• 제목/요약/키워드: Evolutionary Technique

검색결과 160건 처리시간 0.025초

객체 지향 기법에 기반을 둔 보수 계획 수립에 관한 연구 (A Study on the Maintenance Scheduling based on the Object-Oriented Programming)

  • 박영문;김진호;박종배;원종률
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1996년도 하계학술대회 논문집 B
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    • pp.829-831
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    • 1996
  • This paper is concerning on a study on the object-oriented programming and its application to maintenance scheduling. The concept of object-oriented programming enables us to modify and reuse software with much ease. By introducing object-oriented programming to maintenance scheduling, we can develop a hierarchical and reusable software in maintenance scheduling. The maintenance scheduling problem becoming more and more large and complex can be dealt with the concept of object-oriented technique and we hope this concept will give a reasonable solution. And evolutionary computation will be developed as a optimization technique.

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Constraining the Evolution of Epoch of Reionization by Deep-Learning the 21-cm Differential Brightness Temperature

  • Kwon, Yungi;Hong, Sungwook E.
    • 천문학회보
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    • 제44권2호
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    • pp.78.3-78.3
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    • 2019
  • We develop a novel technique that can constrain the evolutionary track of the epoch of reionization (EoR) by applying the convolutional neural network (CNN) to the 21-cm differential brightness temperature. We use 21cmFAST, a fast semi-numerical cosmological 21-cm signal simulator, to produce mock 21-cm map between z=6-13. We design a CNN architecture that predicts the volume-averaged neutral hydrogen fraction from the given 21-cm map. The estimated neutral fraction has a good agreement with its truth value even after smoothing the 21-cm map with somewhat realistic choices of beam size and the frequency bandwidth of the Square Kilometre Array (SKA). Our technique could be further utilized to denoise the 21-cm map or constrain the properties of the radiation sources.

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MONITORING OBSERVATIONS OF H2O AND SiO MASERS TOWARD POST-AGB STARS

  • Kim, Jaeheon;Cho, Se-Hyung;Yoon, Dong-Hwan
    • 천문학회지
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    • 제49권6호
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    • pp.261-288
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    • 2016
  • We present the results of simultaneous monitoring observations of $H_2O$ $6_{1,6}-5_{2,3}$ (22GHz) and SiO J=1-0, 2-1, 3-2 maser lines (43, 86, 129GHz) toward five post-AGB (candidate) stars, using the 21-m single-dish telescopes of the Korean VLBI Network. Depending on the target objects, 7 - 11 epochs of data were obtained. We detected both $H_2O$ and SiO maser lines from four sources: OH16.1-0.3, OH38.10-0.13, OH65.5+1.3, and IRAS 19312+1950. We could not detect $H_2O$ maser emission toward OH13.1+5.1 between the late OH/IR and post-AGB stage. The detected $H_2O$ masers show typical double-peaked line profiles. The SiO masers from four sources, except IRAS 19312+1950, show the peaks around the stellar velocity as a single peak, whereas the SiO masers from IRAS 19312+1950 occur above the red peak of the $H_2O$ maser. We analyzed the properties of detected maser lines, and investigated their evolutionary state through comparison with the full widths at zero power. The distribution of observed target sources was also investigated in the IRAS two-color diagram in relation with the evolutionary stage of post-AGB stars. From our analyses, the evolutionary sequence of observed sources is suggested as OH65.5+1.3${\rightarrow}$OH13.1+5.1${\rightarrow}$OH16.1-0.3${\rightarrow}$OH38.10-0.13, except for IRAS 19312+1950. In addition, OH13.1+5.1 from which the $H_2O$ maser has not been detected is suggested to be on the gateway toward the post-AGB stage. With respect to the enigmatic object, IRAS 19312+1950, we could not clearly figure out its nature. To properly explain the unusual phenomena of SiO and $H_2O$ masers, it is essential to establish the relative locations and spatial distributions of two masers using VLBI technique. We also include the $1.2-160{\mu}m$ spectral energy distribution using photometric data from the following surveys: 2MASS, WISE, MSX, IRAS, and AKARI (IRC and FIS). In addition, from the IRAS LRS spectra, we found that the depth of silicate absorption features shows significant variations depending on the evolutionary sequence, associated with the termination of AGB phase mass-loss.

