• 제목/요약/키워드: increasing set

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Prediction of rebound in shotcrete using deep bi-directional LSTM

  • Suzen, Ahmet A.;Cakiroglu, Melda A.
    • Computers and Concrete
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    • 제24권6호
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    • pp.555-560
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    • 2019
  • During the application of shotcrete, a part of the concrete bounces back after hitting to the surface, the reinforcement or previously sprayed concrete. This rebound material is definitely not added to the mixture and considered as waste. In this study, a deep neural network model was developed to predict the rebound material during shotcrete application. The factors affecting rebound and the datasets of these parameters were obtained from previous experiments. The Long Short-Term Memory (LSTM) architecture of the proposed deep neural network model was used in accordance with this data set. In the development of the proposed four-tier prediction model, the dataset was divided into 90% training and 10% test. The deep neural network was modeled with 11 dependents 1 independent data by determining the most appropriate hyper parameter values for prediction. Accuracy and error performance in success performance of LSTM model were evaluated over MSE and RMSE. A success of 93.2% was achieved at the end of training of the model and a success of 85.6% in the test. There was a difference of 7.6% between training and test. In the following stage, it is aimed to increase the success rate of the model by increasing the number of data in the data set with synthetic and experimental data. In addition, it is thought that prediction of the amount of rebound during dry-mix shotcrete application will provide economic gain as well as contributing to environmental protection.

핀 휠 기반 거스 기어의 접촉 피로수명 평가 (Estimation of Contact Fatigue Life of a Girth Gear Based on Pinwheel)

  • 권순만;신흥철
    • 한국생산제조학회지
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    • 제25권4호
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    • pp.245-252
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    • 2016
  • Girth gears are applied in the mining, cement, and mineral processing industries and used in various types of horizontal mills, rotary dryers and kilns, and other heavy-gear ring applications. The large ring gears are normally fitted outside mills or kilns to provide the primary rotational drive. Recently, an external pinwheel gear set (e-PGS) was introduced to overcome manufacturing problems associated with girth gears. e-PGS is also suitable for low-speed, heavy-duty mechanical transmission and dusty and poor-lubrication conditions. This paper first presents a new profile modification of root relief for the e-PGS cam pinion. We then investigate load-stress factors to estimate the surface fatigue life by varying the shape design parameters. The results show that the contact fatigue life of an e-PGS can be extended significantly by increasing the profile shift coefficient. However, support bearing life of the pinwheel depends more on the contact force distribution than the profile shift coefficient.

A Study on the Recognition and Policy Direction of Welfare Service for the Disabled - Focusing on D-County -

  • Kim, Jae-Nam
    • 한국컴퓨터정보학회논문지
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    • 제21권12호
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    • pp.197-201
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    • 2016
  • This study is a study on the recognition and policy direction of welfare service for the disabled. For this, it aims to draw implications about the policy direction of welfare service for the disabled using basic investigation of welfare for the disabled among $2^{nd}$, $3^{rd}$ community social welfare plans of Jeollanam-do. As study results, it was analysed that the demand of welfare service for the disabled is increasing from providing the past livelihood such as establishing the foundation for basic livelihood to customized welfare service such as supplying jobs for enhancing the quality of life of the disabled. That is judged to be caused by needs for human's basic rights according to economic development and improvement in income level, and it will be appropriate to set up the software-focused policy for the disabled individuals rather than to set up the hardware-focused policy like the past. Despite the implications like these, however, this study has limitation that its subject is restricted to D-gun, so henceforth it needs to draw more general conclusions through comprehensive research about more extensive regions.

