃) 및 난백(卵白)의 중량(重量)을 선발지수(選拔指數) 추정(推定)에 이용(利用)하므로서 선발(選拔)의 정확도(正確度)를 높일 수 있는 가능성(可能性)을 구명(究明)하기 위(爲)하여 본(本) 연구(硏究)를 실시(實施)하였다. 공시계(供試鷄)는 국립종축장(國立種畜場) 대전지장(大田支場)에서 폐쇄군(閉鎖郡) 육종방법(育種方法)에 의(依)해서 개량(改良)되어온 S. C. W. Leghorn종(種) 351수(首)와 R. I. Red종(種) 326수(首)가 사용(使用)되었고, 난구성분(卵構成分)은 총(總) 6,097개(個)가 조사(調査)되었으며, 각(各) 형질(形質)들은 1979년(年) 3월(月) 1일(日)부터 500일간(日間) 조사(調査) 분석(分析)되었다.

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망간단괴광상의 유망광구선정을 위한 지구통계학적 연구 (A Geostatistical Study for the Selection of Prospective Areas of Polymetallic Nodule Deposits)

  • 박찬영;전효택;강정극
    • 자원환경지질
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    • 제29권5호
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    • pp.575-587
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    • 1996
  • The purpose of this study is to develop geostatistical methods for selection of prospective areas of polymetallic nodule deposits in KODOS (Korea Deep Ocean Study) area of the North-East Pacific Ocean. In this study $110{\times}165$ grid system was used, and each node represents the center of an estimated block of $1km{\times}1km$. The ordinary kriging was applied to SeaBeam2000 data in order to evaluate the bathymetry. A structural analysis (variogram) of the bathymetry data was carried out for constructing digital terrain model (DTM) and the maximum slopes of the bathymetry were calculated by DTM data. The above method can be used to solve the problem that is resulted from the lack of theory of a change of support model for the maximum slope of the bathymetry. The ordinary kriging and the indicator kriging were used to evaluate the nodule abundance, and the different two kriging methods were compared to evaluate the accuracy for the estimation of the nodule abundance. It has been shown that indicator kriging was better estimation tool than the ordinary kriging. The overlay map is presented for the selection of potentially minable sites by combining the two indicator maps of the nodule abundance and the maximum slope of bathymetry. This overlay map could be utilized to establish follow-up survey and to investigate the potentially minable sites in the KODOS area.

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선별된 특성 정보를 이용한 안드로이드 악성 앱 탐지 연구 (A Study on Android Malware Detection using Selected Features)

  • 명상준;김강석
    • 융합정보논문지
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    • 제12권3호
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    • pp.17-24
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    • 2022
  • 모바일 악성 앱이 급증하고 있으며, 전 세계 모바일 OS 시장의 대부분을 차지하고 있는 안드로이드가 모바일 사이버 보안 위협의 주요 대상이 되고 있다. 따라서 빠르게 진화하는 악성 앱에 대응하기 위해 인공지능 구현기술 중 하나인 기계학습을 활용한 악성 앱 탐지 기법의 필요성이 대두되고 있다. 본 논문은 악성 앱의 탐지성능을 향상할 수 있는 특성 선택 및 특성 추출을 이용한 특성 선별 방법을 제안하였다. 특성 선별 과정에서 특성 개수에 따라 탐지 성능이 향상되었으며, 권한보다 API가 상대적으로 좋은 탐지 성능을 보였고, 두 특성을 조합하면 평균 93% 이상의 높은 탐지 정밀도를 보여 적절한 특성의 조합이 탐지 성능을 높일 수 있음을 확인하였다.

양방향 다중 중계기 채널에서의 중계기 선택 기법 (Relay Selection Algorithm for Two-way Multiple Relay Channels)

