• Title/Summary/Keyword: Data Transmission Processing

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Leased Line Traffic Prediction Using a Recurrent Deep Neural Network Model (순환 심층 신경망 모델을 이용한 전용회선 트래픽 예측)

  • Lee, In-Gyu;Song, Mi-Hwa
    • KIPS Transactions on Software and Data Engineering
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    • v.10 no.10
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    • pp.391-398
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    • 2021
  • Since the leased line is a structure that exclusively uses two connected areas for data transmission, a stable quality level and security are ensured, and despite the rapid increase in the number of switched lines, it is a line method that is continuously used a lot in companies. However, because the cost is relatively high, one of the important roles of the network operator in the enterprise is to maintain the optimal state by properly arranging and utilizing the resources of the network leased line. In other words, in order to properly support business service requirements, it is essential to properly manage bandwidth resources of leased lines from the viewpoint of data transmission, and properly predicting and managing leased line usage becomes a key factor. Therefore, in this study, various prediction models were applied and performance was evaluated based on the actual usage rate data of leased lines used in corporate networks. In general, the performance of each prediction was measured and compared by applying the smoothing model and ARIMA model, which are widely used as statistical methods, and the representative models of deep learning based on artificial neural networks, which are being studied a lot these days. In addition, based on the experimental results, we proposed the items to be considered in order for each model to achieve good performance for prediction from the viewpoint of effective operation of leased line resources.

A Performance Study on CPU-GPU Data Transfers of Unified Memory Device (통합메모리 장치에서 CPU-GPU 데이터 전송성능 연구)

  • Kwon, Oh-Kyoung;Gu, Gibeom
    • KIPS Transactions on Computer and Communication Systems
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    • v.11 no.5
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    • pp.133-138
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    • 2022
  • Recently, as GPU performance has improved in HPC and artificial intelligence, its use is becoming more common, but GPU programming is still a big obstacle in terms of productivity. In particular, due to the difficulty of managing host memory and GPU memory separately, research is being actively conducted in terms of convenience and performance, and various CPU-GPU memory transfer programming methods are suggested. Meanwhile, recently many SoC (System on a Chip) products such as Apple M1 and NVIDIA Tegra that bundle CPU, GPU, and integrated memory into one large silicon package are emerging. In this study, data between CPU and GPU devices are used in such an integrated memory device and performance-related research is conducted during transmission. It shows different characteristics from the existing environment in which the host memory and GPU memory in the CPU are separated. Here, we want to compare performance by CPU-GPU data transmission method in NVIDIA SoC chips, which are integrated memory devices, and NVIDIA SMX-based V100 GPU devices. For the experimental workload for performance comparison, a two-dimensional matrix transposition example frequently used in HPC applications was used. We analyzed the following performance factors: the difference in GPU kernel performance according to the CPU-GPU memory transfer method for each GPU device, the transfer performance difference between page-locked memory and pageable memory, overall performance comparison, and performance comparison by workload size. Through this experiment, it was confirmed that the NVIDIA Xavier can maximize the benefits of integrated memory in the SoC chip by supporting I/O cache consistency.

A study on the subset averaged median methods for gaussian noise reduction (가우시안 잡음 제거를 위한 부분 집합 평균 메디안 방법에 관한 연구)

  • 이용환;박장춘
    • Journal of the Korea Society of Computer and Information
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    • v.4 no.2
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    • pp.120-134
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    • 1999
  • Image processing steps consist of image acquisition, pre-processing, region segmentation and recognition, and the images are easily corrupted by noise during the data transmission, data capture, and data processing. Impulse noise and gaussian noise are major noises, which can occur during the process. Many filters such as mean filter, median filter, weighted median filter, Cheikh filter, and Kyu-cheol Lee filter were proposed as spatial noise reduction filters so far. Many researches have been focused on the reduction of impulse noise, but comparatively the research in the reduction of gaussian noise has been neglected. For the reduction of gaussian noise, subset averaged median filter, using median information and subset average information of pixels in a window. was proposed. At this time, consider of the window size as 3$^{*}$3 pixel. The window is divided to 4 subsets consisted of 4 pixels. First of all, we calculate the average value of each subset, and then find the median value by sorting the average values and center pixel's value. In this paper, a better reduction of gaussian noise was proved. The proposed algorithms were implemented by ANSI C language on a Sun Ultra 2 for testing purposes and the effects and results of the filter in the various levels of noise and images were proposed by comparing the values of PSNR, MSE, and RMSE with the value of the other existing filtering methods.thods.

