• Title/Summary/Keyword: 팬 수명

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A Proposal of Remaining Useful Life Prediction Model for Turbofan Engine based on k-Nearest Neighbor (k-NN을 활용한 터보팬 엔진의 잔여 유효 수명 예측 모델 제안)

  • Kim, Jung-Tae;Seo, Yang-Woo;Lee, Seung-Sang;Kim, So-Jung;Kim, Yong-Geun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.4
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    • pp.611-620
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    • 2021
  • The maintenance industry is mainly progressing based on condition-based maintenance after corrective maintenance and preventive maintenance. In condition-based maintenance, maintenance is performed at the optimum time based on the condition of equipment. In order to find the optimal maintenance point, it is important to accurately understand the condition of the equipment, especially the remaining useful life. Thus, using simulation data (C-MAPSS), a prediction model is proposed to predict the remaining useful life of a turbofan engine. For the modeling process, a C-MAPSS dataset was preprocessed, transformed, and predicted. Data pre-processing was performed through piecewise RUL, moving average filters, and standardization. The remaining useful life was predicted using principal component analysis and the k-NN method. In order to derive the optimal performance, the number of principal components and the number of neighbor data for the k-NN method were determined through 5-fold cross validation. The validity of the prediction results was analyzed through a scoring function while considering the usefulness of prior prediction and the incompatibility of post prediction. In addition, the usefulness of the RUL prediction model was proven through comparison with the prediction performance of other neural network-based algorithms.

Improvement of the Heat Resistance Reliability of an Axial Smoke Exhaust Fan (배연용 축류팬의 내열 신뢰성 향상)

  • Hur, Jin-Huek;Heo, Ki-Moo;Moon, Seung-Jae;Lee, Jae-Heon
    • Korean Journal of Air-Conditioning and Refrigeration Engineering
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    • v.21 no.12
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    • pp.656-662
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    • 2009
  • In this paper, the heat resistance reliability of an axial smoke exhaust fan was investigated. An axial smoke exhaust fan should be capable of operating at $250^{\circ}C$ for 2 hours. The heat resistance reliability was evaluated by the heat resistance reliability test. A B10 life with a 90% confidence level was estimated to be about 48 minute. The failure occurred in the motor due to high temperature. The main failure mechanisms of the motor were melting of bond and insulating paper and burning of insulating materials in the coil. The heat resistance reliability was improved by changing the way to unite the core and the coil and by replacing the insulating paper and the insulating materials of the coil. A B10 life with a 90% confidence level of a modified axial smoke exhaust fan was estimated to be over 120 minute.

Thermal Reliability Analysis of a Closed Type Motor in an Axial Fan for the Large Space Ventilation (대형공간환기용 축류팬에 사용되는 밀폐형 모터의 열신뢰성 분석)

  • Lee, Tae-Gu;Hur, Jin-Huek;Moon, Sun-Ae;Yoo, Ho-Seon;Moon, Seung-Jae;Lee, Jae-Heon
    • Proceedings of the SAREK Conference
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    • 2007.11a
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    • pp.494-499
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    • 2007
  • The thermal reliability of the closed-type BLDC motor for the high speed axial fans is analyzed by a numerical method in this dissertation. Since the module and the motor part are combined in a closed case, the heat generated from a rotor in the motor and the electronic components in the PCB module can not be effectively removed to the outside. Therefore the module will easily fail by high temperature. The accelerated-life testing was accomplished to formulate the life equation and numerical method is used to predict the inside temperature of the PCB module, which is one of the life equation parameter according to the environment. The experiment for measuring the surface heat flux of the electronic components is carried out to apply the boundary condition of numerical study. When the environment temperature of BLDC motor is 21, 35 and $50^{\circ}C$, the temperature in the PCB space is predicted as 73.4, 87.5 and $102.4^{\circ}C$. Then the life time with the temperature are calculated as 2,239, 863 and 328.

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A Study on the Design and Implementation of 2-phase BLDC Fan Motor with 1-horsepower Class for Air Conditioning (공조용 1마력급 2상 BLDC 팬모터의 설계 및 구현에 관한 연구)

  • Baek, Soo-Whang
    • The Journal of the Korea institute of electronic communication sciences
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    • v.13 no.4
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    • pp.757-764
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    • 2018
  • This paper describes the design and implementation of a 1hp class two-phase type BLDC fan motor used in an air conditioning system. The BLDC motor, which is implemented in this study, is not a commutator motor type with excellent lifetime and durability and is driven by two phase power source. The most important target specification of a motor used in an air conditioning system is that it has a high efficiency at the rated operating point. For this purpose, we designed the stator shape of the BLDC motor, the design of the rotor magnet, and the control circuit for driving. The BLDC motor has a structure where the motor part, the control part, and the power part are integrated. The finite element analysis was used to calculate the characteristics of the BLDC motors, and the conformity of the design results was confirmed by fabricating and testing the prototype model.

