• 제목/요약/키워드: Power Consumption Patterns

검색결과 149건 처리시간 0.033초

기대치-최대화 군집 알고리즘과 출현 패턴 마이닝을 이용한 전력 소비 패턴 분석 (Power Consumption Patterns Analysis Using Expectation-Maximization Clustering Algorithm and Emerging Pattern Mining)

  • 박진형;이헌규;신진호;류근호;김희석
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2008년도 추계학술발표대회
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    • pp.261-264
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    • 2008
  • 전력 회사의 효율적인 운용과 전력 시장에서의 경쟁을 위하여 고객의 전력 소비 패턴 분석 및 정확한 예측이 이루어져야 한다. 이를 위해서 이 논문에서는 원격 검침 시스템에 의한 전국의 고압 고객 데이터를 대상으로 고객의 전력 소비 패턴을 정확히 예측할 수 있는 마이닝 기법을 제안하였다. 먼저, 국내 계약종별 고객 특성에 맞는 부하 패턴의 정확한 구별을 위한 9가지의 특징 벡터를 추출하였고, 기대치-최대화 군집화 알고리즘을 사용하여 고객의 34개 대표 부하프로파일을 생성하였다. 마지막으로 추출된 특징 벡터로부터 각 대표 프로파일에 대한 출현 패턴 기반의 분류 모델을 구성하여 고객의 전력 소비 패턴을 분류하였다. 국내 원격 검침 시스템에 의해 측정된 총 3,895명의 고압 고객 데이터에 대한 실험 결과 약 91%의 분류 정확성을 보였다.

CPWL : Clock and Page Weight based Disk Buffer Management Policy for Flash Memory Systems

  • Kang, Byung Kook;Kwak, Jong Wook
    • 한국컴퓨터정보학회논문지
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    • 제25권2호
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    • pp.21-29
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    • 2020
  • IT 산업 환경에서 모바일 데이터의 수요 증가로 인해 NAND 플래시 메모리의 사용이 지속적으로 증가하고 있다. 하지만, 플래시 메모리의 소거 동작은 긴 대기 시간과 높은 소비 전력을 요구하여 각 셀의 수명을 제한한다. 따라서 쓰기와 삭제 작업을 자주 수행하면 플래시 메모리의 성능과 수명이 단축된다. 이런 문제를 해결하기 위해 디스크 버퍼를 이용, 플래시 메모리에 할당되는 쓰기 및 지우기 연산을 감소시켜 플래시 메모리의 성능을 향상시키는 기술이 연구되고 있다. 본 논문에서는 쓰기 횟수를 최소화하기 위한 CPWL 기법을 제안한다. CPWL 기법은 버퍼 메모리 액세스 패턴에 따라 읽기 및 쓰기 페이지를 나누어 관리한다. 이렇게 나뉜 페이지를 정렬하여 쓰기 횟수를 줄이고 결과적으로 플래시 메모리의 수명을 늘리고 에너지 소비를 감소시킨다.

산업전기 설비의 상태 감시를 위한 자가 발전 센서 시스템의 설계 (Design of Self-Powered Sensor System for Condition Monitoring of Industrial Electric Facilities)

  • 이기창;강동식;전정우;황돈하;이주훈;홍정표
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2005년도 학술대회 논문집 정보 및 제어부문
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    • pp.264-266
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    • 2005
  • Recently, on-line diagnosis methods through wired and wireless networks are widely adopted in the diagnosis of industrial Electric Facilities, such as generators, transformers and motors. Also smart sensors which includes sensors, signal conditioning circuits and micro-controller in one board are widely studied in the field of condition monitoring. This paper suggests an self-powered system suitable for condition-monitoring smart sensors, which uses parasitic vibrations of the facilities as energy source. First, vibration-driven noise patterns of the electric facilities are presented. And then, an electromagnetic generator which uses mechanical mass-spring vibration resonance are suggested and designed. Finally energy consumption of the presented smart sensor, which consists of MEMS vibration sensors, signal conditioning circuits, a low-power consumption micro-controller, and a ZIGBEE wireless tranceiver, are presented. The usefulness and limits of the presented electromagnetic generators in the field of electric facility monitoring are also suggested.