휴리스틱 진화에 기반한 효율적 클러스터링 알고리즘 (An Efficient Clustering Algorithm based on Heuristic Evolution)

  • 류정우;강명구;김명원
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제29권1_2호
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    • pp.80-90
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    • 2002
  • 클러스터링이란 한 군집에 포함된 데이터들 간의 유사한 성질을 갖도록 데이터들을 묶는 것으로 패턴인식, 영상처리 등의 공학 분야에 널리 적용되고 있을 뿐만 아니라, 최근 많은 관심의 대상이 되고 있는 데이터 마이닝의 주요 기술로서 활발히 응용되고 있다. 클러스터링에 있어서 K-means나 FCM(Fuzzy C-means)와 같은 기존의 알고리즘들은 지역적 최적해에 수렴하는 것과 사전에 클러스터 개수를 미리 결정해야 하는 문제점을 개선하였으며, 클러스터링의 특성을 분산도와 분리도로 정의하였다. 분산도는 임의의 클러스터의 중심으로부터 포함된 데이터들이 어느 정도 흩어져 있는지를 나타내는 척도인 반면, 분리도는 임의의 데이터와 모든 클러스터 중심간의 거리의 비율로서 얻어지는 소속정도를 고려하여 클러스터 중심간의 거리를 나타내는 척도이다. 이 두 척도를 이용하여 자동으로 적절한 클러스터 개수를 결정하게 하였다. 또한 진화알고리즘의 문제점인 탐색공간의 확대에 따른 수행시간의 증가는 휴리스틱 연산을 적용함으로써 크게 개선하였다. 제안한 알고리즘의 성능 및 타당성을 보이기 위해 이차원과 다차원 실험데이타를 사용하여 실험한 결과 제안한 알고리즘의 성능이 우수함을 나타내었다.

VEGA 기반 FBFE를 이용한 표적 추적 시스템 설계 (The Design of Target Tracking System Using FBFE based on VEGA)

  • 이범직;주영훈;박진배
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 2001년도 춘계학술대회 학술발표 논문집
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    • pp.126-130
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    • 2001
  • In this paper, we propose the design methodology of target tracking system using fuzzy basis function expansion (FBFE) based on virus evolutionary genetic algorithm(VEGA). In general, the objective of target tracking is to estimate the future trajectory of the target based on the past position of the target obtained from the sensor. In the conventional and mathematical nonlinear filtering method such as extended Kalman filter (EKF), the performance of the system may be deteriorated in highly nonlinear situation. To resolve these problems of nonlinear filtering technique, by appling artificial intelligent technique to the tracking control of moving targets, we combine the advantages of both traditional and intelligent control technique. In the proposed method, after composing training datum from the parameters of extended Kalman filter, by combining FBFE, which has the strong ability for the approximation, with VEGA, which prevent GA from converging prematurely in the case of lack of genetic diversity of population, and by identifying the parameters and rule numbers of fuzzy basis function simultaneously, we can reduce the tracking error of EKF. Finally, the proposed method is applied to three dimensional tracking problem, and the simulation results shows that the tracking performance is improved by the proposed method.

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최적 동선을 고려한 MMORPG 퀘스트 보상 설계 기법 (A MMORPG Quest Reward Design Technique By Considering Optimal Quest Play Paths)

  • 강신진;신승호;조성현
    • 한국게임학회 논문지
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    • 제9권4호
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    • pp.57-66
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    • 2009
  • 퀘스트(Quest) 시스템은 MMORPG에서 콘텐츠를 제공하는 핵심 시스템 중 하나이다. 퀘스트디자인 업무에서 퀘스트 보상 설정은 게임 내 작용하는 여러 구성 요소의 높은 조합 복잡도로 인해 적절한 보상 수준을 산출하기가 어려운 문제에 속한다. 본 논문에는 퀘스트 보상 문제를 순회 판매원 문제(Traveling Salesman Problem, TSP)로 모델링하여 해결함으로써 적절한 보상수치를 자동적으로 산출해 낼 수 있는 기법을 제안하였다. 이를 통해 퀘스트 디자인 단계에서 퀘스트 보상 수치 확정을 위한 강도 높은 테스트 부담을 줄이고 정확한 보상 수치를 산출하는데 도움이 될 것이다.