A Study on Numerical Analysis for Internal PEMFC Cooling of Power Pack for UPS (UPS 파워 팩 내부 연료전지의 냉각특성에 대한 수치 해석)

  • Song, Jun-Seok;Kim, Byeong-Heon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.4
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    • pp.527-535
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    • 2017
  • Heat management is one of the most critical issues in Polymer Electrolyte Membrane Fuel Cells (PEMFCs) installed inside the fuel cell power pack of a fuel cell battery hybrid UPS. If the heat generated by the chemical reaction in the fuel cell is not rapidly removed, the durability and performance of the fuel cell may be affected, which may shorten its lifetime. Therefore, the objective of this study is to select and propose a proper cooling method for the fuel cells used in the fuel cell power pack of a UPS. In order to find the most appropriate cooling method, the various design factors affecting the cooling performance were studied. The numerical analysis was performed by a commercial program, i.e., COMSOL Multiphysics. Firstly, the surface temperature of the 1 kW class fuel cell stack with the cooling fans placed at the top was compared with the one with the cooling fans placed at the bottom. Various rotation speeds of the cooling fan, viz. 2,500, 3,000, 3,500, and 4,000 RPM, were tested to determine the proper cooling fan speed. In addition, the influence of the inhaled air flow rate was investigated by changing the porous area of the grille, which is the entrance of the air flowing from the outside to the inside of the power pack. As a result, it was found that for the operating conditions of the 1 kW class PEMFC to be acceptable, the cooling fan was required to have a minimum rotating speed of 3500 RPM to maintain the fuel cell surface temperature within an acceptable range. The results of this study can be effectively applied to the development of thermal management technology for the fuel cells inside the fuel cell power pack of a UPS.

Thermal Reliability Analysis of BLDC Motor in a High Speed Axial Fan by Numerical Method (수치해석에 의한 고속팬용 밀폐구조형 BLDC모터의 열신뢰성 분석)

  • Moon, Sun-Ae;Lee, Jae-Heon
    • Korean Journal of Air-Conditioning and Refrigeration Engineering
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    • v.22 no.3
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    • pp.130-138
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    • 2010
  • The thermal reliability of the closed-type BLDC motor for the high speed axial fans is analyzed by a numerical method in this paper. Since the module and the motor part are combined in a closed case, the heat generated from a rotor in the motor and the electronic components in the PCB module can not be effectively removed to the outside. Therefore the module will easily fail by high temperature. The accelerated-life testing was accomplished to formulate the life equation and numerical method is used to predict the inside temperature of the PCB module, which is one of the life equation parameter according to the environment. When the environment temperature of BLDC motor is 21, 35 and 50 $^{\circ}C$, the temperature in the PCB space is predicted as 73.4, 87.5 and 102.4 $^{\circ}C$. Then the life time with the temperature are calculated as 2,239, 863 and 328 hours.

A Method for Reliability Analysis of Process Facilities under Changing Operating Conditions (운전조건이 변화하는 공정설비의 신뢰도 분석기법)

  • Choi Soo Hyoung
    • Journal of the Korean Institute of Gas
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    • v.7 no.4 s.21
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    • pp.20-23
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    • 2003
  • The analysis of reliabilities of process facilities often uses models based on the Weibull distribution. The parameters in these models are functions of operating conditions, and determined by experiments. Using these values, we calculate the reliability, mean time to failure, and standard deviation. The conventional method assumes that the operating condition is constant, and thus treats the model parameters as constants. In this paper, a reliability function is proposed which is applicable when the scale parameter is a function of time, and an analysis method based on this is also presented. A case study on a cooling fan resulted in a big difference from the conventional method to which the average operating conditions were applied. The proposed method is also applicable to other process facilities, and expected to effectively take into account the effects of changes in the operating conditions on the reliabilities of the facilities.

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Between Text and Image, The Audience and Film -The Weekly Newsletters and Leaflets of Dansungsa as Media (1926-1937) (문자와 영상, 관객과 영화의 사이에서 -미디어로서의 단성사 주보와 전단(1926-1937))

  • Nam, Ki-Woong
    • Journal of Popular Narrative
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    • v.27 no.1
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    • pp.99-130
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    • 2021
  • This paper examines printed materials such as weekly newsletters and leaflets issued by Dansungsa, a movie theater in Colonial Korea for a promotional purpose as independent modern media. During the 1920s and 1930s, in tandem with the development of the incipient printing houses in Namchon, Gyeongseong, including Suyeongsa, Dansungsa published promotional prints including weekly newsletters and leaflets in a serial manner to compete with Joseon-gukjang and Umigwan. As these materials contain various information including movie programmes, spectatorship, distributional channels, and promotional strategies that bears witness to theater culture of this time, this paper focuses on the dynamics where not only text and image but also audiences and filmic texts are mediated one another. To this end, the paper has three objectives. First, I argue that weekly newsletters and leaflets can be considered as 'flickering media' that meddles in text and image culture. Second, Dansungsa's promotional prints interpellated film audiences as a loyal fan group while mediating audiences and filmic texts. In doing so, I suggest that these print materials established its own cultural domain differentiated from filmic culture itself. Third, these ephemeral materials contributed to narrowing the gap between colonial Joseon and the World in its imaginary geography through the function of mediation.

