• Title/Summary/Keyword: 성능덱

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A Study on Compressor Map Identification using Artificial Intelligent Technique and Performance Deck Data (인공지능 및 성능덱 데이터를 이용한 압축기 성능도 식별에 관한 연구)

  • Ki Ja-Young;Kong Chang-Duck;Lee Chang-Ho
    • Journal of the Korean Society of Propulsion Engineers
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    • v.9 no.4
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    • pp.81-88
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    • 2005
  • In order to estimate the gas turbine engine performance precisely, the component maps containing their own performance characteristics should be needed. In this study a component map generation method which may identify compressor map conversely from a performance deck provided by engine manufacturer using genetic algorithms was newly proposed. As a demonstration example for this study, the PW 206C turbo shaft engine for the tilt rotor type Smart UAV(Unmanned Aerial Vehicle). In order to verify the proposed method, steady-state performance analysis results using the newly generated compressor map was compared with them performed by EEPP(Estimated Engine Performance Program) deck provided by engine manufacturer. And also the performance results using the identified maps were compared with them using the traditional scaling method. When the performance analysis is performed at far away operation conditions from the design point, in case of use of e component map by the traditional scaling method, the error of the performance analysis results is greatly increasing. In the other hand, if in case of use of the compressor map generated by the proposed GAs scheme, the performance analysis results are closely met with those by the performance deck, EEPP.

A Study on Compressor Map Identification using Artificial Intelligent Technique and Performance Deck Data (인공지능 및 성능덱 데이터를 이용한 압축기 성능도 식별에 관한 연구)

  • Kong Chang-Duck;Ki Ja-Young;Lee Chang-Ho
    • Proceedings of the Korean Society of Propulsion Engineers Conference
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    • 2005.11a
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    • pp.149-153
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    • 2005
  • In order to estimate the gas turbine engine performance precisely, the component maps containing their own performance characteristics should be needed. In this study a component map generation method which may identify compressor map conversely from a performance deck provided by engine manufacturer using genetic algorithms was newly proposed. As a demonstration example for this study, the PW 206C turbo shaft engine for the tilt rotor type Smart UAV (Unmanned Aerial Vehicle). In ordo to verify the proposed method, steady-state performance analysis results using the newly generated compressor map was compared with them performed by EEPP(Estimated Engine Performance Program) deck provided by engine manufacturer. And also the performance results using the identified maps were compared with them using the traditional scaling method. In this investigation, it was found that the newly proposed map generation method would be more effective than the traditional scaling method.

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A Study on Nozzle Performance Influence with Aft-deck Geometry (Aft-deck 형상에 의한 노즐 성능 영향성 연구)

  • Lee, Changwook;Park, Youngseok;Jin, Juneyub;Kim, Jaewon;Choi, Seong Man
    • Journal of the Korean Society of Propulsion Engineers
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    • v.25 no.2
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    • pp.42-54
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    • 2021
  • The Aft-deck is being applied to the latest unmanned aircraft for the purpose of shielding the gas turbine exhaust plume or spreading jets to increase the mixing rate with the ambient air, thereby reducing the temperature of exhaust gases. In this study, we would like to find out how the performance of the nozzle is affected by the design variables of the Aft-deck. The design variables of aft-deck are selected as length, expansion angle and upper deck shape. The correlation between thrust and plume shielding rate with the length variable is presented. And the correlation between the thrust and the jet diffusion range is presented according to the expansion angle. In addition, the thrust increase effect is confirmed by the removal of the upper deck and the characteristics of transverse velocity vector determined mixing performance with external flow.

Study on Performance Modeling of a MT30 Gas Turbine Engine for Marine Ship Applications (선박용 MT30 가스터빈 엔진의 성능 모델링에 관한 연구)

  • Back, Kyeongmi;Ki, Jayoung;Huh, Hwanil
    • Journal of the Korean Society of Propulsion Engineers
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    • v.25 no.1
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    • pp.12-18
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    • 2021
  • In this study, the performance modeling of MT30 gas turbine engine is performed. The design point is determined, and the component performance maps to which the scaling technique is applied are generated using standard maps provided by the commercial program. Off-design point performance analysis is performed with the generated performance model, and this is compared with the performance deck data of the engine. It is confirmed that the data of the performance maps generated by the one-point scaling method had some errors from the performance deck data, and it is determined that correction is necessary to increase the accuracy of the performance model. Therefore, the off-design point analysis is performed by creating the correction performance model in a manner that obtains the scaling factors for each operating point(off-design point) according to the high pressure spool speed.

Feature Selection for Document Classification (문서 분류를 위한 특징 선택)

  • Jin, Hoon;Kim, In-Cheol
    • Proceedings of the Korean Information Science Society Conference
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    • 2001.04b
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    • pp.262-264
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    • 2001
  • 본 논문은 덱스트 형태로 존재하는 문서가 특정 범주가 특정 범주에 속하는 지를 판별하는데 있어서 그 문서를 표현하고 있는 특징을 어떻게 선택할 것인가와 얼마나 선택할 것인가가 미치는 영향을 실험을 통하여 측정하였다. 우리는 실험을 통하여 특징 선택 방법이 분류 성능에 미치는 영향을 알아보고자 하였고, 특징의 개수와 분류 성능과의 상관관계, 그리고 범주의 개수와 특징의 개수와의 관계를 규명하고자 하였다. 결과를 통하여 우리는 뉴스 그룹 문서의 경우 그 분포상황의 특이성에 기인하여 정보획득 방법이 가장 좋은 성능을 냄을 알 수 있었고, 문서의 특징의 개수에 따라 성능에 있어서 커다란 차이가 있음도 알게 되었다. 또한 정보획득 방법과 나이브 베이지안 분류방법을 이용했을 때 가장 좋은 성능을 도출하는 특징의 개수가 범주의 개수에 비례함을 알 수 있었다.

