• Title/Summary/Keyword: Power Manage System

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Design and Implementation of Deep Learning Models for Predicting Energy Usage by Device per Household (가구당 기기별 에너지 사용량 예측을 위한 딥러닝 모델의 설계 및 구현)

  • Lee, JuHui;Lee, KangYoon
    • The Journal of Bigdata
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    • v.6 no.1
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    • pp.127-132
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    • 2021
  • Korea is both a resource-poor country and a energy-consuming country. In addition, the use and dependence on electricity is very high, and more than 20% of total energy use is consumed in buildings. As research on deep learning and machine learning is active, research is underway to apply various algorithms to energy efficiency fields, and the introduction of building energy management systems (BEMS) for efficient energy management is increasing. In this paper, we constructed a database based on energy usage by device per household directly collected using smart plugs. We also implement algorithms that effectively analyze and predict the data collected using RNN and LSTM models. In the future, this data can be applied to analysis of power consumption patterns beyond prediction of energy consumption. This can help improve energy efficiency and is expected to help manage effective power usage through prediction of future data.

Study for Examples of Fire Including Friction with Automotive Clutch, Manual Transmission and Tire System (자동차 클러치, 수동변속기, 타이어 시스템의 마찰에 관련된 화재사례 연구)

  • Lee, Il Kwon;Moon, Hak Hoon;Kim, Jin Jun
    • Journal of the Korean Institute of Gas
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    • v.19 no.3
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    • pp.49-53
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    • 2015
  • The purpose of this paper is to study and analyze the failure examples for fire by friction on clutch, manual transmission and tire system in a car. In the first example, the driver took the pedal with foot to act the clutch. But the clutch disk did not return from flywheel by leakage of clutch hydraulic line. The heat was produced between clutch disk and flywheel by surface contacting. As a result, it was produced the fire by oil sludge sticked with transmission. In the second example, the transmission system was operated to transfer power of engine by contacting with gear and gear. But, as if the oil of transmission was caused the oil insufficiency because of leaking by crack of transmission case, it found the fact that was produced the fire by deposit material on transmission case. In the third example, when the car's driver continuously pushed an accelerator pedal for escaping from dry pit, the tire took the heat by the friction force between tire and surface of road. As a result, it became the direct cause for the fire. Therefore the driver must manage not to produce the fire with friction parts by heating during running.

Social security aimed disaster response policy based on Big Data application (사회안전을 위한 빅데이터 활용의 재난대응 정책)

  • Choung, Young-chul;Choy, Ik-su;Bae, Yong-guen
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.20 no.4
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    • pp.683-690
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    • 2016
  • In modern society, disasters frequently occur, and the effect is getting more massive. Also, unpredictable future increases anxiety about social security. Accordingly, in order to prevent national-scale emergency from happening, it is highly required governments' role as ICT power nation and transition to disaster management system using big data applied service. Thus, e-gov necessarily acquires disaster response system in order to predict and manage disasters. Disasters are linked with some attributes of modern society in diversity, complexity and unpredictability, so various approach and remedies of them will appease the nation's anxiety upon them. For this reason, this manuscript suggests epidemics preactive warning algorithm model as a mean of reduce national anxiety on disaster using big data for social security. Also, by recognizing the importance of e-gov and analyzing problems in weak disaster management system, it suggests political implication for disaster response.

A Smart Brix Measurement System Using Mobile Devices (모바일 장치를 이용한 스마트 과당측정시스템)

  • Jeong, Jin-Kuk;Kim, Jong-Min;Ryu, Gab-Sang
    • Journal of Digital Convergence
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    • v.15 no.1
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    • pp.217-225
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    • 2017
  • A study proposes possibility of new IoT measuring system blended with a smart device. The research serves the best cultivation information for domestic fruit's enhancement of competitive power and also develops a glucose measuring system by which people manage fructose with the mobile device. The mobile glucose tester is designed with a form of accessory which has high portability and utility because the product connects an existing analogy refractometer to the smart phone. You can check the glucose rates data by commodity, region, and season then save measurement results with server in real time for an exclusive application. It's possible to serve the glucose map, graph, and data list through the web service. This is very useful to do collect, analyze, and process the glucose data.

Study of Failure Examples Involved in Turbocharger System of the Diesel Engine a Vehicle (디젤 엔진 자동차의 터보차저 시스템과 관련된 고장사례 연구)

  • Lee, IL Kwon;Lee, Jeong Ho
    • Journal of the Korean Institute of Gas
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    • v.21 no.2
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    • pp.26-31
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    • 2017
  • The purpose of this paper is to study for turbocharger system in a vehicle of diesel engine. The first example, it certified the fact that a car engine is not to accelerate by clogged the exhaust tube as the turbine was damaged because of turbine wheel broken. The a vehicle with turbocharger must to stop engine operation after maintaining the appropriate idle revolution as it can be the sticking phenomenon if the operator immediately stop the engine being high revolution. The second example, it knew the phenomenon of acceleration faulty that the rod of VGT actuator that operating the turbocharger adhered with the bracket of VGT. The third example, it confirmed the power insufficiency phenomenon when driving by of alternator resistor and fan intercooler fan relay connector mistaken assembly. Therefore, the operator have to scrutinize manage no the failure of turbocharger system.

