• Title/Summary/Keyword: 다목적 최적화.

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Development of Pareto-Optimal Technique for Generation Planning According to Environmental Characteristics in Term (환경특성을 고려한 다목적함수의 기간 발전계획 Pareto 최적화)

  • Lee, Buhm;Kim, Y.H.;Choi, S.K.;Cho, S.L.;Na, I.G.;Hwang, B.S.;Kim, Dong-Geun
    • Proceedings of the KIEE Conference
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    • 2003.11a
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    • pp.233-235
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    • 2003
  • This paper describes a new methodology to get pareto-optimal generation planning for decision-making. To get optimal generation planning consider total quantity of contamination for the specified term, authors employ dynamic programming. And, in the course of dynamic programming, pareto optimal solution can be obtained. So, a most proper solution can be selected by derision-maker. The usefulness is verified by applying It to the test system.

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Minimization of Die Wear Rate by Using Multi-Objective Optimization in Three-Dimensional Extrusion Processes (3차원 압출 공정에서 다목적 최적화 기법을 이용한 금형 마모율의 최소화)

  • Lee S. R.;Yang D. Y.
    • Proceedings of the Korean Society for Technology of Plasticity Conference
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    • 2005.05a
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    • pp.262-265
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    • 2005
  • A shape optimization of flow guide is accomplished to minimize the wear rate of die in three-dimensional flat-die extrusion processes. In order to achieve the balanced flow and the uniformed distribution of the effective strain during the extrusion, a multi-objective optimization is implemented. During the process of optimization formulation, the flow balance and the deviation of strain is considered as constrained conditions. The proposed approach is applied to an extrusion of H section. Through the optimization, it has been confirmed that the wear rate of die can be minimized satisfying the constraint.

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Multipurpose dam effects on flood controls in Nakdong river basin using spatially propagated flood event data (홍수유출 공간 확장 자료를 활용한 홍수조절에 대한 댐의 영향 분석 - 낙동강 유역 중심)

  • Jung, Yong;Kim, Nam Won
    • Proceedings of the Korea Water Resources Association Conference
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    • 2017.05a
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    • pp.460-460
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    • 2017
  • 본 연구에서는 규모가 비슷한 두 개 댐의 홍수조절 경향성과 영향을 시공간적으로 분석하고 하류에 미친 영향에 대해 조사하였다. 이를 위해 낙동강 유역의 안동댐과 임하댐을 선정하였다. 댐 하류에 위치하여 직접적인 영향을 받는 성주 수위관측소를 기준으로 하였다. 성주 수위관측소의 시작은 1995년 3월로, 이를 기준으로 2010까지의 31개 홍수 사상에 대해 홍수조절 능력과 영향을 검토하였다. 홍수사상의 관측치를 기준으로 한강홍수통제소에서 사용하고 있는 저류함수법을 활용하였다. 관측치에 대한 모의를 통해 매개변수를 최적화하고 이를 기준으로 자연상태의 홍수 발생량을 측정하였다. 성주 수위관측소를 중심으로 홍수 조절에 대한 댐 영향을 유역면적의 비와 홍수저감률의 관계로 분석하였으며 수위관측소의 평균저감률과 유역면적의 비와 비교하였다. 댐 운영에 따른 Resevoir Index (RI)를 활용하여 댐에 따른 하류지점에서의 영향성을 분석하였으며 홍수저감 효과를 분석하고 이를 한강유역에서 분석한 자료와 비교 분석하여 분석의 유사성을 통해 다른 유역에 대한 적용 가능성을 제시하고자 한다.

