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Neuro-fuzzy and artificial neural networks modeling of uniform temperature effects of symmetric parabolic haunched beams

  • Yuksel, S. Bahadir;Yarar, Alpaslan
    • Structural Engineering and Mechanics
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    • v.56 no.5
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    • pp.787-796
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    • 2015
  • When the temperature of a structure varies, there is a tendency to produce changes in the shape of the structure. The resulting actions may be of considerable importance in the analysis of the structures having non-prismatic members. The computation of design forces for the non-prismatic beams having symmetrical parabolic haunches (NBSPH) is fairly difficult because of the parabolic change of the cross section. Due to their non-prismatic geometrical configuration, their assessment, particularly the computation of fixed-end horizontal forces and fixed-end moments becomes a complex problem. In this study, the efficiency of the Artificial Neural Networks (ANN) and Adaptive Neuro Fuzzy Inference Systems (ANFIS) in predicting the design forces and the design moments of the NBSPH due to temperature changes was investigated. Previously obtained finite element analyses results in the literature were used to train and test the ANN and ANFIS models. The performances of the different models were evaluated by comparing the corresponding values of mean squared errors (MSE) and decisive coefficients ($R^2$). In addition to this, the comparison of ANN and ANFIS with traditional methods was made by setting up Linear-regression (LR) model.

A Study on the Improvement of Structure of Urban Transit Vehicle Considering Elevation of Fire Safety (화재안전성 향상을 고려한 도시철도 차량의 구조개선에 관한 연구)

  • Kim Kyu-Joong;Lee Seung-Yong;Lee Kuen-Oh
    • Proceedings of the KSR Conference
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    • 2005.11a
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    • pp.15-20
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    • 2005
  • This is a comparative study where we compare simulation results with model examining the time and direction the fire spreads when it breaks out. Also there is vertical distribution of temperature in carriage where the fire spreads out. This study is about demonstrating how to establish smokeless system in urban vehicle, about its necessity, and about vehicle system restructuring, This study also makes an effort to find more advanced method for efficient fire safety in trains, In existing vehicles, in case of fire, the smoke can't go out when doors are closed and hence it spreads in whole train. Even though the method of using ventilation or exhaust established inside the carriage to throw smoke out is much better than the way of opening end doors in each carriage, this study is trying to do research on second way. Through simulation we see that in second case, even though not as good as the first one, smoke can exit through gates. Even though the first method is better, the second can also be uses to let fire out. We can know that in the first case as the smoke can exit out faster, it provides more safety for people. So this system provides better fire safety condition.

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Magnetic Flux Leakage (MFL) based Defect Characterization of Steam Generator Tubes using Artificial Neural Networks

  • Daniel, Jackson;Abudhahir, A.;Paulin, J. Janet
    • Journal of Magnetics
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    • v.22 no.1
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    • pp.34-42
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    • 2017
  • Material defects in the Steam Generator Tubes (SGT) of sodium cooled fast breeder reactor (PFBR) can lead to leakage of water into sodium. The water and sodium reaction will lead to major accidents. Therefore, the examination of steam generator tubes for the early detection of defects is an important requirement for safety and economic considerations. In this work, the Magnetic Flux Leakage (MFL) based Non Destructive Testing (NDT) technique is used to perform the defect detection process. The rectangular notch defects on the outer surface of steam generator tubes are modeled using COMSOL multiphysics 4.3a software. The obtained MFL images are de-noised to improve the integrity of flaw related information. Grey Level Co-occurrence Matrix (GLCM) features are extracted from MFL images and taken as input parameter to train the neural network. A comparative study on characterization have been carried out using feed-forward back propagation (FFBP) and cascade-forward back propagation (CFBP) algorithms. The results of both algorithms are evaluated with Mean Square Error (MSE) as a prediction performance measure. The average percentage error for length, depth and width are also computed. The result shows that the feed-forward back propagation network model performs better in characterizing the defects.

A Analysis Study of Dual-Mode Scramjet Engine Flowpath (이중모드 스크램제트 엔진 Flowpath 해석 연구)

  • Byun, Jong-Ryul;Ahn, Jungki;Ananthkrishnan, N.
    • Proceedings of the Korean Society of Propulsion Engineers Conference
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    • 2017.05a
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    • pp.277-284
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    • 2017
  • This study is the results of the analytical research for a dual-model scramjet engine flowpath which is included inlet, isolator, combustor, and nozzle. To design a dual-mode scramjet engine and to investigate its performance, the performance analysis models and tools are required to develope for aerodynamic, thermodynamic characteristics, propulsion, and total system. Therefore, analysis models for air inlet, isolator, supersonic combustor, and nozzle of a dual-mode scramjet engine were accomplished, the performance characteristics of a dual-mode scramjet engine is investigated with using the developed analysis tools.

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A Development of Motion Detection Based Serious Game "ChoDeungGangHo" for Physical Training

  • Lee, Bum-Ro
    • Journal of the Korea Society of Computer and Information
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    • v.20 no.11
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    • pp.55-62
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    • 2015
  • In this paper we propose a method to analyze user's motion as a game command, and implement a sports serious game applied the motion analysis method as a command interpreter. Recently, various contents platforms appear in industrial market, the computer game contents plays an important role in these emerging platforms as a killer contents. The computer game has enough values as an independent major cultural product, moreover it has the potential to be applied in various other fields such as education, healthcare, training, and so on. It could motivate users to do something continuously, and it could also support an immersive environment in a certain special game contents such as VR game. The Serious game 'ChoDeungGangHo', implemented in this paper, is the sensory healthcare serious game based on 3D run game and fitness game. It is designed for user to train the various exercise element by just playing the game, and it also supports the user management system and the linkage of social media. We proposes the sensory serious game 'ChoDeungGangHo' as a model of commercial serious game.

