• Title/Summary/Keyword: Power Consumption Patterns

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

  • Jin Hyoung Park;Heon Gyu Lee;Jin-Ho Shin;Keun Ho Ryu;Hiseok Kim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2008.11a
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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
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.2
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    • pp.21-29
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    • 2020
  • The use of NAND flash memory is continuously increased with the demand of mobile data in the IT industry environment. However, the erase operations in flash memory require longer latency and higher power consumption, resulting in the limited lifetime for each cell. Therefore, frequent write/erase operations reduce the performance and the lifetime of the flash memory. In order to solve this problem, management techniques for improving the performance of flash based storage by reducing write and erase operations of flash memory with using disk buffers have been studied. In this paper, we propose a CPWL to minimized the number of write operations. It is a disk buffer management that separates read and write pages according to the characteristics of the buffer memory access patterns. This technique increases the lifespan of the flash memory and decreases an energy consumption by reducing the number of writes by arranging pages according to the characteristics of buffer memory access mode of requested pages.

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

  • Lee, Ki-Chang;Kang, Dong-Sik;Jeon, Jeong-Woo;Hwang, Don-Ha;Lee, Ju-Hun;Hong, Jeong-Pyo
    • Proceedings of the KIEE Conference
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    • 2005.10b
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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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Analysis Process based on Modify K-means for Efficiency Improvement of Electric Power Data Pattern Detection (전력데이터 패턴 추출의 효율성 향상을 위한 변형된 K-means 기반의 분석 프로세스)

  • Jung, Se Hoon;Shin, Chang Sun;Cho, Yong Yun;Park, Jang Woo;Park, Myung Hye;Kim, Young Hyun;Lee, Seung Bae;Sim, Chun Bo
    • Journal of Korea Multimedia Society
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    • v.20 no.12
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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.

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

  • Mun, Ho-Seong;Kim, Sang-Hun;An, Jin-Ho
    • Korean Journal of Materials Research
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    • v.10 no.6
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    • pp.450-455
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    • 2000
  • For further scaling down of the silicon devices, the application of low dielectric constant materials instead of silicon oxide has been considered to reduce power consumption, crosstalk, and interconnection delay. In this paper, the effect of $O_2/SF_6$ plasma chemistry on the etching characteristics of polyimide-one of the promising low-k interlayer dielectrics-has been studied. The etch rate of polyimide decreases with the addition of $SF_6$ gas due to formation of nonvolatile fluorine compounds inhibiting reaction between oxygen and hydrocarbon polymer, while applying substrate bias enhances etching process through physical attack. However, addition of small amount of $SF_6$ is desirable for etching topography. $SiO_2$ hard mask for polyimide etching is effective under $O_2$plasma etching(selectivity~30), while $O_2/SF_6$ chemistry degrades etching selectivity down to 4. Based on the above results, $1-2\mu\textrm{m}$ L&S PI2610 patterns were successfully etched.

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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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    • v.36 no.3
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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.

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

  • 조용래;안경관
    • Journal of the Korean Society for Precision Engineering
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    • v.20 no.9
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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
    • Proceedings of the KSRS Conference
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    • 2008.10a
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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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New Approach for Improving Loss-free Handover Performance in DVB-H Networks (휴대방송 시스템(DVB-H)에서의 효과적인 핸드오버 기법 연구)

  • Cho, Jae-Soo;Park, Hung-Kun;Lim, Jong-Su;Lee, Hyun
    • Proceedings of the KIEE Conference
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    • 2006.04a
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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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    • 2009.10a
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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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