Effects of Co-agent Type and Content on Curing Characteristics and Mechanical Properties of HNBR Composite

  • Lee, Young Seok;Ha, KiRyong
    • Elastomers and Composites
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    • 제55권2호
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    • pp.95-102
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    • 2020
  • Currently, peroxide cure is a widely used cure system for rubber materials. To improve its effectivity, co-agents are used to enhance the peroxide efficiency and mechanical properties of rubber materials. Co-agents are multifunctional organic compounds that are highly reactive towards free radicals. These co-agents provide higher cross-link densities for a given peroxide concentration and improve the mechanical properties of peroxide-cured rubber composites. In this study, trimethylolpropane trimethacrylate (TMPTMA) and high vinyl 1,2-polybutadiene (HVPBD) were used as co-agents. In order to obtain a concentration that achieves a favorable balance between mechanical properties and co-agent concentration, this research investigated the effects of co-agent content on the curing characteristics, chemical structures, and mechanical properties of HNBR composites. Additionally, the heat aging properties and compression sets of HNBR composites were investigated. Based on the results, we found that the HNBR composites with TMPTMA co-agents exhibited higher Shore A hardness and 10% modulus and better heat aging resistance and compression set than that of the HVPBD co-agent. The heat aging resistance and compression set deteriorated with increasing HVPBD content.

Al고압주조공법에서 사출슬리브 온도 조절을 통한 Chill layer의 최적 제어 (Optimal Control of Chill layers through Regulation of Temperature on Shot Sleeve in Aluminum High Pressure Diecasting)

  • 박진영;김억수;박용호;박익민
    • 한국재료학회지
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    • 제16권11호
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    • pp.698-704
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    • 2006
  • In this study, the effect of chill layers occurred in shot sleeve on the molten metal filling was analyzed through computer simulation. The behavior of chill layers with temperature variation of shot sleeve set from 200 to $280^{\circ}C$ was also investigated. The simulation results showed the chill layers set in the in-gates during the injection process change the main filling direction and cause turbulent flow pattern, resulting in porosities inside the castings. The amount of chill layers with the increasing temperature of shot sleeve was considerably reduced. Particularly, at the setting temperature of $280^{\circ}C$ by heat control unit, the biggest reduction in chill layers, excellent trimmed surface and the highest density were achieved, suggesting that as the optimal sleeve condition in aluminum high pressure diecasting, especially for highly complex parts like valve body.

잠수함의 제어판 재밍에 대한 안전운항영역 설정 (A Study on the Safety Operational Envelope of a Submarine in Jamming)

  • 박종용;김낙완;신용구
    • 대한조선학회논문집
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    • 제54권4호
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    • pp.301-311
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    • 2017
  • Safety operational envelope (SOE) is the area which guarantees the safety of a submarine from the accident such as jamming and flooding. The maximum safe depth is set to prevent the damage to the hull from increasing water pressure with depth. A minimum safety depth is set to prevent a submarine from the exposure above the free surface and collision against surface ship. The prediction method for the SOE in the design phase is needed to operate the submarine safely. In this paper, the modeling and calculation methods of the SOE are introduced. Main ballast tank blowing modeling and propeller force modeling are conducted to simulate the accidents and the recovery process. The SOEs are established based on the crash stop and emergency rising maneuver simulation. From the simulation results, it can be known that the emergency rising maneuver is more effective recovery action than the crash stop.

클로로부틸 고무 함량이 클로로부틸 고무 블렌드물의 기계적 물성에 미치는 영향 (Effects of Chlorobutyl Rubber Content on the Mechanical Properties of Chlorobutyl Rubber Blends)

  • 박차철;표경덕
    • Elastomers and Composites
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    • 제45권4호
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    • pp.280-285
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    • 2010
  • CIIR에 BR, SBR 및 NBR을 다양한 조성으로 혼합하여 블렌드물의 마찰계수와 내마모특성 및 물리적 특성 변화 등을 검토하였다. 영구압축줄음율 측정에서 블렌드비율 25%에서 가장 높은 값을 나타내어 변형에 대한 저항 특성이 가장 낮은 것으로 나타났다. SBR, NBR, BR이 CIIR에 블렌딩됨에 따라 블렌드물의 마찰계수는 산술평균적으로 저하하는 경향을 나타내었다. 마찰력 향상을 위하여 BR에 CIIR을 블렌딩하는 경우 마찰계수 증가에 의한 접지력 향상보다는 내마모 성능 저하에 의한 마이너스효과가 더욱 큰 것으로 나타났다.

