• ETRI Journal
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• 제45권4호
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• pp.650-665
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• 2023

A novel smart metering technique capable of anomaly detection was proposed for real-time home power management system. Smart meter data generated in real-time were obtained from 900 households of single apartments. To detect outliers and missing values in smart meter data, a deep learning model, the autoencoder, consisting of a graph convolutional network and bidirectional long short-term memory network, was applied to the smart metering technique. Power management based on the smart metering technique was executed by multi-objective optimization in the presence of a battery storage system and an electric vehicle. The results of the power management employing the proposed smart metering technique indicate a reduction in electricity cost and amount of power supplied by the grid compared to the results of power management without anomaly detection.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제13권5호
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• pp.2732-2753
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• 2019

With the application of wireless sensor networks in the fields of ecological observation, defense military, architecture and urban management etc., the security problem is becoming more and more serious. Characteristics and constraint conditions of wireless sensor networks such as computing power, storage space and battery have brought huge challenges to protection research. Inspired by the danger theory in biological immune system, this paper proposes an intrusion detection model for wireless sensor networks. The model abstracts expressions of antigens and antibodies in wireless sensor networks, defines meanings and functions of danger signals and danger areas, and expounds the process of intrusion detection based on the danger theory. The model realizes the distributed deployment, and there is no need to arrange an instance at each sensor node. In addition, sensor nodes trigger danger signals according to their own environmental information, and do not need to communicate with other nodes, which saves resources. When danger is perceived, the model acquires the global knowledge through node cooperation, and can perform more accurate real-time intrusion detection. In this paper, the performance of the model is analyzed including complexity and efficiency, and experimental results show that the model has good detection performance and reduces energy consumption.

• 항공우주기술
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• 제9권2호
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• pp.176-184
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• 2010

지구 저궤도 위성의 임무 운용 시 전력 시스템을 안전하고 운용하고 에너지 균형을 만족하는 임무를 설계하기 위해 계획된 임무에 대한 전력 파라미터를 예측해야 한다. 이 논문에서는 다양한 미션 프로파일에 대해 위성의 생성 전력, 소모 전력, 배터리 방전 정도(Depth of Discharge, 이하 DoD), 버스 전압, 충/방전 전류 등을 예측함으로써 미션의 유효성 및 에너지 균형을 검증하기 위한 전력 시뮬레이터를 제안한다. 제안된 전력 시뮬레이터에는 인공위성의 생성 전력을 모사하기 위해 태양전지판(Solar Array, 이하 SA)의 모델, SAR (Solar Array Regulator)의 3가지 동작 모드를 구현하였다. 또한 소모 전력을 모사하기 위해 버스 및 탑재체의 각 유닛 별 소모 전력, Unit on/off configuration, 탑재체 운용 모드 등을 고려하였다. 버스 전압 및 충/방전 전류를 예측하기 위해 배터리 및 주변 회로를 모델링하고 임의의 DoD, 충방전 전류에 대해 배터리 전압 및 버스 전압을 예측한다. 구현된 전력 시뮬레이터를 이용해 에너지 균형을 분석하고 임무 계획의 적합성을 쉽게 판단할 수 있다.

• 한국정보통신학회:학술대회논문집
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• 한국정보통신학회 2012년도 춘계학술대회
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• pp.858-861
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• 2012

무선 센서 네트워크를 이용한 응용들 중 특히 환경 모니터링을 위해 대량으로 배치된 센서 노드들은 배터리 교체가 어렵고 교체시에 비용이 많이 드는 단점이 있다. 이를 보완하기 위해서는 무선 센서 네트워크 주위에 존재하는 신재생 에너지를 이용할 필요가 있다. 신재생 에너지들 중 태양 에너지는 매일 사용할 수 있고 에너지의 밀도가 다른 에너지원들 보다 높아 많이 이용되고 있다. 이에 본 논문은 태양 에너지를 충전하여 지속적으로 동작할 수 있는 무선 센서 노드의 에너지 충전 및 방전 특성을 모델링하여 무선 센서 노드의 에너지 활용 형태를 예측할 수 있는 이론적 모델을 제안한다. 개선된 모델에 의해 예측된 결과와 실제 무선 센서 노드의 에너지 활용 패턴을 비교 분석함으로써 실제와 유사하게 모델링할 수 있다.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제3권6호
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• pp.597-611
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• 2009

With the advent of ubiquitous computing society, many advanced technologies have enabled wireless sensor networks which consist of small sensor nodes. However, the sensor nodes have limited computing resources such as small size memory, low battery life, short transmission range, and low computational capabilities. Thus, decreasing energy consumption is one of the most significant issues in wireless sensor networks. In addition, numerous applications for wireless sensor networks are recently spreading to various fields (health-care, surveillance, location tracking, unmanned monitoring, nuclear reactor control, crop harvesting control, u-city, building automation etc.). For many of them, supporting security functionalities is an indispensable feature. Especially in case wireless sensor networks should provide a sufficient variety of security functions, sensor nodes are required to have more powerful performance and more energy demanding features. In other words, simultaneously providing security features and saving energy faces a trade-off problem. This paper presents a novel energy-efficient security architecture in an IEEE 802.15.4-based wireless sensor network called the Hybrid Adaptive Security (HAS) framework in order to resolve the trade off issue between security and energy. Moreover, we present a performance analysis based on the experimental results and a real implementation model in order to verify the proposed approach.

