• Title/Summary/Keyword: Consumption prediction

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A Knowledge Based Physical Activity Evaluation Model Using Associative Classification Mining Approach (연관 분류 마이닝 기법을 활용한 지식기반 신체활동 평가 모델)

  • Son, Chang-Sik;Choi, Rock-Hyun;Kang, Won-Seok
    • IEMEK Journal of Embedded Systems and Applications
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    • v.13 no.4
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    • pp.215-223
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    • 2018
  • Recently, as interest of wearable devices has increased, commercially available smart wristbands and applications have been used as a tool for personal healthy management. However most previous studies have focused on evaluating the accuracy and reliability of the technical problems of wearable devices, especially step counts, walking distance, and energy consumption measured from the smart wristbands. In this study, we propose a physical activity evaluation model using classification rules, induced from the associative classification mining approach. These rules associated with five physical activities were generated by considering activities and walking times in target heart rate zones such as 'Out-of Zone', 'Fat Burn Zone', 'Cardio Zone', and 'Peak Zone'. In the experiment, we evaluated the prediction power of classification rules and verified its effectiveness by comparing classification accuracies between the proposed model and support vector machine.

Development of Energy Consumption Estimation Model Using Multiple Regression Analysis (다중회귀분석을 활용한 하수처리시설 에너지 소비량 예측모델 개발)

  • Shin, Won-Jae;Jung, Yong-Jun;Kim, Ye-Jin
    • Journal of Environmental Science International
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    • v.24 no.11
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    • pp.1443-1450
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    • 2015
  • Wastewater treatment plant(WWTP) has been recognized as a high energy consuming plant. Usually many WWTPs has been operated in the excessive operation conditions in order to maintain stable wastewater treatment. The energy required at WWTPs consists of various subparts such as pumping, aeration, and office maintenance. For management of energy comes from process operation, it can be useful to operators to provide some information about energy variations according to the adjustment of operational variables. In this study, multiple regression analysis was used to establish an energy estimation model. The independent variables for estimation energy were selected among operational variables. The $R^2$ value in the regression analysis appeared 0.68, and performance of the electric power prediction model had less than ${\pm}5%$ error.

Radial Flow Advance in Multi-layered Preforms (다층 프리폼에서의 방사형 유동진행)

  • Shin K.S.;Song Y.S.;Youn J.R.
    • Proceedings of the Korean Society For Composite Materials Conference
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    • 2004.10a
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    • pp.155-158
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    • 2004
  • In resin transfer molding, the preform similar to product shape is placed into a mold cavity. Rapid flow front without void formation is important for the composites processing. Multi-layered preform of sandwich is selected. Experiments is carried out using redial flow. An analytical modeling is performed and compared with experimental results. Accurate prediction of flow advance in the preform is of use for reducing the time consumption in the process and enhancing product properties of the final part.

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Forensic DNA methylation profiling from evidence material for investigative leads

  • Lee, Hwan Young;Lee, Soong Deok;Shin, Kyoung-Jin
    • BMB Reports
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    • v.49 no.7
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    • pp.359-369
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    • 2016
  • DNA methylation is emerging as an attractive marker providing investigative leads to solve crimes in forensic genetics. The identification of body fluids that utilizes tissue-specific DNA methylation can contribute to solving crimes by predicting activity related to the evidence material. The age estimation based on DNA methylation is expected to reduce the number of potential suspects, when the DNA profile from the evidence does not match with any known person, including those stored in the forensic database. Moreover, the variation in DNA implicates environmental exposure, such as cigarette smoking and alcohol consumption, thereby suggesting the possibility to be used as a marker for predicting the lifestyle of potential suspect. In this review, we describe recent advances in our understanding of DNA methylation variations and the utility of DNA methylation as a forensic marker for advanced investigative leads from evidence materials.

A UBET Analysis on the Lateral Extrusion Process of a Spider (스파이더의 측방 압출 공정에 대한 UBET 해석)

  • 황범철;이희인;배원병
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2001.04a
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    • pp.1129-1133
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    • 2001
  • An upper bound elemental technique(UBET) has been carried out to predict the forming load, the deformation pattern and the extruded length of the lateral extrusion of a spider for the automotive universal joint. For the upper bound analysis, a kinematically admissible velocity field(KAVF) is proposed. From the proposed velocity field, the upper bound load, the deformation pattern and the average length of the extruded billets are determined by minimizing the total energy consumption rate which is a function of unknown velocities at each element. Experiments are carried out with antimony-lead billets at room temperature using the rectangular shaped punch. The theoretical prediction of the forming load, the deformation pattern and the extruded length are good in agreement with the experimental results.

