• 제목/요약/키워드: Consumption prediction

검색결과 441건 처리시간 0.024초

Maximizing Information Transmission for Energy Harvesting Sensor Networks by an Uneven Clustering Protocol and Energy Management

  • Ge, Yujia;Nan, Yurong;Chen, Yi
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권4호
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    • pp.1419-1436
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    • 2020
  • For an energy harvesting sensor network, when the network lifetime is not the only primary goal, maximizing the network performance under environmental energy harvesting becomes a more critical issue. However, clustering protocols that aim at providing maximum information throughput have not been thoroughly explored in Energy Harvesting Wireless Sensor Networks (EH-WSNs). In this paper, clustering protocols are studied for maximizing the data transmission in the whole network. Based on a long short-term memory (LSTM) energy predictor and node energy consumption and supplement models, an uneven clustering protocol is proposed where the cluster head selection and cluster size control are thoroughly designed for this purpose. Simulations and results verify that the proposed scheme can outperform some classic schemes by having more data packets received by the cluster heads (CHs) and the base station (BS) under these energy constraints. The outcomes of this paper also provide some insights for choosing clustering routing protocols in EH-WSNs, by exploiting the factors such as uneven clustering size, number of clusters, multiple CHs, multihop routing strategy, and energy supplementing period.

크리깅 메타모델을 이용한 MQL 밀링공정의 소비전력 예측 연구 (Prediction of Consumed Electric Power on a MQL Milling Process using a Kriging Meta-Model)

  • 장덕용;정지현;석종원
    • 한국정밀공학회지
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    • 제32권4호
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    • pp.353-358
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    • 2015
  • Energy consumption reduction has become an important key word in manufacturing that can be achieved through the efficient and optimal use of raw materials and natural resources, and minimization of the harmful effects on nature or human society. The successful implementation of this concept can only be possible by considering a product's entire life cycle and even its disposal from the early design stage. To accomplish this idea with milling, minimum quantity lubrication (MQL) strategies and cutting conditions are analyzed through process modeling and experiments. In this study, a model to predict the cutting energy in the milling process is used to find the cutting conditions, which minimize the cutting energy through a Kriging meta-modeling process. The MQL scheme is developed first to reduce the amount of cutting oil and costs used in the cutting process, which is then employed for the entire modeling and experiments.

이동통신 향 동영상압축을 위한 고집적 저전력 움직임 추정기 (Highly Integrated Low-Power Motion Estimation Processor for Mobile Video Coding Applications)

  • 박현상
    • 방송공학회논문지
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    • 제10권1호
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    • pp.77-82
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    • 2005
  • SoC 환경에서 효과적인 동영상 압축을 지원하기 위한 고집적 움직임 추정기를 제안한다. MPEG-4나 H.263과 같은 이동통신 향동영상압축 표준을 사용할 때, 움직임 보상, 모드 결정, 움직임 벡터 예측 및 차분 벡터 계산 등과 같은 기능은 MCU의 잦은 처리를 필요로 한다. 그러나. 제안한 움직임 추정기는 이러한 기능을 집적함으로써, 동영상 압축을 위한 MCU의 간섭을 최소로 하는 SoC 개발을 가능하게 한다. 또한 제안한 움직임 추정기는 움직임이 없는 배경에 대해서는 움직임 추정을 생략하거나 모드 결정을 통해서 INTRA 모드일 경우 반화소 단위 움직임 추정을 회피하는 기능을 구현함으로써 저전력 소모를 실현한다.