외기 도입에 따른 바닥급기 시스템의 에너지 사용량 분석 (Analysis of the Energy Consumption in Underfloor Air Distribution System depending on Outdoor Air Intake Rates)

  • 김동희;허정호;조동우;유기형;유지용
    • 대한설비공학회:학술대회논문집
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    • 대한설비공학회 2006년도 하계학술발표대회 논문집
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    • pp.826-831
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    • 2006
  • In this paper, we discussed the energy performance of underfloor air distribution(UFAD) and overhead air distribution system according to outdoor air intake rates in a office building. For this, the laboratory(S lab.) is selected for measuring the thermal environments of UFAD system and overhead system. Based on the measured data, the TRNSYS simulation is used to evaluate the energy performance of UFAD system and the overhead system according to outdoor air intake rates. By increasing outdoor air intake rates from required outdoor air intake rates(100CMH) to maximum air intake rates, the energy savings of UFAD system comparing with overhead system are varied $15%{\sim}25.6%$ in summer, $12.8%{\sim}19%$ in fall/spring and not varied in winter(8%). As results of simulations on stratification height and cooling set temperature, the lower the stratification height and the higher cooling set temperature, the larger cooling energy savings of UFAD comparing with overhead system according to outdoor air intake rates.

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Precision Evaluation of Three-dimensional Feature Points Measurement by Binocular Vision

  • Xu, Guan;Li, Xiaotao;Su, Jian;Pan, Hongda;Tian, Guangdong
    • Journal of the Optical Society of Korea
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    • 제15권1호
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    • pp.30-37
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    • 2011
  • Binocular-pair images obtained from two cameras can be used to calculate the three-dimensional (3D) world coordinate of a feature point. However, to apply this method, measurement accuracy of binocular vision depends on some structure factors. This paper presents an experimental study of measurement distance, baseline distance, and baseline direction. Their effects on camera reconstruction accuracy are investigated. The testing set for the binocular model consists of a series of feature points in stereo-pair images and corresponding 3D world coordinates. This paper discusses a method to increase the baseline distance of two cameras for enhancing the accuracy of a binocular vision system. Moreover, there is an inflexion point of the value and distribution of measurement errors when the baseline distance is increased. The accuracy benefit from increasing the baseline distance is not obvious, since the baseline distance exceeds 1000 mm in this experiment. Furthermore, it is observed that the direction errors deduced from the set-up are lower when the main measurement direction is similar to the baseline direction.

전기히터식 및 지열원 히트펌프식 농산물 열풍건조기의 에너지 성능 비교 (Energy Performance Comparison of Electric Heater and Geothermal Source Heat Pump type Agricultural Hot Air Dryers)

  • 양원석;김영일;박승태
    • 한국지열·수열에너지학회논문집
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    • 제14권4호
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    • pp.7-12
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    • 2018
  • Energy performance of electric heater and geothermal source heat pump type hot air dryers are compared in this study. For set temperatures of $30^{\circ}C$, $35^{\circ}C$ and $40^{\circ}C$, radish is dried from initial mass 60 kg until it gets 5 kg, where the difference equals the amount of water removed. As set temperature is increased, drying time is shortened for both electric heater and heat pump types, however energy efficiency is decreased due to increasing electricity consumption. Moisture extraction rate(MER) of electric heater is 2.58~2.84 kg/h, and for heat pump type 2.56~2.71 kg/h, showing little difference between the two types. Specific moisture extraction rate (SMER) of electric heater is 0.94~0.96 kg/kWh, and for heat pump type 1.72~2.21 kg/kWh. SMER of heat pump type is greater by 0.78~1.25 kg/kWh than the electric heater hot air dryer, which is 1.8~2.3 times better in terms of energy efficiency.