• Title/Summary/Keyword: Wasted 워크

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Automated Vision-based Construction Object Detection Using Active Learning (액티브 러닝을 활용한 영상기반 건설현장 물체 자동 인식 프레임워크)

  • Kim, Jinwoo;Chi, Seokho;Seo, JoonOh
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.39 no.5
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    • pp.631-636
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    • 2019
  • Over the last decade, many researchers have investigated a number of vision-based construction object detection algorithms for the purpose of construction site monitoring. However, previous methods require the ground truth labeling, which is a process of manually marking types and locations of target objects from training image data, and thus a large amount of time and effort is being wasted. To address this drawback, this paper proposes a vision-based construction object detection framework that employs an active learning technique while reducing manual labeling efforts. For the validation, the research team performed experiments using an open construction benchmark dataset. The results showed that the method was able to successfully detect construction objects that have various visual characteristics, and also indicated that it is possible to develop the high performance of an object detection model using smaller amount of training data and less iterative training steps compared to the previous approaches. The findings of this study can be used to reduce the manual labeling processes and minimize the time and costs required to build a training database.

A Multicast-based Mobility Support Scheme in IPv6 Networks (IPv6 네트워크에서 멀티캐스트 기반 이동성 제공 방안)

  • Woo Mi ae;Jun Hong sun;Park Ho hyun
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.30 no.4B
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    • pp.210-217
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    • 2005
  • With rapid advance in wireless communication technologies, many researches are conducted for providing Internet data services while users are roaming around. Efficient management of mobility of mobile nodes is essential as the use of real-time application program grows. In this paper, we propose a multicast-based localized mobility support scheme in IPv6 networks. The proposed scheme utilizes a class of multicast routing protocol for the localized mobility support. Features of the proposed scheme are use of join to a multicast group and leave from that group to localize binding update information and provision of an extended multicast group management mechanism to reduce leave latency. The results of simulation show that the proposed scheme out-performs Mobile IPv6 and Hierarchical Mobile IPv6 in UDP and TCP traffic performance and in wasted bandwidth.

A Performance Analysis and Evaluation of Congestion Avoidance Algorithm for ABR service over ATM Networks (ATM망에서 ABR 서비스를 위한 혼잡회피 알고리즘의 성능 분석 및 평가)

  • 하창승;조익성
    • Journal of the Korea Society of Computer and Information
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    • v.7 no.3
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    • pp.80-91
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    • 2002
  • A general goal of the AT%(Asynchronous Transfer Mode) network is to support connect across various network. On ATM networks, ABR services are provided using the remained ban after allocation CBR and VBR traffic. Realtime services such as transmitting audio or video data may be provided using CBR ado VBR which have a constrained transmission delay, but in these cases, the communications bandwidth may be wasted. In this paper a simulation has been performed to compare and evaluate the performance between the ERICA(Explicit Rate Indicate Avoidance) and EPRCA(Enhanced Proportional Rate Control Algorithm) switches which use Explicit Rate switch algorithm for ABR switch. The variation of the ACR at the source end system, the queue length, the utilization rate of the link bandwidth and the share fairness at the transient and steady states are used as the evaluation criteria for the simulation. As a result of simulation, ERICA algorithm switch was ten times long compared to ERPCA switch to achieve assigned fair share. so EPRCA switch is superior to ERICA about load response. For Fair share and stability, ERICA switch is excellent to EPRCA switch.

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Performance Analysis of Shared Stack Management for Sensor Operating Systems (센서 운영 체제를 위한 공유 스택 기법의 성능 분석)

  • Gu, Bon-Cheol;Heo, Jun-Young;Hong, Ji-Man;Cho, Yoo-Kun
    • Journal of KIISE:Computer Systems and Theory
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    • v.35 no.1
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    • pp.53-59
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    • 2008
  • In spite of increasing complexity of wireless sensor network applications, most of the sensor node platforms still have severe resource constraints. Especially a small amount of memory and absence of a memory management unit (MMU) cause many problems in managing application thread stacks. Hence, a shared-stack was proposed, which allows several threads to share one single stack for minimizing the amount of memory wasted by fixed-size stacks. In this paper, we present the memory usage models for thread stacks by deriving the overflow probability of the fixed-size stack and the shared-stack and also show that the shared-stack is more reliable than the fixed-size stack.

Low-power Routing Algorithm using Routing History Cache for Wireless Sensor Network (RHC(Routing History Cache)를 사용한 저전력 소모 라우팅 알고리즘)

  • Lee, Doo-Wan;Jang, Kyung-Sik
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.13 no.11
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    • pp.2441-2446
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    • 2009
  • Wireless Sensor Network collects a data from the specific area and the control is composed of small sensor nodes. Like this sensors to after that is established at the beginning are operated with the battery, the operational duration until several years must be continued from several months and will be able to apply the resources which is restricted in efficiently there must be. In this paper RHC (rounting history cache) applies in Directed Diffusion which apply a data central concept a reliability and an efficiency in data transfer course set. RHC algorithms which proposes each sensor node updated RHC of oneself with periodic and because storing the optimization course the course and, every event occurrence hour they reset the energy is wasted the fact that a reliability with minimization of duplication message improved.