VQ Codebook Index Interpolation Method for Frame Erasure Recovery of CELP Coders in VoIP

  • Lim Jeongseok;Yang Hae Yong;Lee Kyung Hoon;Park Sang Kyu
    • 한국통신학회논문지
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    • 제30권9C호
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    • pp.877-886
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    • 2005
  • Various frame recovery algorithms have been suggested to overcome the communication quality degradation problem due to Internet-typical impairments on Voice over IP(VoIP) communications. In this paper, we propose a new receiver-based recovery method which is able to enhance recovered speech quality with almost free computational cost and without an additional increment of delay and bandwidth consumption. Most conventional recovery algorithms try to recover the lost or erroneous speech frames by reconstructing missing coefficients or speech signal during speech decoding process. Thus they eventually need to modify the decoder software. The proposed frame recovery algorithm tries to reconstruct the missing frame itself, and does not require the computational burden of modifying the decoder. In the proposed scheme, the Vector Quantization(VQ) codebook indices of the erased frame are directly estimated by referring the pre-computed VQ Codebook Index Interpolation Tables(VCIIT) using the VQ indices from the adjacent(previous and next) frames. We applied the proposed scheme to the ITU-T G.723.1 speech coder and found that it improved reconstructed speech quality and outperforms conventional G.723.1 loss recovery algorithm. Moreover, the suggested simple scheme can be easily applicable to practical VoIP systems because it requires a very small amount of additional computational cost and memory space.

단독주택 적용 지열 히트펌프 시스템의 성능 분석 (Performance Simulation of Ground-Coupled Heat Pump(GCHP) System for a Detached House)

  • 손병후;최종민;최항석
    • 설비공학논문집
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    • 제23권6호
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    • pp.392-399
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    • 2011
  • Ground-coupled heat pump(GCHP) systems have been shown to be an environmentally-friendly, efficient alternative to traditional cooling and heating systems in both residential and commercial applications. Although some work related to performance evaluation of GCHP systems for commercial buildings has been done, relatively little has been reported on the residential applications. The aim of this study is to evaluate the cooling and heating performances of a vertical GCHP system applied to an artificial detached house($117\;m^2$) in Seoul. For this purpose, a typical design procedure was involved with a combination of design parameters such as building loads, heat pump capacity, borehole diameter, and ground thermal properties, etc. The cooling and heating performance simulation of the system was conducted with different prediction times of 8760 hours and 240 months. The performance characteristics including seasonal system COP, average annual power consumption, and temperature variations related to ground heat exchanger were calculated and compared.

건축물 신재생에너지원의 이용 현황 및 문제점 분석 (An Analysis of Problems and the Current Status of Renewable Energy System in Buildings)

  • 장향인;성윤복;조영흠;김용식;조재훈
    • 한국태양에너지학회 논문집
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    • 제32권5호
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    • pp.75-82
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    • 2012
  • This study aims to investigate the usage of the renewable energy systems installed in buildings and make suggestions for the effective management. In this regard, a questionnaire survey was conducted on 1)design and construction, 2) operation and management, 3) user satisfaction and improvements about the renewable energy systems in buildings. Findings from this study can be summarized as follows; a lack of the basic information about systems, non-use of energy management systems, the differences in the features by energy source, and a lack of expertise of managers. The requirements to resolved these problems include the integrated management of various electric heat sources including a renewable energy source, an operation schedule based on the prediction of production and consumption, and so on. Furthermore the necessity of multiplex energy sources management system was confirmed and the basic data needed to establish the targets of this system were obtained.

태양열 온수 및 난방 일체형 복합시스템의 성능예측 (Performance Prediction of a Hot Water Supply and Panel Heating System with Solar Energy)

  • 한유리;박윤철
    • 한국태양에너지학회 논문집
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    • 제32권5호
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    • pp.11-17
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    • 2012
  • In this study, a simulation program was developed with heat transfer model in the thermal storage tank for a solar collector and burner combined heating and hot water supply system. Analysis was conducted with variation of operating condition and schedule to analyze performance of a hot water supply and panel heating system with a solar collector and burner combined thermal storage tank. The simulation program is divided two sections. One part is calculation of temperature variation of water which flows through the panel in the floor for heating of the residential house during 24 hours, and the other part is heat transfer calculation for the reaction time to get desired water temperature in the thermal storage tank. As results, light oil consumption and system performance during operation period were analyzed with variation of climate condition and with or without solar collector. Most of the case, oil could be saved about from 24 to 41% with installing the solar collector. The performance of the system is more dependent on radiation time of the solar collector rather than the intensity of the solar radiation which was adopted for the climate analysis.