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전력데이터 패턴 추출의 효율성 향상을 위한 변형된 K-means 기반의 분석 프로세스 (Analysis Process based on Modify K-means for Efficiency Improvement of Electric Power Data Pattern Detection)

  • 정세훈;신창선;조용윤;박장우;박명혜;김영현;이승배;심춘보
    • 한국멀티미디어학회논문지
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    • 제20권12호
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    • pp.1960-1969
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    • 2017
  • There have been ongoing researches to identify and analyze the patterns of electric power IoT data inside sensor nodes to supplement the stable supply of power and the efficiency of energy consumption. This study set out to propose an analysis process for electric power IoT data with the K-means algorithm, which is an unsupervised learning technique rather than a supervised one. There are a couple of problems with the old K-means algorithm, and one of them is the selection of cluster number K in a heuristic or random method. That approach is proper for the age of standardized data. The investigator proposed an analysis process of selecting an automated cluster number K through principal component analysis and the space division of normal distribution and incorporated it into electric power IoT data. The performance evaluation results show that it recorded a higher level of performance than the old algorithm in the cluster classification and analysis of pitches and rolls included in the communication bodies of utility poles.

Low-k Polyimide상의 금속배선 형성을 위한 식각 기술 연구 (A Study on the Etcting Technology for Metal Interconnection on Low-k Polyimide)

  • 문호성;김상훈;안진호
    • 한국재료학회지
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    • 제10권6호
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    • pp.450-455
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    • 2000
  • 실리콘 소자가 더욱 미세화되면서, 발생되는 power consumption, crosstalk와 interconnection delay 등을 감소시키기 위해 $SiO_2$ 대신에 저유전 상수막의 적용이 고려되어진다. 본 논문에서는, 저유전 상수 층간 절연막 재료로 유망한 폴리이미드의 식각 특성에 $O_2/SF_6$ 가스가 미치는 영향을 연구하였다. 폴리이미드의 식각률을 SF(sub)6 가스의 첨가에 따라 산소와 hydrocarbon 폴리머 간의 반응을 억제하는 비휘발성 물질은 fluorine 화합물의 형성에 의해 감소되었다. 반면에, 기판 전극의 전압 증가는 물리적인 충격을 통해 식각 공정을 증가시켰다. 또한 작은 량의 SF(sub)6 가스 첨가는 식각 topography에 바람직하였다. 폴리이미드 식각을 위한 $SiO_2$ hard mask 사용은 산소 플라즈마 식각 하에서 효과적이었다(선택비-30). 반면에 $O_2SF_6$ 가스 조성은 식각 선택비를 4로 저하시키게 되었다. 이러한 결과를 기초로, $1-2\mu\textrm{m}$ 선폭을 가진 PI 2610의 식각을 원활히 수행할 수 있었다.

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New Path-Setup Method for Optical Network-on-Chip

  • Gu, Huaxi;Gao, Kai;Wang, Zhengyu;Yang, Yintang;Yu, Xiaoshan
    • ETRI Journal
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    • 제36권3호
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    • pp.367-373
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    • 2014
  • With high bandwidth, low interference, and low power consumption, optical network-on-chip (ONoC) has emerged as a highly efficient interconnection for the future generation of multicore system on chips. In this paper, we propose a new path-setup method for ONoC to mitigate contentions, such as packets, by recycling the setup packet halfway to the destination. A new, strictly non-blocking $6{\times}6$ optical router is designed to support the new method. The simulation results show the new path-setup method increases the throughput by 52.03%, 41.94%, and 36.47% under uniform, hotspot-I, and hotspot-II traffic patterns, respectively. The end-to-end delay performance is also improved.