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The Performance Modeling of a Low Bypass Turbofan Engine for Supersonic Aircraft (초음속 항공기용 저바이패스 터보팬엔진 성능 모델링)

  • Choi, Won;You, Jae-Ho;Lee, Il-Woo
    • Journal of the Korean Society of Propulsion Engineers
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    • v.14 no.6
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    • pp.79-88
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    • 2010
  • This paper dealt with the performance modeling of a low bypass turbofan engine for supersonic aircraft. The Pratt and Whitney F100-PW-229 engine has been employed for low bypass turbofan engine performance modeling. Generally, the complete commercially-classified informations concerning the engine are unknown. The components' generic characteristics and assumptions made in order to build the F100-PW-229 engine performance model using by the published data from the open literature as basic data are described. Through the comparison of engine performance model's analysis data using Gasturb11 with engine deck data showed that the engine performance model was evaluated to be properly constructed.

A Study of Inverse Modeling from Micro Gas Turbine Experimental Test Data (소형 가스터빈 엔진 실험 데이터를 이용한 역모델링 연구)

  • Kong, Chang-Duk;Lim, Se-Myeong
    • Journal of the Korean Society of Propulsion Engineers
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    • v.13 no.6
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    • pp.1-7
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    • 2009
  • The gas turbine engine performance is greatly relied on its component performance characteristics. Generally, acquisition of component maps is not easy for engine purchasers because it is an expensive intellectual property of gas turbine engine supplier. In the previous work, the maps were inversely generated from engine performance deck data, but this method is limited to obtain the realistic maps due to calculated performance deck data. Therefore this work proposes newly to generate more realistic compressor map from experimental performance test data. And then a realistic compressor map can be generated form those processed data using the proposed extended scaling method at each rotational speed. Evaluation can be made through comparison between performance analysis results using the performance simulation program including the generated compressor map and on-condition monitoring performance data.

Study on Inverse Modeling of a Turboprop in High Altitude Operation using Engine Performance Data (성능데이터를 이용한 고고도운용 터보프롭엔진 역모델링 연구)

  • Kong, Chang-Duk;Lim, Se-Myeong;Kim, Ji-Hyun
    • Journal of the Korean Society of Propulsion Engineers
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    • v.14 no.3
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    • pp.16-22
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    • 2010
  • The gas turbine engine performance relies greatly on its component performance characteristics. Generally, engine manufacturers do not provide engine purchasers the component performance characteristics which can be obtained by lots of experimental tests at various operating conditions and big amount of expenses. In previous works the component maps have mostly been generated by scaling from a similar component map. However this scaling method has large error at off design points, specially in high altitude operation. Therefore this work proposes an inverse modeling method that can generate components maps of PT6A-67A turboprop engine using performance data provided by the engine manufacturer. In addition, evaluation can be made through comparison between performance analysis results using the performance simulation program including the generated compressor map and performance data.

The Performance Modeling of a Low Bypass Turbofan Engine with Afterburner for Supersonic Aircraft (후기연소기가 장착된 초음속 항공기용 저바이패스 터보팬 엔진 성능 모델링)

  • Choi, Won;Lee, Il-Woo;Yang, Jun-Ho
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.39 no.3
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    • pp.269-278
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    • 2011
  • The details of engine manufacturer's engine simulations are generally kept secret and only those parameters that are used for control purposes are accessible to users. Hence, there is often only a limited amount of data accessible for creating a performance model of the engine. The performance modeling of a low bypass turbofan engine for supersonic aircraft is described herein. The Pratt and Whitney F100-PW-229 engine has been employed for low bypass turbofan engine performance modeling. Published data from the open literature are used as initial data for building the F100-PW-229 engine performance model. The unknown components' characteristics were estimated by optimization of parameters using by adaptive random search method and sensitivity analysis with respect to design variables. The engine performance model was evaluated to be properly constructed through the comparison of result of engine performance analysis and engine deck data.

A Study of Inverse Modeling from Micro Gas Turbine Experimental Test Data (소형 가스터빈 엔진 실험 데이터를 이용한 역모델링 연구)

  • Kong, Chang-Duk;Lim, Se-Myeong;Koo, Young-Ju;Kim, Keon-Woo;Oh, Seong-Hwan;Kim, Ji-Hyun
    • Proceedings of the Korean Society of Propulsion Engineers Conference
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    • 2009.11a
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    • pp.537-541
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    • 2009
  • The gas turbine engine performance is greatly relied on its component performance characteristics. Generally, acquisition of component maps is not easy for engine purchasers because it is an expensive intellectual property of gas turbine engine supplier. In the previous work, the maps were inversely generated from engine performance deck data, but this method is limited to obtain the realistic maps due to calculated performance deck data. Therefore this work proposes newly to generate more realistic compressor map from experimental performance test data. And then a realistic compressor map can be generated form those processed data using the proposed extended scaling method at each rotational speed. Evaluation can be made through comparison between performance analysis results using the performance simulation program including the generated compressor map and on-condition monitoring performance data.

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