Design of an Edge Computing System using a Raspberry Pi Module for Structural Response Measurement (구조물 응답측정을 위한 라즈베리파이를 이용한 엣지 컴퓨팅 시스템 설계)

  • Shin, Yoon-Soo;Kim, Junhee;Min, Kyung-Won
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.32 no.6
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    • pp.375-381
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    • 2019
  • Structural health monitoring to determine structural conditions at an early stage and to efficiently manage the energy requirements of buildings using systems that collects relevant data, is under active investigation. Structural monitoring requires cutting-edge technology in which construction, sensing, and ICT technologies are combined. However, the scope of application is limited because expensive sensors and specialized technical skills are often required. In this study, a Raspberry Pi module, one of the most widely used single board computers, a Lora module that is capable of long-distance communication at low power, and a high-performance accelerometer are used to construct a wireless edge computing system that can monitor building response over an extended time period. In addition, the Raspberry Pi module utilizes an edge computing algorithm, and only meaningful data is obtained from the vast amount of acceleration data acquired in real-time. The raw data acquired using Wi-Fi communication are compared to the Laura data to evaluate the accuracy of the data obtained using the system.

Diagnosis of Scoping and Type of Review on the Marine Environmental Impact Assessment for Ocean Energy Development Project (해양에너지개발사업 환경영향평가 검토유형 및 중점평가사항 진단)

  • Lee, Dae In;Kim, Gui Young;Tac, Dae Ho;Yi, Yong Min;Choi, Jin Hyu;Kim, Hye Jin;Lee, Ji Hye;Yoon, Sung Soon
    • Journal of the Korean Society for Marine Environment & Energy
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    • v.18 no.3
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    • pp.179-188
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    • 2015
  • This study reviewed the type of the project and developmental plan related to ocean energy development in the coastal land boundaries and the ocean, and suggested the efficient scoping method through the diagnosis of the key items of environmental impact assessment (EIA) in the coastal area. The major projects are the construction of tidal power plant, tidal current power plant, and offshore wind power plant in the public water, and also those are the construction of solar power plants in the coastal land boundaries. While the project plans on a large scale such as the construction of tidal power plant, it is important to consider both property of usefulness of the designated areas and harmony analysis with marine space availability based on the adequacy of the site selection and relevance of plan with the master plan for reclamation and strategic environmental assessment (SEA). And also it needs to be considered the careful checkup on the EIA checklist referring to the type of project, effective post-monitoring, and suggestion of mitigating methods to minimize the environmental impacts during the stage of actual environmental impact assessment. Introduction of a system of integrated marine environmental impact assessment should be considered for reasonable and effective manage to developmental projects on the marine spatial area.

Real-time Natural Disaster Failure Analysis Information System Development using GIS Environment (GIS환경의 실시간 자연재해정보를 연계한 재해고장분석시스템 개발)

  • Ahn, Yeon-S.
    • Journal of Digital Contents Society
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    • v.10 no.4
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    • pp.639-648
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    • 2009
  • Earth's environment issues are introduced recently and every year the social loss have been occurred by the impact of various disaster. This kind of disaster and weather problems are the increasing reason of electricity transmission network equipment's failures because of exposing by the natural environment. The emergency and abnormal status of electricity equipment make the power outage of manufacturing plant and discomfort of people's lives. So, to protect the electricity equipment from the natural disasters and to supply the power to customer as stable, the supporting systems are required. In this paper, the research results are described the development process and the outcomes of the real-time natural disaster failure analysis information system including the describing about the impact of disaster and weather change, making the natural weather information, and linking the realtime monitoring system. As of development process, according to application development methodology, techniques are enumerated including the real time interface with related systems, the analysing the geographic information on the digital map using GIS application technology to extract the malfunction equipment potentially and to manage the equipments efficiently. Through this system makes remarkable performance it minimize the failures of the equipments, the increasing the efficiency of the equipment operation, the support of scientific information related on the mid-term enhancement plan, the savings on equipment investment, the quality upgrading of electricity supply, and the various supports in the field.

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Design and Development of Intelligent Cattle Shed for the Prevention of Livestock Waste (가축 폐사 방지를 위한 지능형 축사의 설계 및 개발)

  • Jang, Junewoo
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2019.05a
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    • pp.32-35
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    • 2019
  • One of the major problems with the livestock industry is that in the summer, livestock will die from heat waves or infectious diseases. Under these circumstances, what livestock need is a proper indoor temperature and a regular sterilization system. Therefore, in this study, we developed a system that automatically controls the power of the fan according to the temperature inside the shaft, and a function that provides feed and sterilization on a regular basis, so that we could manage the toast efficiently. It also proposed the ability to automatically control the power of the fan, to display the temperature inside the shaft to mobile applications, and to provide food and sterilization. First, the function of controlling the power of the fan automatically turns the fan on when the temperature inside the shaft rises above a certain level. Conversely, if the temperature inside the shaft falls below a certain level, turn off the fan. Second, the function of the mobile application is to check the temperature inside the shaft. The third feeding function is periodically fed using a servo motor, and the feeding provided is delivered to livestock through a conveyor belt. Finally, the sterilization function is a function to sterilize livestock periodically using DC motor pump. The intelligent congratulatory functions proposed in this study may contribute to the health of livestock.

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Efficient Packet Transmission Utilizing Vertical Handover in IoT Environment (IoT 환경에서 수직 핸드오버를 활용한 효율적인 패킷 전송)

  • Ju, Hyunwoo;Yoo, Younghwan
    • Journal of KIISE
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    • v.42 no.6
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    • pp.807-816
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    • 2015
  • The Internet of Things (IoT) has recently been showered with much attention worldwide. Various kinds of devices, communicating with each other in the IoT, demand multiple communication technologies to coexist. In this environment, mobile devices may utilize the vertical handover between different wireless radio interfaces such as Wi-Fi and Bluetooth, for efficient data transfer. In this paper, an IoT broker is implemented to support the vertical handover, which can also support and manage heterogeneous devices and communication interfaces. The handover is activated based on RSSI, Link Quality values, and real time traffic. The experimental results show that the proposed handover system substantially improves QoS in Bluetooth and reduces power consumption in mobile devices as compared with a system using only Wi-Fi.