가변 유압 펌프/모터를 이용한 유압 제어 시스템의 에너지 절감에 관한 연구 (A Study on the Energy Saving Hydraulic Control System using Variable Displacement Hydraulic Pump/Motor)

  • 조용래;안경관
    • 한국정밀공학회지
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    • 제20권9호
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    • pp.100-108
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    • 2003
  • This paper proposes a flywheel hybrid vehicle to solve the energy crisis problem by the exhaustion of a fossil fuel and air pollution for the conservation of environment. The proposed flywheel hybrid vehicle is composed of an accumulator and a flywheel as the energy generation and storage component and three variable displacement hydraulic pump/motors as the energy transfer devices. Flywheel has the characteristics of high energy density and easy energy absorption and consumption. The effectiveness of the energy-saving of the proposed flywheel hybrid vehicle is verified by simulation using Matlab/simulink. First of ail, analytical modeling for the flywheel hybrid vehicle is presented and simulations are performed based on the experimental efficiency data of a variable displacement pump/motor. The results of the simulation show that the effect of energy savings is realized by the proposed hybrid vehicle in 3 different city driving patterns.

A GEOSENSOR FILTER FOR PROCESSING GEOSENSOR QUERIES ON DATA STREAMS

  • Lee, Dong-Gyu;Ryu, Keun-Ho
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2008년도 International Symposium on Remote Sensing
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    • pp.119-121
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    • 2008
  • Pattern matching is increasingly being employed in various researches as health care service, RFID-based system, facility management, and surveillance. Geosensor filter correlates a data stream to match specific patterns in distribution environments. In this paper, we present a geosensor query language to represent efficiently declarative geosensor query. Geosensor operators are proposed to use for fast query processing in terms of spatial and temporal area in distribution environments. We also propose a geosensor filter to match new query predicates into incoming stream predicates. Our filter can reduce the volume of transmission data and save power consumption of sensors. It can be utilized the stream data mining system to process in real-time various data as location, time, and geosensor information in distribution environments.

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휴대방송 시스템(DVB-H)에서의 효과적인 핸드오버 기법 연구 (New Approach for Improving Loss-free Handover Performance in DVB-H Networks)

  • 조재수;박형근;임종수;이현
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2006년도 심포지엄 논문집 정보 및 제어부문
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    • pp.87-89
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    • 2006
  • A handover for DVB-H(Digital Video Broadcasting for Handheld) is the action of switching a receiver from receiving one signal to receiving another, when moving between the border of their coverage areas. This paper proposes new approaches for improving loss-free handover performance in the DVB-H networks. The proposed handover schemes are targeted to two different DVB-H receivers: One is for the receivers equipped with GPS devices. The other is for ones without GPS support. The first handover approach modifies the cell description table(CDT) proposed in the literature[1]. The second proposes a novel handover region estimation technique based on a new handover map table(HMT). This new handover approach estimates a predefined hand over region described in the HMT using measured RSSIs signal patterns. The estimation success rate is simulated and the benefits of the proposed method are discussed considering time and power consumption.

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Simulation Study on the Optimization of Hybrid Light Guide Plates for Edge-lit Backlight Applications

  • Lee, Jeong-Ho;Nahm, Kie-Bong;Ko, Jae-Hyeon;Kim, Joong-Hyun
    • 한국정보디스플레이학회:학술대회논문집
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    • 한국정보디스플레이학회 2009년도 9th International Meeting on Information Display
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    • pp.693-696
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    • 2009
  • The ray-tracing technique was used to optimize the light guide plate for the purpose of improving the on-axis luminance on the edge-lit backlights. One-dimensional prisms and engraved V-shaped patterns were applied to the upper and the lower surfaces of the light guide plate, respectively. By optimizing the apex angles of these micro-structures, as well as the shape of the reverseprism film put over the light guide plate, highly-collimated light-output distribution could be obtained on the backlight, which may contribute to the development of mobile LCD's with low power consumption.

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