• Title/Summary/Keyword: Performance Modeling

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Modeling of Strength of High Performance Concrete with Artificial Neural Network and Mahalanobis Distance Outlier Detection Method (신경망 이론과 Mahalanobis Distance 이상치 탐색방법을 이용한 고강도 콘크리트 강도 예측 모델 개발에 관한 연구)

  • Hong, Jung-Eui
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.33 no.4
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    • pp.122-129
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    • 2010
  • High-performance concrete (HPC) is a new terminology used in concrete construction industry. Several studies have shown that concrete strength development is determined not only by the water-to-cement ratio but also influenced by the content of other concrete ingredients. HPC is a highly complex material, which makes modeling its behavior a very difficult task. This paper aimed at demonstrating the possibilities of adapting artificial neural network (ANN) to predict the comprresive strength of HPC. Mahalanobis Distance (MD) outlier detection method used for the purpose increase prediction ability of ANN. The detailed procedure of calculating Mahalanobis Distance (MD) is described. The effects of outlier compared with before and after artificial neural network training. MD outlier detection method successfully removed existence of outlier and improved the neural network training and prediction performance.

Mathematical Modeling on AC Pollution Flashover Performance of Glass and Composite Insulator

  • Prakash, N.B.;Parvathavarthini, M.;Madavan, R.
    • Journal of Electrical Engineering and Technology
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    • v.10 no.4
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    • pp.1796-1803
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    • 2015
  • While considering the current scenario, in this world power demand goes on increases day by day. Frequent power outages occur in high voltage transmission line due to the deprived performance of polluted insulators; this affects overall operation of power system and may indirectly impinge on the growth of production sector. Many researchers are keenly taking efforts to provide highly reliable and stable power to neediest. In this paper, A.C pollution flashover performance of disc type glass insulator and composite long rod insulators investigation under various artificial pollutions by varying Equivalent Salt Density Deposition (ESDD) levels. Here, we use different types of pollution methods like binding method, dipping method and spraying methods with different types of pollutants concentration. Based on dimensional analysis, four different Mathematical models have been developed to predict the A.C pollution Flashover Voltage (FOV) of insulators. Both the experimental and mathematically modeled results are compared; it's observed that mathematical model 3 yields better results.

Preliminary Design Program for a High Thrust Liquid Rocket-Engine : Components Design for Static Performance Design (대추력 액체로켓엔진 예비설계 프로그램 : 정상성능 설계를 위한 구성품 모델링)

  • Ko, Tae-Ho;Kim, Sang-Min;Kim, Hyung-Min;Yoon, Woong-Sup
    • Proceedings of the Korean Society of Propulsion Engineers Conference
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    • 2009.05a
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    • pp.414-416
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    • 2009
  • In order to build a transient simulation program for a high thrust liquid rocket engine(LRE), a static performance simulation program for components were made. The components were the thrust chamber (combustion chamber and supersonic nozzle), centrifugal pump (impeller and volute casing), impulse turbine, and flow control devices (control valve and orifice). Simplified mathematical models based on classical thermodynamic and inviscid theories were used to remove complexity and enhance the utility of the program. We examined the results of each program qualitatively for validate each component modeling.

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A Study on the Reverse Engineering and Performance Test in the Development of Screw Flowmeter (스크류유량계 개발에서의 역공학 및 성능평가에 관한 연구)

  • Hwang, Jong-Dae;Jung, Jong-Yoon;Lee, Sang-Ryul;Jung, Yoon-Gyo
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.4 no.2
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    • pp.24-30
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    • 2005
  • This research presents a modeling and a manufacturing method of screw flow meter. This paper introduces the efficient design and manufacturing method of screw type flow meter using reverse engineering and test technology. The methods introduced this paper utilize the reverse engineering that is increasing accuracy of modeling and manufacturing of reverse model. And then it can be used in performance test with hydraulic test equipment. Hence this can be used in the basic document for development of the quite accurate flowmeter.

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A Study on the Knowledge Based Control Algorithm for Performance Improvement of the Automotive Suspension System (현가장치의 성능향상을 위한 지능형 제어로직에 관한 연구)

  • So, S.G.;Byun, G.S.
    • Journal of Power System Engineering
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    • v.5 no.2
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    • pp.87-92
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    • 2001
  • Automotive suspension system is a mechanism for isolation of the vibration coming from the road inputs. Recently, the electronically controlled suspension systems which may improve ride and handling performance have been developed. Here, the continuously controlled semi-active suspension system is focused. As a mechanism to control damping forces continuously, a solenoid valve is used. The modeling for the solenoid valve is introduced briefly, a vehicle dynamics modeling is constructed, and then combined system model is completed. To design the efficient control algorithm for the semiactive suspension system the knowledge based fuzzy logic is applied and the technique how to apply the sky-hook theory to the fuzzy logic is developed. Finally, to confirm the improvement of performance the computer simulation is carried out.

