• Title/Summary/Keyword: Higher power rate

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Naval Vessel Spare Parts Demand Forecasting Using Data Mining (데이터마이닝을 활용한 해군함정 수리부속 수요예측)

  • Yoon, Hyunmin;Kim, Suhwan
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.40 no.4
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    • pp.253-259
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    • 2017
  • Recent development in science and technology has modernized the weapon system of ROKN (Republic Of Korea Navy). Although the cost of purchasing, operating and maintaining the cutting-edge weapon systems has been increased significantly, the national defense expenditure is under a tight budget constraint. In order to maintain the availability of ships with low cost, we need accurate demand forecasts for spare parts. We attempted to find consumption pattern using data mining techniques. First we gathered a large amount of component consumption data through the DELIIS (Defense Logistics Intergrated Information System). Through data collection, we obtained 42 variables such as annual consumption quantity, ASL selection quantity, order-relase ratio. The objective variable is the quantity of spare parts purchased in f-year and MSE (Mean squared error) is used as the predictive power measure. To construct an optimal demand forecasting model, regression tree model, randomforest model, neural network model, and linear regression model were used as data mining techniques. The open software R was used for model construction. The results show that randomforest model is the best value of MSE. The important variables utilized in all models are consumption quantity, ASL selection quantity and order-release rate. The data related to the demand forecast of spare parts in the DELIIS was collected and the demand for the spare parts was estimated by using the data mining technique. Our approach shows improved performance in demand forecasting with higher accuracy then previous work. Also data mining can be used to identify variables that are related to demand forecasting.

A Study on the Characteristics of NbOx Thin Film at Various Frequencies of Pulsed DC Sputtering by In-Line Sputter System (인라인 스퍼터 시스템을 이용한 펄스의 주파수 변화에 따른 NbOx 박막 특성에 관한 연구)

  • Eom, Jimi;Oh, Hyungon;Kwon, Sang Jik;Park, Jung Chul;Cho, Eou Sik;Cho, Il Hwan
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.26 no.1
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    • pp.44-48
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    • 2013
  • Niobium oxide($Nb_2O_5$) films were deposited on p-type Si wafers at room temperature using in-line pulsed-DC magnetron sputtering system with various frequencies. The different duty ratios were obtained by varying the frequency of pulsed DC power from 100 to 300 kHz at the fixed reverse time of $1.5{\mu}s$. From the thickness of the sputtered $NbO_x$ films, it was possible to obtain much higher deposition rate in case of pulsed-DC sputtering than RF sputtering. However, the similar leakage currents and structural characteristics were obtained from the metal-insulator-semiconductor(MIS) structure fabricated with the $NbO_x$ films and the x-ray photoelectron spectroscopy(XPS) results in spite of the different deposition rates. From the experimental results, the $NbO_x$ films sputtered by pulsed-DC sputtering are expected to be used in the fabrication process instead of RF sputtering.

A study on the Effects of Crystal Structure of Domestic High-Ca Limestones on the Grinding and Dissolution Rates in the Simulated Spray Type Absorption Tower (스프레이 모사 흡수탑에서 국내 고품위 석회석의 결정구조가 분쇄 및 용해도에 미치는 영향 연구)

  • Seo, Jun-Hyung;Baek, Chul-Seoung;Cho, Jin-Sang;Ahn, Ji-Whan;Cho, Kye-Hong
    • Resources Recycling
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    • v.26 no.6
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    • pp.10-19
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    • 2017
  • It is studied the effect of crystal structure of domestic High-Ca limestones using absorbent for desulfurization on the grinding characteristics and dissolution rates in wet flue gas desulfurization process of domestic coal fired power plant. It compared the crystal structure, grinding work index and dissolution rates with 4 Limestones from Jecheon-Danyang with different crystal structure, and we found that grinding work index differ in crystal size and crystal structure of limestones : The lower the value of the grinding work index is, the higher the dissolution rates of limestones. Confirmed that we have important indicators of grinding characteristics for crystal structure with CaO content of limestones.

