• Title/Summary/Keyword: Machine heating

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Machine Learning Approach for Pattern Analysis of Energy Consumption in Factory (머신러닝 기법을 활용한 공장 에너지 사용량 데이터 분석)

  • Sung, Jong Hoon;Cho, Yeong Sik
    • KIPS Transactions on Computer and Communication Systems
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    • v.8 no.4
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    • pp.87-92
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    • 2019
  • This paper describes the pattern analysis for data of the factory energy consumption by using machine learning method. While usual statistical methods or approaches require specific equations to represent the physical characteristics of the plant, machine learning based approach uses historical data and calculate the result effectively. Although rule-based approach calculates energy usage with the physical equations, it is hard to identify the exact equations that represent the factory's characteristics and hidden variables affecting the results. Whereas the machine learning approach is relatively useful to find the relations quickly between the data. The factory has several components directly affecting to the electricity consumption which are machines, light, computers and indoor systems like HVAC (heating, ventilation and air conditioning). The energy loads from those components are generated in real-time and these data can be shown in time-series. The various sensors were installed in the factory to construct the database by collecting the energy usage data from the components. After preliminary statistical analysis for data mining, time-series clustering techniques are applied to extract the energy load pattern. This research can attributes to develop Factory Energy Management System (FEMS).

Study on the energy-saving constant temperature and humidity machine operating characteristics (에너지 절감형 항온항습기 운전 특성에 관한 연구)

  • Cha, Insu;Ha, Minho;Jung, Gyeonghwan
    • Journal of Energy Engineering
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    • v.25 no.3
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    • pp.27-33
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    • 2016
  • The heat recovery system that was applied in this study, is the energy-saving type that can produce the maximum cooling capacity less power in use. In order to have a more precise control function the temperature and humidity of the constant temperature and humidity machine, control algorithm is applied to designed a fuzzy PID controller, and the outside air compensation device (air-cooled) demonstrated excellent ability to dehumidify the moisture, $-20^{\circ}C$ in winter. High efficiency and the low-noise type sirocco fan operate quitely and designed to fit the bottom-up and top-down in accordance with the characteristics of equipment. as a result of experiment data, the conversion efficiency is 95% or more, power recovery time is within 5sec, stop delay time is within 30sec, pump down time is 10sec, pump delay time is 5sec, heating delay time is 5sec, temperature deviation is ${\pm}2^{\circ}C$ (cooling deviation: $2^{\circ}C$, Heating deviation : $2^{\circ}C$), humidity deviation is a ${\pm}5%$ (humidification deviation 3.0%, dehumidification deviation 3.0%). Recently, ubiquitous technology is important. so, the constant temperature and humidity machine designed to be able to remotely control to via the mobile phone, and more scalable to support MMI software and automatic interface. Further, the life of the parts and equipment is extended by the failure.

Harmonic Analysis of Power Conversion System for Torque and Speed Changing of Electric Propulsion Ship (전기추진선박의 토크 및 속도변화에 따른 전력변환장치의 고조파 분석)

  • Kim, Jong-Su;Kim, Seong-Hwan
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.17 no.1
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    • pp.83-88
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    • 2011
  • There are various environmental conditions under which ship may navigate over ocean or in harbor. Ship's torque and speed change frequently under the voyage conditions. In this case, harmonics is created in the electrical power systems. The major adverse impacts of voltage and current harmonics in the electrical power systems on generator, transformer, converter, inverter and propulsion motor lead to the increase of machine heating caused by iron and copper losses which are dependent on frequency. In this paper, an analysis of THD(total harmonic distortion) for currents and voltages in the propulsion equipment was carried out. The THD and torque ripple in the input currents of the propulsion motor have been confirmed by the simulation results.