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Adaptation method of multivariate fuzzy decision tree (다변량 퍼지 의사결정트리의 적응 기법)

  • Moon-Jin Jeon
    • Proceedings of the Korea Information Processing Society Conference
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    • 2008.11a
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    • pp.17-18
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    • 2008
  • 다변량 퍼지 의사결정트리(이하 MFDT)는 학습 모델의 구조가 간소하고 분류율이 높다는 장점 때문에 일반 퍼지 의사결정트리를 대신해 손동작 인식 시스템의 분류기로 사용되었다. 다양한 사용자의 손동작 특성을 분류하기 위해 여러 개의 인식 모델을 만들고 새로운 사용자에게 가장 적합한 모델을 선택해 사용하는 모델 선택 기법도 손동작 인식에 적용되었다. 모델 선택 과정을 통해 선택된 모델은 기존 모델 중에서 새로운 사용자의 특성에 가장 가깝지만 해당 사용자에 최적화된 모델이라고는 할 수 없다. 이 논문에서는 MFDT 모델을 새로 입력된 데이터를 이용해 적응시키는 방법을 설명하고 실험 결과를 통해 적응 성능을 검증한다.

Assessment of the Structural Safety for Light-Weight Steel Twin Car-Ferry for Coastal Voyage (연안 항해용 스틸 쌍동 차도선의 경량화 모델 및 구조안전성 평가)

  • Kim, Jae-hyeong;Lee, Sang-eui;Park, Joo-Shin;Lee, Gyeong-Woo;Seo, Kwang-Cheol
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.26 no.4
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    • pp.403-411
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    • 2020
  • This paper discusses the main findings of the development of the twin-hull Car ferry for island freight and passenger transport. The final model had a 19 m wide beam to create enough space for cars on the deck area and thus, enhance the economic feasibility in the market. The vessel had a V-shape with a bulbous bow to minimize the wave-making resistance and the hydrodynamic performance of the ship was verified through computational fluid dynamics. Multi-objective optimization problems of Pareto simulated annealing were used to achieve a weight reduction of approximately 3.9 % and reduce the manufacturing cost. The main results obtained in this study are expected to be useful to engineers and professionals in related industries interested in research on twin catamaran.

Study on Support Vector Machines Using Mathematical Programming (수리계획법을 이용한 서포트 벡터 기계 방법에 관한 연구)

  • Yoon, Min;Lee, Hak-Bae
    • The Korean Journal of Applied Statistics
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    • v.18 no.2
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    • pp.421-434
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    • 2005
  • Machine learning has been extensively studied in recent years as effective tools in pattern classification problem. Although there have been several approaches to machine learning, we focus on the mathematical programming (in particular, multi-objective and goal programming; MOP/GP) approaches in this paper. Among them, Support Vector Machine (SVM) is gaining much popularity recently. In pattern classification problem with two class sets, the idea is to find a maximal margin separating hyperplane which gives the greatest separation between the classes in a high dimensional feature space. However, the idea of maximal margin separation is not quite new: in 1960's the multi-surface method (MSM) was suggested by Mangasarian. In 1980's, linear classifiers using goal programming were developed extensively. This paper proposes a new family of SVM using MOP/GP techniques, and discusses its effectiveness throughout several numerical experiments.

Control of Smart Base-isolated Benchmark Building using Fuzzy Supervisory Control (퍼지관리제어기법을 이용한 스마트 면진 벤치마크 건물의 제어)

  • Kim, Hyun-Su;Roschke P. N.
    • Journal of the Earthquake Engineering Society of Korea
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    • v.9 no.4 s.44
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    • pp.55-66
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    • 2005
  • The effectiveness of fuzzy supervisory control technique for the control of seismic responses of smart base isolation system is investigated in this study. To this end, first generation base isolated building benchmark problem is employed for the numerical simulation. The benchmark structure under consideration is an eight-story base isolated building having irregular plan and is equipped with low-damping elastometric bearings and magnetorheological (MR) dampers for seismic protection. Lower level fuzzy logic controllers (FLC) for far-fault or near-fault earthquakes are developed in order to effectively control base isolated building using multi-objective genetic algorithm. Four objectives, i.e. reduction of peak structural acceleration, peak base drift, RMS structural acceleration and RMS base drift, are used in multi-objective optimization process. When earthquakes are applied to benchmark building, each of low level FLCs provides different command voltage and supervisory fuzzy controller combines two command voltages io one based on fuzzy inference system in real time. Results from the numerical simulations demonstrate that base drift as well as superstructure responses can be effectively reduced using the proposed supervisory fuzzy control technique.