A Study on Slurry Isolation Through Chemical Processing, with Comparative Analysis and Validation (화학적 처리를 적용한 Slurry 분리 및 비교분석 검증 연구)

  • Na, Wonshik
    • Journal of Digital Contents Society
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    • v.14 no.1
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    • pp.35-40
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    • 2013
  • The use of slurry with a mix of abrasives and coolant for making Wire Saw in the photovoltaic industry has sharply increased with the semiconductor wafer. In this paper, the slurry was isolated, purified and dried by microwave drying method with high-purity silicon carbide powder obtained through chemical processing. Dried slurry bulk was first pulverized and chemical treatment was applied to produce powder. The produced slurry powder was then analyzed by going through the following analysis; thermal analysis, particle size analyses: SEM shots, elemental analysis, XRF and XRD. The results of this study found the recovery rate of the power obtained though the chemical processing to be higher than the one obtained from mineral processing. The results anticipate infrastructure building and active responses to increasingly stronger domestic and international environmental regulations through the integration and recycling of large amounts of slurry in the photovoltaic industry.

Analysis for the Economic efficiency of District Heating and Gas Engine Co-generation System comparing with Central Heating System (중앙난방방식을 지역난방.소형열병합난방방식으로 전환시의 경제성 비교 분석)

  • Kim, Kyu-Saeng;Lee, Sang-Hyeok;Hong, Kyung-Pyo;Won, Young-Jae
    • Proceedings of the SAREK Conference
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    • 2007.11a
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    • pp.459-465
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    • 2007
  • This study was conducted to calculate the LCC of a apartment complex with a type of heating system, district heating and cogeneration system. For the purpose of analyzing LCC according to size of apartment complex, 500, 1,500 and 4,000 houses of model apartment selected. This research performs design of heating system and the life cycle cost analysis including an initial cost, energy cost, maintenance and operation cost, replacement cost and renovation cost during the project period(15years). According to the calculated results, 1) Initial cost of cogeneration system with 500, 1500 and 4000 houses is higher than district heating system each of 20%, 13%, 12%. 2) In case of cogeneration system, the payback period by electric generation is 5.21, 4.92 and 4.47 years and saving cost was calculated 29 billion won, 94 billion won and 262 billion won after payback period. 3) Cogeneration system LCC was 1.12, 1.07 and 1.06 times larger than district system with the size of apartment complex. According to the case of this study district heating system is more efficient than cogeneration system in terms of the reduction of LCC. 4) Gas Engine Co-generation System is more efficient than other systems because it can collect progressive part from electric charge progressive stage system. However, the efficiency is decreasing because of raising of fuel bills(LNG) and lowering of power rate for house use. Especially the engine is foreign-made so the cost of maintenance and repair is high and the technical expert is short. 5) District heating is also affected by fuel bills so we should improve energy efficiency through recovering of waste heat(incineration heat, etc.). Also, we should supply district cooling on the pattern of heat using of let the temperature high in winter and low in summer.

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A Study on the present status of safety in tug-barge transportation (예부선 운항 안전 현황 연구)

  • Im Nam- Kyun;Park S.H.;Park G.K.
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.12 no.1 s.24
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    • pp.61-66
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    • 2006
  • It have been known that the probability of occidental happening in towing-barge is higher than that of other merchant vessels. Bemuse the towing-barge is restricted in thier manoeuvring ability due to its towingline. A report from ministry maritime affairs and fisheries said that the rate of collision occident for towing-barge is 40% high than other transport system in sea A number of researches have been carried out to improve the safety policy in the towing-barge sea transportation system by the gorvenment. This study examined the safety status in domestic towing-barge sea transportation system The registration status, safety operational policy and past occidental data were also examined A survey research of experts relating to towing-barge operation also was carried out to fine the detailed of safety status. This study would be applicable to set up safety policy for towing-barge marine transportation system.