전기화학공정을 이용한 질화규소방열기판 상 금속 전극 형성에 관한 연구

  • Sin, Seong-Cheol;Kim, Ji-Won;Gwon, Se-Hun;Im, Jae-Hong
    • Proceedings of the Korean Institute of Surface Engineering Conference
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    • 2016.11a
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    • pp.129.1-129.1
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    • 2016
  • 반도체, 디스플레이, PC 등 전자기기의 경우 소자 내 발생된 열로 인해 기기의 성능 및 효율, 수명 등이 감소하기 때문에 이러한 내부 열을 외부로 방출시켜줄 필요가 있다. 일반적으로 heat pipe나 냉각 팬(fan) 등의 외부장치에 의해 강제적으로 냉각해주는 기술이 있지만 휴대용 디바이스와 같이 작은 전자기기의 경우 소자 자체적으로 열전도 특성이 뛰어난 기판을 사용하여 열전도에 의해 열이 소자 밖으로 방출될 수 있도록 방열 설계를 해주어야 한다. 따라서 소자 전체를 지지해주고 열전도에 의해 방열 기능을 해주는 방열기판에 대한 관심이 증가하고 있다. 현재 가장 많이 사용되어지는 세라믹 방열기판으로는 알루미나가 있지만 보다 소자의 집적화와 고성능화로 인하여 열전도도가 높은 질화규소 기판의 요구가 증대되고 있다. 하지만 이러한 질화규소기판에 금속전극을 형성하는 기술은 종래의 알루미나 기판에 이용한 DPC(Direct Plated Copper), DBC(Direct Bonded Copper)기술을 적용할 수 없다. 그래서 현재는 메탈블레이징을 이용하여 전극을 형성하지만 공정비용 및 대형기판에 형성이 어려운 단점이 있다. 따라서, 본 연구에서는 질화규소 방열기판에 전기화학공정을 통하여 밀착력이 우수한 금속 전극 회로층 형성에 대한 연구를 진행하였다. 질화규소 방열기판에 무전해 Ni 도금을 통하여 금속층을 형성하는데 이 때 세라믹 기판과 금속층 사이의 낮은 밀착력을 향상시키기 위해 습식공정을 통하여 표면처리를 진행하였다. 또한 촉매층을 $Pd-TiO_2$ 층을 이용하여 무전해 도금공정을 이용하여 Ni, 전극층을 형성하였다. 질화규소 표면에 OH기 형성을 확인하기 위해 FT-IR(Fourier-transform infrared spectroscopy)분석을 실시하였으며 OH 그룹 형성 및 silane의 화학적 결합으로 인해 금속 전극층의 밀착력이 향상된 것을 cross hatch test 및 scratch test를 통해 확인하였고 계면 및 표면형상 특성 등을 분석하기 위해 TEM(Transmission electron microscopy), SEM(Scanning electron microscopy), AFM(Atomic-force microscopy)등의 장비를 이용하였다.

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High Performance Control of SRM Drive System for Automobiles by C-dump Converter (C-dump Converter에 의한 차량용 SRM 구동 시스템의 고성능제어)

  • 김도군;윤용호;이태원;원충연;김영렬
    • The Transactions of the Korean Institute of Power Electronics
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    • v.8 no.6
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    • pp.534-542
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    • 2003
  • Small electric motors in an automobile perform various tasks such as engine cooling, pumping, HVAC etc. At present, most of them are DC motors supplied by 12V or 24V batteries. However, DC motors suffer from low efficiency, life cycles and reliability. Therefore, there is a growing interest in substituting DC motors for advanced at motors including switched reluctance motors(SRM). Although there are several other forms SRM convertors, they are either unsatisfactory to the control performance or unsuitable for the 12V battery source. Especially, a conventional asymmetric converter of SRM provides the best flexible and effective control to the current waveform of SRM, but it has the most switches and produces conducting voltage drops across two power switches during SRM operation. For automotive applications with a 12V battery source, this circuit is inadequate. For considering the requirement for effective operation and simple structure of converter in the limited internal circumstance of automobiles, the author inclines toward selecting Modified C-dump converter and Energy efficient c-dump converter.