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신뢰성 해석을 이용한 차량 후드 보강재의 위상최적화 (Topology Optimization of the Inner Reinforcement of a Vehicle's Hood using Reliability Analysis)

  • 박재용;임민규;오영규;박재용;한석영
    • 한국생산제조학회지
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    • 제19권5호
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    • pp.691-697
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    • 2010
  • Reliability-based topology optimization (RBTO) is to get an optimal topology satisfying uncertainties of design variables. In this study, reliability-based topology optimization method is applied to the inner reinforcement of vehicle's hood based on BESO. A multi-objective topology optimization technique was implemented to obtain optimal topology of the inner reinforcement of the hood. considering the static stiffness of bending and torsion as well as natural frequency. Performance measure approach (PMA), which has probabilistic constraints that are formulated in terms of the reliability index, is adopted to evaluate the probabilistic constraints. To evaluate the obtained optimal topology by RBTO, it is compared with that of DTO of the inner reinforcement of the hood. It is found that the more suitable topology is obtained through RBTO than DTO even though the final volume of RBTO is a little bit larger than that of DTO. From the result, multiobjective optimization technique based on the BESO can be applied very effectively in topology optimization for vehicle's hood reinforcement considering the static stiffness of bending and torsion as well as natural frequency.

Harmonic Elimination and Optimization of Stepped Voltage of Multilevel Inverter by Bacterial Foraging Algorithm

  • Salehi, Reza;Vahidi, Behrooz;Farokhnia, Naeem;Abedi, Mehrdad
    • Journal of Electrical Engineering and Technology
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    • 제5권4호
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    • pp.545-551
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    • 2010
  • A new family of DC to AC converters, referred to as multilevel inverter, has received much attention from industries and researchers for its high power and voltage applications. One of the conventional techniques for implementing the switching algorithm in these inverters is optimized harmonic stepped waveform (OHSW). However, the major problem in using this technique is eliminating low order harmonics by solving the nonlinear and complex equations. In this paper, a new approach called the "bacterial foraging algorithm" (BFA) is employed. This algorithm eliminates and optimizes the harmonics in a multilevel inverter. This method has higher speed, precision, and convergence power compared with the genetic algorithm (GA), a famous evolutionary algorithm. The proposed technique can be expanded in any number of levels. The purpose of optimization is to remove some low order harmonics, as well as to ensure the fundamental harmonic retained at the desired value. As a case study, a 13-level inverter is chosen. The comparison results by MATLAB software between the two optimization methods (BFA and GA) have shown the effectiveness and superiority of BFA over GA where convergence is desired to achieve global optimum.

Ultrasonic velocity as a tool for mechanical and physical parameters prediction within carbonate rocks

  • Abdelhedi, Mohamed;Aloui, Monia;Mnif, Thameur;Abbes, Chedly
    • Geomechanics and Engineering
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    • 제13권3호
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    • pp.371-384
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    • 2017
  • Physical and mechanical properties of rocks are of interest in many fields, including materials science, petrophysics, geophysics and geotechnical engineering. Uniaxial compressive strength UCS is one of the key mechanical properties, while density and porosity are important physical parameters for the characterization of rocks. The economic interest of carbonate rocks is very important in chemical or biological procedures and in the field of construction. Carbonate rocks exploitation depends on their quality and their physical, chemical and geotechnical characteristics. A fast, economic and reliable technique would be an evolutionary advance in the exploration of carbonate rocks. This paper discusses the ability of ultrasonic wave velocity to evaluate some mechanical and physical parameters within carbonate rocks (collected from different regions within Tunisia). The ultrasonic technique was used to establish empirical correlations allowing the estimation of UCS values, the density and the porosity of carbonate rocks. The results illustrated the behavior of ultrasonic pulse velocity as a function of the applied stress. The main output of the work is the confirmation that ultrasonic velocity can be effectively used as a simple and economical non-destructive method for a preliminary prediction of mechanical behavior and physical properties of rocks.

History of Radiation Therapy Technology

  • Huh, Hyun Do;Kim, Seonghoon
    • 한국의학물리학회지:의학물리
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    • 제31권3호
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    • pp.124-134
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    • 2020
  • Here we review the evolutionary history of radiation therapy technology through the festschrift of articles in celebration of the 30th anniversary of Korean Society of Medical Physics (KSMP). Radiation therapy technology used in clinical practice has evolved over a long period of time. Various areas of science, such as medical physics, mechanical engineering, and computer engineering, have contributed to the continual development of new devices and techniques. The scope of this review was restricted to two areas; i.e., output energy production and functional development, because it is not possible to include all development processes of this technology due to space limitations. The former includes the technological transition process from the initial technique applied to the first model to the latest technique currently used in a variety of machines. The latter has had a direct effect on treatment outcomes and safety, which changed the paradigm of radiation therapy, leading to new guidelines on dose prescriptions, innovation of dose verification tools, new measurement methods and calculation systems for radiation doses, changes in the criteria for errors, and medical law changes in all countries. Various complex developments are covered in this review. To the best of our knowledge, there have been few reviews on this topic and we consider it very meaningful to provide a review in the festschrift in celebration of the 30th anniversary of the KSMP.