Development of Multi-Purpose Containers for Managing LLW/VLLW from D&D (제염해체 방사성폐기물 관리를 위한 다목적 용기의 개발)

  • Lee, Jaesol;Park, Jeaho;Sung, Nakhoon;Yang, Gehyung
    • Journal of Nuclear Fuel Cycle and Waste Technology(JNFCWT)
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    • v.14 no.2
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    • pp.157-168
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    • 2016
  • Radioactive waste container designs should comply with the requirements for safety (i.e., transportation, storage, disposal) and other criteria such as economics and technology. These criteria are also applicable to the future management of the large amount of LLW and VLLW to arise from decontamination and decommissioning (D&D) of nuclear power plants, which have different features compared to that of wastes from operation and maintenance (O&M). This paper proposes to develop a set of standard containers of multi-purpose usage for transportation, storage and disposal. The concepts of the containers were optimized for management of D&D wastes in consideration of national system for radioactive waste management, in particular the Gyeongju Repository and associated infrastructures. A set of prototype containers were designed and built : a soft bag for VLLW, two metallic containers for VLLW/LLW (a standard IP2 container for sea transport and ISO container for road transport). Safety analyses by simulation and tests of these designs show they are in compliance with the regulatory requirements. A further development of a container with concrete is foreseen for 2016.

Multi-Objective Evaluation for Hybrid Use of Natural Energy in Power System (자연에너지 복합 이용시스템에 대한 다목적 평가)

  • Bae, Sang-Hyun;Lee, Jae-Youn
    • Solar Energy
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    • v.11 no.1
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    • pp.27-40
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    • 1991
  • Research and development works on practical application of natural energy utilization systems involving solar, wind and sea wave energies are under promoting for the purpose of improving the energy consumption structure. These natural energies, made available with the use of relatively simple apparatus, are clean economically efficient and highly effective in the conservation of environment. However, these natural energies also have low energy density, randomness and regional variations. To compensate for these characteristics, hybrid utilization of solar and wind energies is currently under study. The introduction of a plural number of the natural energy hybrid utilization systems into a specific area will affect the economic efficiency, reliability and environmental conservation. Evaluation method of such effects has been examined in this study. The present method consisted of the steps described below. First, available energy was calculated from insolation distribution and wind velocity distribution in the specified area, and then the effect on the configuration of the power system load was obtained. This was followed by the determination of the optimal power dispatch over the specified period and by evaluations in light of economic efficiency, reliability and environmental indices.

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Development of multi-objective optimal design approach for water distribution systems based on water quality-hydraulic constraints according to network characteristic (네트워크 특징에 따른 수질-수리 제약조건 기반 상수도관망 다목적 최적 설계 기술개발)

  • Ko, Mun Jin;Choi, Young Hwan
    • Journal of Korea Water Resources Association
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    • v.55 no.1
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    • pp.59-70
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    • 2022
  • Water distribution systems (WDSs) are a representative infrastructure injecting chlorine to disinfect the pathogenic microorganisms and supplying water from sources to consumers. Also, WDSs prescribe to maintain the usual standard (0.1-4.0 mg/L) of residual chlorine. However, the user's usage pattern, water age, network shape, and type affect the hydraulic features (i.e. nodal pressure, pipe velocity) and water quality features (i.e., the residual chlorine concentration). Therefore, this study developed an optimization approach for optimizing WDSs considering water quality-hydraulic factors using Multi-objective Harmony Search (MOHS). The design cost and the system resilience were applied as the design objective functions, and the nodal pressure and the concentration of residual chlorine are used as constraints. The derived optimal designs through this approach were analyzed according to network characteristics such as the network shapes and type. These optimal designs can meet the safety of economic and water quality aspects to increase user acceptance.