Remote Power Management System for Large Scale PC Network (대규모 PC 네트워크의 원격 전원 관리 시스템)

  • Hwang, Kitae;Lee, Jae Moon
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.15 no.4
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    • pp.71-78
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    • 2015
  • Since most education organizations such as Universities have a plenty of PCs, much electric power can be wasted if their power states are not managed properly. This paper introduces the RPM(Remote Power Management) software system implemented to reduce a waste of PC power in Universities. The System manager can monitor power state of all PCs in a University and turn off PCs or change power states of PCs to low power states. The RPM consists of three software modules. First, Power Controller, which is installed in each user PC, saves the power by changing low power state by utilizing low power algorithm proposed in this paper. Also it reports power state of its PC to Power Server on the state changed. Second, Power Server module gathers power state information of all PCs, stores them in a DB, and sends all or some parts of the information to Power Viewer whenever the manager asks. The manager can turn off or change a certain PC to low power state. We evaluated the performance of power saving for the RPM and the result showed achievement of 40% power saving.

Prefetching Framework for General Workloads Using Breakpoint (브레이크포인트를 이용한 범용 워크로드 프리페칭 프레임워크)

  • Ko, Kwangjin;Ryu, Junhee;Kang, Kyungtae;Shin, Heonshik
    • Journal of KIISE
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    • v.41 no.10
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    • pp.832-837
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    • 2014
  • Application loading speed can be improved by timely prefetching disk blocks likely to be needed by an application. However, existing prefetchers -- if they are not specialized to a particular application -- incur high overheads and are poor at identifying the blocks that will actually be required. There are many sequences in which blocks may be needed and, even if two access sequences are identical, block tracing and access timings can be affected significantly by the state of the buffer cache. We propose a new application-independent software-based prefetching technique, in which breakpoints are inserted at appropriate places in an application to collect the information on correlations between the blocks and to prefetch the potential blocks ahead of their schedule based on it. Experiments on an HDD-based desktop PC demonstrated an average 30% reduction in application launch time and 15% in general I/O, while reducing the wasted overhead.

An Opportunistic Subchannel Allocation Scheme in Relay-based Marine Communication Networks (릴레이 기반의 해양 통신 시스템에서 기회주의적 서브채널 할당 기법)

  • Lee, Deokhui;Lee, Seong Ro;So, Jaewoo
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.39C no.7
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    • pp.546-551
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    • 2014
  • This paper proposes an opportunistic subchannel allocation (OSA) scheme for relay-based marine communication networks to improve a sum-rate capacity. In most previous works for relay-based networks, each RS delivers the data received from the BS immediately to the corresponding ships in each frame. The achievable data-rate of the two-hop transmission (BS-RS and RS-ship links) is thus limited by the channel quality between BS-RS and RS-ship links. Hence, the radio resources can be wasted according to the difference in the channel quality between the BS-RS link and the RS-ship link. The proposed OSA scheme reduces the waste of radio resources by efficiently and independently allocating the radio resources at the BS-RS link and at the RS-ship link according to the channel quality of each link. The proposed OSA scheme, however, increases the computational complexity, because the BS finds the optimal OFDMA resource by checking the channel quality of all BS-RS links and RS-ship links. The simulation results show that the sum-rate capacity of the proposed OSA scheme improves maximum 14.0% compared with the conventional scheme.

Analysis of the S-MAC/T-MAC Protocol for Wireless Sensor Networks (무선 센서망의 에너지 효율적 MAC(S-MAC/T-MAC) 성능 분석)

  • Lee Woo-Chul;Lee Yoo-Tae;Kim Dong-Il
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2006.05a
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    • pp.99-103
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    • 2006
  • In this paper, we focus on the problem of designing an energy efficient MAC protocol for wireless sensor networks and analyze S(Sensor)-MAC and T(Time-out)-MAC. S-MAC is based on the concept of the 'listen/sleep mode cycle'. This applies message passing to reduce contention latency for sensor-network applications that require store-and-forward processing as data moves through the network. However unlike the S-MAC, where the duration of the cycle is fixed, T-MAC introduces an adaptive duty cycle in a novel way: by dynamical ending the active part of it. This reduces the amount of energy wasted on idle listening, in which nodes wait for potentially incoming messages while still maintaining a reasonable throughput. In this paper we discuss the design of these two Protocols. We analyze them from the aspect of latency, throughput, and power savings when using the OMNeT++ simulator in various environments.

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Design and Implementation of User Pattern based Standby Power Reduction System Applying Zigbee-MQTT in a Smart Building Environment (스마트빌딩 환경에서 Zigbee-MQTT를 이용한 사용자 패턴 기반 대기전력 저감 시스템 설계 및 구현)

  • Jang, Young-Hwan;Lee, Sang-Soon
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.24 no.9
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    • pp.1158-1164
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    • 2020
  • In Korea, the dependence on imported energy is very high, and research to reduce standby power is being conducted based on Zigbee, a low-power technology, to reduce wasted power and improve power efficiency. However, because Zigbee is not an IoT standard protocol and is not network-based, it is necessary to build a network with a separate gateway, and research on standby power is insufficient because the standards for international power consumption of devices are ambiguous. Therefore, in this paper, we applied the IoT standard protocol MQTT to the existing Zigbee technology to build a network network without a separate gateway, and designed and implemented a standby power reduction system that collects standby power degradation and user patterns. As a result of evaluating with the existing system, it was confirmed that about 7.11% of standby power was consumed compared to the existing system.