  • 강유근;이재홍
    • 방송공학회논문지
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    • 제14권2호
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    • pp.134-143
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    • 2009
  • 본 논문에서는 양방향 다중 중계기 채널(two-way multiple relay channel)에서의 중계기 선택 기법을 제안한다. 양방향 다중 중계기 채널에서는 2명의 사용자가 다수의 중계기의 도움을 받아 서로 정보를 주고받는다. 단방향 중계 채널에서와 같이 중계기는 복호화 재전송 프로토콜 또는 증폭 재전송 프로토콜을 기반으로 정보를 중계하며, 정보 전송에 필요한 채널 자원을 줄이기 위해 정보의 결합 과정을 추가로 적용한다. 특히, 중계기가 다수인 환경에서는 정보 전송 경로의 수가 증가함으로 인해 다이버시티 이득이 증가한다는 것이 알려져 있다. 따라서 본 논문에서는 다수의 중계기 중 채널 조건을 바탕으로 가장 좋은 중계기를 선택하는 기법을 제안하고 이를 통해 다이버시티 이득의 향상을 확인한다. 우선, 중계기들은 핸드셰이킹(handshaking) 과정을 이용하여 채널 정보의 크기를 얻고, 이를 바탕으로 데이터의 전송이 이루어지기 전에 분산된 방식으로 최적의 중계기 선택이 이루어진다. 중계기 선택 기준은 각각의 사용자와 중계기 간 일시적 채널 이득을 바탕으로 사용자-사용자 간(end-to-end) 경로 조건의 최대값을 계산하는 메트릭(metric)을 사용한다. 또한, 전송량을 계산하기 위해 자동반복요구(automatic repeat request, ARQ)를 사용한 알고리즘을 제안하고, 이를 통해 전송량을 분석한다. 모의실험을 통해, 제안된 중계기 선택 기법은 사용 가능한 중계기의 수가 증가함에 따라 전송량이 증가함을 보이고, 사용 가능한 중계기의 개수에 해당하는 다이버시티 이득을 얻을 수 있음을 보여준다.

시간제약이 있는 외판원 문제를 위한 메타휴리스틱 기법 (An Iterative Insertion Algorithm and a Hybrid Meta Heuristic for the Traveling Salesman Problem with Time Windows)

  • 김병인
    • 대한산업공학회지
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    • 제33권1호
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    • pp.86-98
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    • 2007
  • This paper presents a heuristic algorithm for the traveling salesman problem with time windows (TSPTW). Aniterative insertion algorithm as a constructive search heuristic and a hybrid meta heuristic combining simulatedannealing and tabu search with the randomized selection of 2-interchange and a simple move operator as animproving search heuristic are proposed, Computational tests performed on 400 benchmark problem instancesshow that the proposed algorithm generates optimal or near-optimal solutions in most cases. New best knownheuristic values for many benchmark problem sets were obtained using the proposed approach.

냉각공기 예냉각과 연료예열에 의한 복합발전 시스템의 성능변화 (Performance Variation of a Combined Cycle Power Plant by Coolant Pre-cooling and Fuel Pre-heating)

  • 권익환;강도원;김동섭;김재환
    • 한국유체기계학회 논문집
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    • 제15권3호
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    • pp.57-63
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    • 2012
  • Effects of coolant pre-cooling and fuel pre-heating on the performance of a combined cycle using a F-class gas turbine were investigated. Coolant pre-cooling results in an increase of power output but a decrease in efficiency. Performance variation due to the fuel pre-heating depends on the location of the heat source for the pre-heating in the bottoming cycle (heat recovery steam generator). It was demonstrated that a careful selection of the heat source location would enhance efficiency with a minimal power penalty. The effect of combining the coolant pre-cooling and fuel pre-heating was also investigated. It was found that a favorable combination would yield power augmentation, while efficiency remains close to the reference value.

Effect of Microdiversity and Macrodiversity on Average Bit Error Probability in Shadowed Fading Channels in the Presence of Interference

  • Panajotovic, Aleksandra S.;Stefanovic, Mihajlo C.;Draca, Dragan Lj.
    • ETRI Journal
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    • 제31권5호
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    • pp.500-505
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    • 2009
  • The detrimental effect of short-term fading and shadowing can be mitigated using microdiversity and macrodiversity systems, respectively. In this paper, implementation of selection combining at both micro and macro levels to improve system performance is analyzed. An assessment of the performance of such a system is carried out by considering the desired signal as Rician fading with lognormal shadowing and cochannel interference signal as Rayleigh fading superimposed over lognormal shadowing. The proposed analysis is complemented by various performance evaluation results, including the effects on overall system performance of fading severity, shadowing spreads and branch correlation existing at the base station, and correlation between base stations.