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Performance Analysis on the Variable Speed Scroll Compressor with Operating Conditions (가변속 스크롤 압축기의 운전조건의 변화에 따른 성능 해석)

  • 박홍희;박윤철;김용찬
    • Korean Journal of Air-Conditioning and Refrigeration Engineering
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    • v.12 no.7
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    • pp.649-658
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    • 2000
  • Thermodynamic modeling of low-pressure scroll compressor was developed by combining continuity and energy conservation equation. Suction gas heating was considered using energy balance inside the low pressure shell. Pressure, temperature and mass of refrigerant-22 as a function of orbiting angle were calculated by solving the governing equations using fourth order Rung-Kutta scheme. Motor efficiency was taken by experiments with a variation of frequency. The developed model was applied to the analysis of an inverter driven scroll compressor with a variation of frequency, pressure ratio and operating conditions. The model was verified with the experimental results at the same operating conditions. The developed model was adequate to predict performance of the inverter driven scroll compressor as a function of operating conditions. Calculated parameters from the model were discharge temperature, mass flow rate, power input, COP, and thermodynamic properties with respect to orbiting angle. To enhance the performance of a scroll compressor, it is essential to diminish leakage at low frequency level and improve the mechanical efficiency at high frequency level.

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Loss Modeling in order to Predict the Efficiency Performance of Induction Motor Drive System (유도전동기 드라이브 시스템의 효율성능을 예측하기 위한 손실 모델링)

  • 정동화;박기태;이정철
    • Journal of the Korean Society of Safety
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    • v.15 no.4
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    • pp.56-61
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    • 2000
  • The precise and reliable loss model for induction motor and converter system is very important in order to predict the efficiency performance of variable speed drives. This paper proposes an accurate loss model of induction motor and converter system. The motor losses, such as stator and rotor copper loss, core loss and stray loss, are considered for fundamental and harmonic frequencies. Also considered are the skin effect on rotor resistance, temperature effect on bath stator and rotor resistance, magnetizing inductance saturation, and friction and windage loss. All the above features are incorporated in a synchronous frame dynamic d-q equivalent circuit. The converter system, consisting of a diode rectifier and PWM transistor inverter, is modeled accurately for conduction and switching losses. Validity of the models, in both steady state and transient conditions, is verified by simulations.

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A Study on the Performance Improvement and Modeling of Generator for Small Gas Turbine Engine (소형 가스터빈 엔진용 발전기 성능개선 및 모델링 연구)

  • Kim Insoo;Yoon Hyunro
    • Journal of the Korea Institute of Military Science and Technology
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    • v.7 no.3 s.18
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    • pp.174-183
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    • 2004
  • In this paper, the performance improvement and modeling of small onboard generator were described. As the characteristics of the field coil which are a major parameters of generator were improved, the system bandwidth could be increased, therefore the generator could also be satisfied with fast characteristic loads. Established the brief control model of the generator, it could be possible to do the analysis of generator performance, and improve the operational stability of the generator system using the control model.

Study on the Development and Performance Test of Screw Flowmeter using Reverse Engineering (역공학 기술을 이용한 스크류 유량계 개발 및 성능평가에 관한 연구)

  • Kim, Hyeong-Il;Hwang, Jong-Dae;Jung, Yoon-Gyo
    • 유체기계공업학회:학술대회논문집
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    • 2005.12a
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    • pp.601-606
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    • 2005
  • This research presents a modeling and a manufacturing method of screw flow meter. This paper introduces the efficient design and manufacturing method of screw type flow meter using reverse engineering and test technology. The methods introduced this paper utilize the reverse engineering that is increasing accuracy of modeling and manufacturing of reverse model. And then it can be used in performance test with hydraulic test equipment. Hence this can be used in the basic document for development of the quite accurate flowmeter.

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A Study on Data Modeling for VLDB Performance (VLDB의 성능을 고려한 데이터 모델링에 관한 연구)

  • Li, Zhong-Shi;Lee, Chang-Ho
    • Journal of the Korea Safety Management & Science
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    • v.14 no.2
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    • pp.185-192
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    • 2012
  • It has been a huge amount of capacity of 10GB data base in a decade ago so far. Nowadays, however, 10TB is the common data base and even bigger capacities are available. So, new generation of Very Large Data Base (VLDB) has begun. Moving in to the new generation of VLDB has been caused major problems like backing up, restoring, and managing especially performance. It is very hard to export necessary data rapidly now due to the huge amount of data base. In the past, such kind of problems was out of the questions because of less data. As time goes on, however, optimization of performance became a big issue when the VLDB is common. Therefore, new professional technics are urgently required to maintain and optimize the data base that has become a VLDB or one that is in the progress of becoming one.