체계적 비유 수업을 받은 중학생의 전류 개념의 시간적 변화 (A longitudinal Study on Effects of instruction Using Systematic Analogy on Changes of Middle School Students' Concepts of Electric Current)

  • 김영민;유준희;박승재
    • 한국과학교육학회지
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    • 제15권1호
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    • pp.17-26
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    • 1995
  • The purposes of this study were to investigate the effects of systematic analogy on pupils' concepts changes compared with non-systematic analogy and no analogy using longuitudal study. The subjects were the second year middle school students(N=140), 49 of them were experimental group, using systematic analogy; 47 of them were control group 1, using non-systematic analogy; and 44 of them were control group 2, using no analogy. We have elicited their ideas about electric current three times: pretest, posttest and delayed posttest by P-O-E(Prediction-Observation-Explanation) method. With time, resistant ;rrelevant idea was decreasing dominantly; sequential reasoning idea and scientific idea were increasing; and current consumption idea was rare. Systematic analogy is more effective than non-systematic analogy on pupils' concepts changes of electric current. Systematic analogy is more effective than no analogy in case of simple situation, but we couldn't find significant difference between systematic analogy and no analogy in case of complicated situation.

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플러그인 HEV용 변속기전달오차와 하중분포에 관한 연구 (Analytical Prediction of Transmission Error and Load Distribution for a Plugin HEV)

  • 장기;강재화;윤기백;류성기
    • 한국기계가공학회지
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    • 제11권3호
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    • pp.116-121
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    • 2012
  • In recent years, world is faced with a transportation energy dilemma, and the transportation is dependent on a single fuel - petroleum. However, Hybrid Electric Vehicle(HEV) technology holds more advantages to reduce the demand for petroleum in the transportation by efficiency improvements of petroleum consumption. Therefore, there is a trend that lower gear noise levels are demanded in HEV for drivers to avoid annoyance and fatigue during operation. And meshing transmission error(T.E.) is the excitation that leads to the tonal noise known as gear whine, and radiated gear whine is also the dominant source of noise in the whole gearbox. This paper presents a method for the analysis of gear tooth profile and lead modification, and the predictions of transmission error and load distribution are shown under one loaded torque for the 1st gear pair of HEV gearbox. The test is also obtained before tooth micro-modification under the torque. At last, the appropriate tooth modification is used to minimize the transmission error and load distribution under the loaded torque. It is a good approach which the simulated result is used to improve the design in order to minimize the radiation gear whine noise.

IEEE 802.15.4 LR-WPAN의 실시간 음성 데이터 응용에 대한 적용 가능성 연구 (Feasibility Study of IEEE 802.15.4 LR-WPAN to the Real-time Voice Application)

  • 허윤강;김유진;허재두
    • 대한임베디드공학회논문지
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    • 제2권2호
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    • pp.82-94
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    • 2007
  • Wireless sensor networking technology is one of the basic infrastructures for ubiquitous environment. It enables us to gather various sensory data such as temperature, humidity, gas leakage, and speed from the remote sensor devices. To support these networking functions, IEEE WPAN working group makes standards for PHY and MAC, while ZigBee Alliance defines the standards for the network, security, and applications. The low-rate WPAN was emerged to have the characteristics of network resilience, low cost, and low power consumption. It has a broad range of applications including, but not limit to industrial control and monitoring, home automation, disaster forecast and monitoring, health care. In order to provide more intelligent and robust services, users want voice-based solutions to accommodate to low-rate WPAN. In this paper, we have evaluated voice quality of an IEEE 802.15.4 standard compliant voice node. Specifically, it includes the design of a voice node and experiments based on the prediction of voice quality using the E-model suggested by ITU-T G.107, and the network communication mechanisms considering beacon-enabled and nonbeacon-enabled networks for real-time voice communications.

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