Conductivity·Filling Rate Analysis for Die-Casting Centrifugal Casting Machine (다이캐스팅형 원심주조기에 대한 충진율·전도율 해석)

  • Lee, Yang-Chang;Lee, Joon-Seong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.4
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    • pp.2364-2369
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    • 2015
  • In this paper, the optimum RPM was suggested comparing rotor filling rate of RPM through the analysis of rotor's filling rate as studying and developing centrifugal-casting machine's method for high precision rotor in order to increase the related types of business's productivity. The result was similar to other result in industrial site, showing 99.47% of filling rate when rotational speeds are 600 rpm, so it is considered that if this result is conducted with additional research, it will be possible to plan a better process design. Besides, the optimum temperature of compact ladle was examined to produce high quality casting product through the analysis of compact ladle's conductivity. In the case of the heating device's absence using nicrome wire, Al solution solidifies falling drastically into $427^{\circ}C$. However, it is feasible to work over $427^{\circ}C$ which is the melting temperature of aluminium solution when the heating device of nicrome wire is included. It reveals that there is little temperature change.

A Study on the Strength Estimation of Concrete Using Microwave (마이크로파를 이용한 콘크리트 강도추정에 관한 연구)

  • 박일용;이종균;박영진;안형준;정상진
    • Proceedings of the Korea Concrete Institute Conference
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    • 1999.10a
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    • pp.219-222
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    • 1999
  • Concrete is to be important quality in placement point and exact test method needed about early judgement method concrete on placement point. But early judgement method of concrete proposed various kind of method because the problems of accuracy and the time required of test exists, it is used within the limits. This study is to propose of early strength judgement by using microwave for accurate estimating early strength of concrete and to develop test machine. Through out this study we find that belows. 1) Strength development of concrete specimen according to the time heated by microwave showed the height strength development in 9 minutes regardless of slump and w/c. 2) As cooling time is long, strength of concrete specimen according to the time heated by microwave showed high strength development and this tendency is like regardless of heating time, w/c and slump. 3) As w/c is high, accelerating strength development according to w/c showed lower strength development and this tendency is like regardless of slump, heating time and cooling time. 4) As slump is big, compressive strength of specimen in standard curing showed lower value and as w/c is big, strength development showed lower

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Physical Condition and User's Satisfaction on the Commom Public Areas of High School Dormitory in Local Area (지방 고등학교 기숙사의 공동생활공간에 대한 이용실태 및 사용자 만족도)

  • Choi, Byungsook;An, Jinsook
    • Journal of the Korean Institute of Rural Architecture
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    • v.14 no.1
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    • pp.1-8
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    • 2012
  • This study was to analyze physical condition on the dormitory high school in Jeonju City, and find out users' satisfaction on that. This was going to contribute to the directions of it's physical environmental improvement. This was performed by a questionnaire survey method. Data were collected from 200 students, who had been dwelling 4 high school dormitories in Jeonju City. Through analyzing those data about library, diningroom, laundry room, break room, computer room, restroom, shower room, hall lounge, and snack bar in a dormitory, the results are as follows. First, students thought some physical conditions to be inconvenient in an distracted study atmosphere and hard furniture of library, a bad location of diningroom, a short laundry machine, lack of tables in a break room, a short performance and supply computer, a small space and short toilet in restroom, and a short of hall lounge and snack bar. Second, the students' satisfaction of common public areas in dormitory was 3.39 score. Students were concerned with library and restroom shower room through analyzing satisfied and unsatisfied areas. Third, they needed to improve heating, cooling, and noise in common areas of dormitory, and needed to support a breakroom and snack bar. Conclusively, library, restroom shower room, break room, and snack bar were important common areas, and indoor environmental elements - heating, cooling and noise- were important in high school dormitory.

A Case Study on the Experience of Housing Environment - In the case of Middle class Apartment Residents - (주거환경 경험에 관한 사례연구 - 중산층 아파트 거주 주부를 대상으로 -)