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An Experimental Study of Direct Containment Heating Phenomena (격납용기 직접가열 현상에 관한 실험적 연구)

  • Chanyoung Chung;Gyoodong Jeun;Bang, Kwang-Hyun;Kim, Moohwan
    • Nuclear Engineering and Technology
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    • v.25 no.3
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    • pp.413-423
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    • 1993
  • This paper reports an experimental study of direct containment heating (DCH) which would occur if the primary system pressure is still high at the time of vessel breach during a light water reactor core melt accident. The experiments were conducted in 1/30-scale cavity models of Kori unit 1 and 2 and Young Kwang unit 3 and 4 nuclear power plants. One 1/20-scale model of the Kori plant was also used to investigate the scaling effect. The primary variables in the experiments were initial vessel pressure, vessel breach size and cavity geometry. It is observed that higher initial pressure and larger breach size enhance the melt dispersal fraction. Also, the cavity geometry appears to affect the dispersal rate greatly. A simple correlation of melt dispersal fraction is proposed in terms of nondimensional effective period. This correlation shows good agreement with the present experimental data, the KAIST data and the BNL data.

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EMG assessment of Muscle Fatigue on Sloping Ground When Lifting (EMG를 이용한 경사면에서의 근피로도 분석)

  • 서승록;김종석
    • Journal of Korea Society of Industrial Information Systems
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    • v.5 no.2
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    • pp.1-8
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    • 2000
  • Manual material handling(MMH)is major factor which causing physical injuries of worker at working area and frequency of low back pain(LBP) is increasing industrial accidents. Especially, working in bad circumstance such as farm, orchard, harbor loading and unloading, logging place and mining place which located in inclined slope can cause much possibility of hazard and absence of working balance can cause injuries of musculoskeletal system such as joint, bone, ligament. So, this study used EMG system to measure and evaluate muscle force information and fatigue of worker when lifting on slope. The result of measuring averaged integrated EMG(AEMG) shows multifidus muscle be used more than anything else in force. neck extensors are used at 15°, 20°frequently. generally the AEMG result shows multifidus muscle be used in force. Commonly, muscle fatigue of multifidus is higher than other muscle by analysis mean power frequency(MPF). The result of load sharing rate shows multifidus and erectorspinae which are deep spinal muscles is relatively high and neck extensor is low.

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Properties of $SiO_2$Deposited by Remote Plasma Chemical Vapor Deposition(RPCVD) (원거리 플라즈마 화학증착법으로 증착된 이산화규소박막의 물성)

  • Park, Yeong-Bae;Gang, Jin-Gyu;Lee, Si-U
    • Korean Journal of Materials Research
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    • v.5 no.6
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    • pp.706-714
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    • 1995
  • Silicon oxide thin films were deposited by remote plasma chemical vapor deposition (RPCYD). The effect of the operating variables, such as plasma power, deposition temperature and partial pressure of reactant on the material Properties of the silicon oxide film was investigated. By XPS, it was found out that the film was suboxide (O/Si<2) and small amount of nitrogen due to the plasma excitation was accumulated at the Si/SiO$_2$interface. The amount of dangling bonds at the Si/SiO$_2$interfaces were measured by ESR and the concentration of hydrogen bond was obtained by SIMS and FT-IR. The bond angle distribution(d$\theta$/$\theta$) was shown to be similiar to thermal oxide above 20$0^{\circ}C$ but the etch rate was higher than that of the thermal oxides due to the structural difference and the stress between silicon substrate and silicon oxide film.

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Probabilistic Method to Enhance ZigBee Throughput in Wi-Fi Interference Environment (Wi-Fi 간섭 환경에서 ZigBee 전송률 향상을 위한 확률적 방법)

  • Lee, Sujin;Yoo, Younghwan
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.39B no.9
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    • pp.606-613
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    • 2014
  • The Internet of Things (IoT), which has recently attracted attention as next-generation IT industry, is based on a wired and wireless network platform that can connect various Things. However, it is challenging to implement the IoT platform because of the heterogeneity of the network. Particularly, the ZigBee transmission may be significantly harmed due to Wi-Fi with the relatively much higher power, and this is one of the reason making the platform implementation difficult. In this paper, the ZigBee transmission is measured and analyzed by the BEB algorithm for finding the slot time when ZigBee can transmit, and an actual transmission happens stochastically depending on the network environment. The simulation results show that it guarantees high success rate of the ZigBee transmission by overcoming Wi-Fi interference in the 2.4 GHz frequency band.