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A Study on Development of Heat Supply Control Algorithm of Consumer Group Energy Apartment Building by Prediction of Heating Load (집단에너지 공동주택의 사용자 측 열부하 예측에 의한 열공급제어 알고리즘 개발에 관한 연구)

  • Byun, Jae-Ki;Lee, Kyu-Ho;Choi, Young-Don
    • Proceedings of the SAREK Conference
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    • 2009.06a
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    • pp.1300-1305
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    • 2009
  • The energy conservation in buildings affects environmental preservation as well as economic benefits, and creates the comfortable indoor environment set for the inhabitants. Especially, apartment buildings show ever-increasing energy consumption with large-sized and high-class tendency, thus energy saving counterplans are needed. The present study is to develop an optical control algorithm by using heating load curve according to the outdoor temperature change. Heating load analysis should be performed before the present method can be applied. Dynamic heating load simulations are performed by resistance-capacitance method. Results show that heating load decrease linearly according to the increase of outdoor temperature.

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Development of a Nano-Electro-Mechanical Memory Simulator (나노전기기계 메모리 시뮬레이터의 개발)

  • Choi, Woo Young
    • Journal of the Institute of Electronics and Information Engineers
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    • v.49 no.10
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    • pp.122-127
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    • 2012
  • A nano-electro-mechanical (NEM) memory simulator has been developed by using Matlab. The simulator can be used for the prediction of hysterisis curves, applied forces, steady- or transient-state behavior, program/erase energy consumption and potential energy. Predicting NEM memory behavior by simple user interface, the simulator will make the design of NEM memory cells simpler.

The Prediction of the location and electric Power for Small Wind Powers in the H University Campus (대학교 캠퍼스 소형풍력발전기 설치 및 발전량 예측에 관한 연구)

  • Cho, Kwan Haeng;Yoon, JaeOck
    • KIEAE Journal
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    • v.12 no.1
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    • pp.127-132
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    • 2012
  • The energy consumption in the world is growing rapidly. And the environmental issues of climate become a important task. The interest in renewable energy like wind and solar is increasing now. Especially, by reducing power transmission loss, a small wind power is getting attention at the residential areas and campus of university. In this study, we attempted to estimate and compare the wind energy density using wind data of AWS (Automatic Weather Station) of H University. In this case of a campus, the weibull distribution parameter C is 2.27, and K is 0.88. According to the data, the energy density of the small wind power is 12.7 W/m2. We did CFD(Computational Fluid Dynamics) simulations at H University campus by 7 wind directions(ENE, ESE, SE, NW, WNW, W, WSW). In the results, we suggest 4 small wind powers. The small wind power generating system can produce 4,514kWh annually.

A Study on the Estimation Technique of Area Source Emissions for Air Pollution Prediction (大氣汚染豫測을 위한 面汚染源排出量 算定模型의 開發에 關한 硏究)

  • 박준대;김정욱
    • Journal of Korean Society for Atmospheric Environment
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    • v.6 no.1
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    • pp.43-50
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    • 1990
  • In the estimation of grid type area source emissions, the factors by which emissions are distributed spatially must be considered comprehensively. The estimation process can be approached systematically by connecting the emission activity of air pollutants with land use pattern and the various impacts can be taken into account in the process by using such area information as land use, population, distribution of households, types of housing units, fuel consumption and so on. The estimation procedure was computerized in order to calculate area source emissions by grid information system. This computerization helped to augment effectiveness and efficiency not only by managing enormous data but also by performing diverse functions.

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A Study on the Prediction for the Performance and the Size of the Vehicle Radiator (자동차 엔진 방열기의 뱅각 성능 및 방열 면적 예측에 관한 연구)

  • 박찬국;이종범;엄호룡;정우인
    • Transactions of the Korean Society of Automotive Engineers
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    • v.5 no.3
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    • pp.117-127
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    • 1997
  • To maintain the reasonable temperature in the engine is very important to keep the steady combustion state of engine and to prevent increasing of lubricant consump- tion, deteriorating of lubricant, shortening of the life time of engine and decreasing of material strength. The method of energy balance for devided elements of radiator is considered to analyse the performance of radiator. Th data of engine test and vehicle cooling tunnel test are applied to program for calculation of radiator outlet temperature, and this result is compared with outlet temperature of vehicle cooling tunnel test. As a result, the radiator outlet temperature by numerical analysis agrees well with that by experiment. It is concluded that this simulation program is available in developing the cooling system for a new car.

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