  • 이연숙
    • Journal of the Korean housing association
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    • v.1 no.2
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    • pp.27-48
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    • 1990
  • The purpose of this study was to investigate the middle-class housewives` experience of housing environment through their own cognitive expressions. Subjects were 18 housewives living in the apartments at Junggye-Dong, Seoul and Field survey method was used. Indepth interview technique with planned questionnaire was used. The contents of individual`s housing life history were recorded by means of a recording machine. Cognitive expressions of subjects ontheir experience of housing environment were analiyzed by Content Analysis. Subjects have respectively experienced various housing types. The housing experiences were classified by stimuli and respones. Stimuli were again classified by the factors and characteristics of housing environment, whereas responses were classified by types and directions. Negative experiences were more frequent than positive ones. Negative evaluations were appeared more frequently In such case as the existence of community facilities, interior structure, bathrooms, and heating systems. The positive emotional experiences appeared more frequently were the natural characteristic$ of outdoors. When all the contents were analyzed by housing types experienced, subjects negatively remembered community facilities in high-rise apartments, and positively outdoors in detached single houses including traditional houses, and negatively heating systems in low-rise apartments and tenement houses. These contents, especially positive and negative aspects of past experience. can be used as basic data to understand residents` reponses and to plan furture houses more desirable for them.

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Thermal Characteristics Analysis of a High Speed Spindle System by Using FSI Method (FSI 해석법을 이용한 고속 주축계의 열특성 해석)

  • Kim, Soo-Tae;Lee, Seog-Jun;Choi, Young-Hyu
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.13 no.3
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    • pp.83-88
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    • 2014
  • FSI (Fluid Structure Interaction) method, in this study, has been applied to analyzing thermal characteristics of a high speed machine tool spindle system. The spindle is composed of angular contact ceramic ball bearings, a high speed built-in motor, a cooling jacket, and so on. The cooling jacket has three inlets and outlets. Using the FSI method, temperature distributions and thermal displacements of the spindle system were computed considering the heating of the front and rear bearings and the built-in motor. The results computed using the FSI method were compared with those determined by experiment and using the conventional numerical approach. The results determined using the FSI method were similar to those from the conventional numerical approach but showed better agreement with the experimental results. Therefore, it is concluded that the FSI method is useful for analyzing the thermal characteristics of high speed spindles and can be applied to the design of high speed spindles.

Performance evaluation of MPCM to apply for radiant floor heating system (바닥난방시스템 적용을 위한 MPCM 성능평가)

  • Jeong, Su-Gwang;Jeon, Ji-Soo;Kim, Su-Min
    • 한국태양에너지학회:학술대회논문집
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    • 2012.03a
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    • pp.475-479
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    • 2012
  • Thermal energy storage (TES) systems using Microencapsulated phase change material (MPCM) have been recognized as one of the most advanced energy technologies in enhancing the energy efficiency and sustainability of buildings. We examined a way to incorporate MPCMs with building materials through application for wood-based flooring. Wood-based flooring is commonly used for floor finish materials of residential buildings in Korea. However, wood-based flooring has not performed the characteristic of heat storage. This study is aimed at manufacturing high thermal efficiency wood flooring by increasing its heat storage using MPCM. As a result, this study confirmed that MPCM is dispersed well in adhesive through the scanning electron microscopy analysis. From the differential scanning calorimetry analysis, it can be confirmed that this composite has the characteristic of a thermal energy storage material. Also, we analyzed how this composition was formed by physical combination through the Fourier transform infrared analysis. Also, we confirmed the bonding strength of the material by using the universal testing machine.

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A study on the safe operation condition for Bi-2223/Ag tapes with applied alternating currents (교류용 Bi-2223/Ag 선재의 안정 통전 조건에 관한 연구)

  • Yim S. W.;Sohn S. H.;Hwang S. D.;Lim S. H.
    • Progress in Superconductivity
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    • v.6 no.2
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    • pp.138-141
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    • 2005
  • Bi-2223/Ag tapes need to be safe, even it is under the over-critical current state for the protection of a superconducting power machine. However, it is not easy to identify the condition for the safe operation because of their broad S/N transition region. In this paper, for the study of the operation condition of Bi-2223/ Ag tapes, we investigated the V-I curves and the temperature variation of Bi-2223/ Ag tapes experimentally, applying alternating over-currents, and analyzed the relationship between resistance and temperature increase. For the experiments, a Bi-2223/Ag tape of 57 A $I_c$ was prepared, and the over-critical current characteristics under adiabatic state from $LN_2$ was measured. From the experiments, we confirmed that the Joule heating predicted by V-I curve corresponded with the increase of the measured temperature exactly. Using the results, a safe operation condition of Bi-2223 tape was discussed.

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