• 정보처리학회논문지C
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• 제17C권5호
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• pp.433-440
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• 2010

무선 센서 네트워크에서 에너지 효율성, 전송 지연 그리고 확장성은 중요한 요구사항이며, 특히 다수의 노드로 구성된 무선 센서 네트워크의 경우 네트워크 라이프타임 연장을 위해 제한된 배터리 전력 내에서 각 노드의 에너지 소비를 최소화 시켜야한다. 또한 전송률을 향상시키기 위해서는 각 센서 노드의 에너지 소비를 최소화하기 위한 효율적인 알고리즘과 에너지 관리 기술이 요구된다. 본 논문은 무선 센서 네트워크 환경에서 센서 데이터 전송을 위해 경로의 겹침이 없는 다중경로 프로토콜을 제안한다. 제안한 방법은 다중경로를 검색하고 라우팅 테이블에 다중경로를 추가시켜 센서 데이터 전송의 감소를 통해 네트워크 오버헤드를 최소화 시킨다. 제안한 라우팅 프로토콜은 각 노드의 에너지 소비를 최소화하고, 싱크 노드가 수신 강도 범위 내, 외부에 위치하더라도 센서 네트워크의 생명주기를 연장할 수 있다. 실제 데이터를 이용하여 현실 모델에 맞게 센서 네트워크를 구축하고 제안 기법의 타당성을 검증하며, 전체 에너지의 소비량을 평가한다.

• 한국전자거래학회:학술대회논문집
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• 한국전자거래학회 2005년도 종합학술대회
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• pp.78-84
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• 2005

As the research activities related to 'Ubiquitous Computing' whose concept was introduced by Mark Weiser are growing, RFID(Radio Frequency Identification) technology has recently gained attention as a technology to advance the ubiquitous computing and a lot of related researches are also in progress. Research works done so far are mainly linked to the situation that the research outputs apply to meet the requirements for asset tracking and data sharing with partners over supply chain by using fixed RFID readers. However, it is essential that users have access to real-time information about the tagged objects and services whenever and wherever they want in the era of ubiquitous computing, so mobile devices-including PDA, smart phone, cellular phone, etc - which are equipped with an RFID reader can be regarded as an essential terminal for users living in ubiquitous computing environment. As far as the application with mobile devices are concerned, there are many considerations due to their limited capabilities of data processing, battery consumption and so on. In this paper, we review the generic RFID network model and introduce the revised RFID network model in consideration of incorporation with mobile devices equipped with an RFID reader. Also, we derive the requirements for software embedded within an RFID- enabled mobile terminal and then discuss essential components for implementation. Moreover, we develop the applications for asset management at museum by using mobile RFID network model.

• Journal of Communications and Networks
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• 제12권5호
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• pp.480-491
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• 2010

Along with the wide acceptance of IEEE 802.11 wireless local area network (WLAN), new applications such as Internet protocol (IP) telephony over WLAN are fast emerging today. For battery-powered IP phone devices, the life time extension is a key concern for the market acceptance while today's 802.11 is not optimized for snch an operation. In this paper, we propose a novel idle mode operation, which comprises paging, idle handoff, and delayed handoff. Under the idle mode operation, a mobile host(MH) without any active session does not need to perform handoff within a predefined paging area (PA). Only when it enters a new PA, an idle handoff is performed. The proposed idle mode allows an MH without traffic to extend its life time. We develop a new analytical model in order to comparatively evaluate our proposed scheme. The numerical resnlts demonstrate that the proposed scheme outperforms the existing schemes with respect to power consumption.

• Journal of Communications and Networks
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• 제17권3호
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• pp.265-266
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• 2015

In a recent paper [1], the authors investigated the maximum stable throughput region of a network composed of a rechargeable primary user and a secondary user plugged to a reliable power supply. The authors studied the cases of an infinite and a finite energy queue at the primary transmitter. However, the results of the finite case are incorrect. We show that under the proposed energy queue model (a decoupled M/D/1 queueing system with Bernoulli arrivals and the consumption of one energy packet per time slot), the energy queue capacity does not affect the stability region of the network.

• Journal of Power Electronics
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• 제11권4호
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• pp.408-417
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• 2011

The plug-in hybrid electric vehicles (PHEVs) are specialized hybrid electric vehicles that have the potential to obtain enough energy for average daily commuting from batteries. The PHEV battery would be recharged from the power grid at home or at work and would thus allow for a reduction in the overall fuel consumption. This paper proposes an integrated power electronics interface for PHEVs, which consists of a novel Eight-Switch Inverter (ESI) and an interleaved DC/DC converter, in order to reduce the cost, the mass and the size of the power electronics unit (PEU) with high performance at any operating mode. In the proposed configuration, a novel Eight-Switch Inverter (ESI) is able to function as a bidirectional single-phase AC/DC battery charger/ vehicle to grid (V2G) and to transfer electrical energy between the DC-link (connected to the battery) and the electric traction system as DC/AC inverter. In addition, a bidirectional-interleaved DC/DC converter with dual-loop controller is proposed for interfacing the ESI to a low-voltage battery pack in order to minimize the ripple of the battery current and to improve the efficiency of the DC system with lower inductor size. To validate the performance of the proposed configuration, the indirect field-oriented control (IFOC) based on particle swarm optimization (PSO) is proposed to optimize the efficiency of the AC drive system in PHEVs. The maximum efficiency of the motor is obtained by the evaluation of optimal rotor flux at any operating point, where the PSO is applied to evaluate the optimal flux. Moreover, an improved AC/DC controller based Proportional-Resonant Control (PRC) is proposed in order to reduce the THD of the input current in charger/V2G modes. The proposed configuration is analyzed and its performance is validated using simulated results obtained in MATLAB/ SIMULINK. Furthermore, it is experimentally validated with results obtained from the prototypes that have been developed and built in the laboratory based on TMS320F2808 DSP.