A Study of Successful Factor on PSD Application Technique for Manual Operation Mode(ATS) (수동운전(ATS)구간에서 PSD 적용 기술의 성공적 요인 분석연구)

  • Son, Yeong-Jin;Park, Keun-Soo;Min, Kyung-Yun
    • Proceedings of the KSR Conference
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    • 2006.11b
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    • pp.755-770
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    • 2006
  • 1974. 8.15 SeoulMetro, beginning with the first electric railway established at six cities, so it is managing mass transportation of traffic. Especially, in case of seoul, It is managing that from one to eight lines, 286.9km, 265 stations have installed and now it is carrying about 5.5million of passengers everyday, and 2,000million passengers a year. So accident is increasing from the station every year. For this measure, SeoulMetro prepares safety fence for passengers crash but, as suicides or people who watch the accident took place, for at the bottom of passengers crash protection, PSD installing is needed. Even though, PSD is managing ATO section but, in controlling SeoulMetro, one to four lines sections are (ATS, ATC)section. Between as ATS, ATC section, ATO section, subway gate and PSD must have opened and crossed always at the time. And the interlock control corrosion protection gate, managing skills with installation, method, using in history, apply to 10rail cars one train sets, and maximum applying 224% sections of passengers congested that consideration is to be needed. So 2004, SeoulMetro improved technology and basic design of PSD at ATS section. Based on this, from 2005.4 to 2006.6, using subway 2lines per 12stations set the model installation(full type 11stations, half type 1station) After installing in case of success, it is going about to suggest that effective analysis and hereafter subject.

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Developing Curricula in the Library and Information Science and Continuing Education for Children's Librarians (어린이사서 양성을 위한 문헌정보학 교과과정과 계속교육의 발전 방안)

  • Hahn, Bock-Hee
    • Journal of the Korean Society for Library and Information Science
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    • v.44 no.3
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    • pp.267-288
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    • 2010
  • The purpose of this paper is to improve curricula of the library and information science education as well as continuing education for children's librarians. For this purpose, the study examined current curricula provided for children's librarianship and continuing education programs. A questionnaire survey of the educational background of current children's librarians was also conducted. Based on the results, this study proposed model curricula in the library and information science education and continuing education programs to train children's librarians.

A Study on the Crushing Characteristic of the Ballast Gravel at High-Speed Railroad (고속선 도상자갈의 파쇄특성에 관한 연구)

  • Lee, Choon-Kil;Kim, Nam-Hong;Woo, Byoung-Koo;Lee, Sung-Uk
    • Journal of the Korean Society for Railway
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    • v.11 no.4
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    • pp.384-389
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    • 2008
  • The ballast, one of track components, plays an essential role as intermedium in transmitting train load to subgrade safely, and the deterioration of ballast directly effects the growth of track irregularity. In this study, we determined the main factor of ballast deterioration was miniature of ballast gravel caused MTT (Multiple Tie Tamper) works and accumulated traffic loads. To estimate the deterioration characteristics of ballast, we carried out field test (Chap.2) through track construction for test and the model test (Chap.3) simulating the actual operation environment, have done a comparative analysis with the sample's result (crushing rate) of high-speed railroad running actually.

A Model to Utilize the Volunteer Service in Public Libraries (공공도서관의 자원봉사 활용실태 및 관리모델 연구)

  • Seol, Mun-Won
    • Journal of the Korean Society for Library and Information Science
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    • v.36 no.1
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    • pp.233-258
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    • 2002
  • Utilizing volunteers is one of the essential strategies to enhance and diversify the library service. especially in public libraries which have limited human resources. The purpose of this study is to explore a guideline which can be applied to recruit and manage volunteers in public libraries. To prepare a guideline. library volunteerism in foreign countries was discussed through the literature and the internet, and an empirical survey was conducted to analyze the volunteer management condition in 422 public libraries. Based on these surveys, a guideline composed of eight steps was recommended. This guideline can help libraries recruit, train, retain, and supervise volunteers in effective manner.

A Study on the Variation of Magnetic Field Intensity and Short Current by Coating Material of Spray in AF Track Circuits (AF궤도회로에서 코팅재에 의한 자계의 세기 및 단락전류 변화에 대한 연구)

  • Kim, Min-Seok;Oh, Sea-Hwa;Park, Yong-Gul;Lee, Jong-Woo
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.60 no.3
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    • pp.552-559
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    • 2011
  • There is a method for offering continuous information by AF track circuits. Magnetic fields are formed by current through rails in the AF track circuit systems. So, the continuous information is received by the magnetic fields on a on-board antenna. Coating materials of spray on rails are researched to decrease defects such as head check, shelling, corrugation, squats and so on in Germany. Currently, a coating method of rail construction is proposed by using the ceramics in Korea. When deciding physical characteristic of the coating material of spray, researches are required about variation of flux density and resistivity by using the coating material of spray. In case that the flux density is much lower than existing value, the information for train control is not transmitted to the on-board antenna. In this paper, inductance on rails is calculated and a model is presented about variation of the magnetic field intensity and resistivity in the AF track circuit. Standard permeability of the coating material of spray is proposed. Also, standard resistivity of the coating material of spray is presented by analyzing short current.