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Design of Dynamic Route Control Gateway for High-Speed Data Communication over Public Networks (공중망에서의 고속 데이터통신을 위한 동적경로제어 게이트웨이 설계)

  • 허재두;강석근;주언경
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.25 no.4B
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    • pp.593-603
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    • 2000
  • In this paper, a dynamic route control scheme to increase speed of data communication over public network is presented. And a new structure of gateway which is suitable for the public network environments is proposed and analyzed. For dynamic allocation of transmission routing resources of the gateway and improvement of call processing ratio of the system, virtual queue is used. As results, route utilization ratio of the proposed scheme can be improved up to 60% as compared to the conventional fixed route control scheme. For the case of limited number of routes, it provides high speed data communication while maintaining delay time as low as possible. In addition, as the allocation period at call access node can be varied with the traffic in the proposed scheme, various traffics can be applied easily. Thus, it can be expected that the presented dynamic route control gateway may be suitable for application in high speed data communication over public network.

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The Routing Algorithm for Wireless Sensor Networks with Random Mobile Nodes

  • Yun, Dai Yeol;Jung, Kye-Dong;Lee, Jong-Yong
    • International Journal of Internet, Broadcasting and Communication
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    • v.9 no.4
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    • pp.38-43
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    • 2017
  • Sensor Networks (WSNs) can be defined as a self-configured and infrastructure-less wireless networks to monitor physical or environmental conditions, such as temperature, sound, vibration, pressure, motion or pollutants and to cooperatively pass their data through the network to a main location or base-station where the data can be observed and analyzed. Typically a wireless sensor network contains hundreds of thousands of sensor nodes. The sensor nodes can communicate among themselves using radio signals. A wireless sensor node is equipped with sensing and computing devices, radio transceivers and power components. The individual nodes in a wireless sensor network (WSN) are inherently resource constrained: they have limited processing speed, storage capacity, communication bandwidth and limited-battery power. At present time, most of the research on WSNs has concentrated on the design of energy- and computationally efficient algorithms and protocols In order to extend the network life-time, in this paper we are looking into a routing protocol, especially LEACH and LEACH-related protocol. LEACH protocol is a representative routing protocol and improves overall network energy efficiency by allowing all nodes to be selected to the cluster head evenly once in a periodic manner. In LEACH, in case of movement of sensor nodes, there is a problem that the data transmission success rate decreases. In order to overcome LEACH's nodes movements, LEACH-Mobile protocol had proposed. But energy consumption increased because it consumes more energy to recognize which nodes moves and re-transfer data. In this paper we propose the new routing protocol considering nodes' mobility. In order to simulate the proposed protocol, we make a scenario, nodes' movements randomly and compared with the LEACH-Mobile protocol.

A Study on Wearable Emergency Medical Alarm System (착용형 응급의료 경보시스템 구현에 관한 연구)

  • Kim, Dong-Wan;Beack, Seung-Hwa
    • Journal of IKEEE
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    • v.10 no.1 s.18
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    • pp.55-61
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    • 2006
  • In modern society, development of medical technology has extended the human life span. However, it has also caused some side-effects. Mostly old people who live alone are not available the medical service quickly when they are in emergency situations. Moreover heart related diseases as well are rapidly increasing with aging. This study proposes the emergency medical alarm system. This system measures the physiological signals such as ECG(electrocardiogram), temperature, and motion data, analyzes those data automatically, and sends the urgent message to the Emergency Medical Center and to their family. There are two main parts in the system. In the first part, physiological data acquisition part, the troublesome addition and deletion of body signals on existing proposed systems have been supplemented, which led to the modulized production by means of ECG sensor module, temperature sensor module, acceleration sensor module. The other part is mobile unit, which includes signal processing and transmission functions. And bluetooth allows two parts to communicate with each other. Data that are processed in the mobile unit are stored in the PC database through the WLAN using TCP/IP protocol.

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Implementation of UX-based Automatic Control System for CTI and Broadcasting Linkage of Customer -Focusing on call center data- (고객의 CTI와 방송연계를 위한 UX기반 자동제어시스템의 구현 -콜센터 데이터를 중심으로-)

  • Lee, Jae-Yong;Shin, Seung-Jung
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.20 no.2
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    • pp.61-66
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    • 2020
  • The purpose of this study is to identify and manage the problem of components discontinuity in the future based on the implementation of information systems to solve the problem of discontinuance of militaries parts, so as to solve the problem of discontinuance of components in the operation of the weapon systems and reduce excessive expenditure due to aging of the weapon system. The purpose is to prevent the discontinuance of components in the future by up-dating the production phenomena of parts manufactures periodically. Defense industries and R&D perood can expand users convenience by supporting selection of more efficient parts in weapon systems development and information of vast components information systems.

A Study on Land Warrior System Design Based on IEEE 802.15.4 (IEEE 802.15.4 기반의 미래병사체계 시스템 설계에 관한 연구)

  • Heo, Jun;Lee, Sang-Jin;Choi, Yong-Hoon;Choi, Hyo-Hyun
    • Journal of the Korea Society of Computer and Information
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    • v.17 no.5
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    • pp.71-80
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    • 2012
  • In this paper, applications that require low-speed data rate on personal area network to operate the Land Warrior system is proposed. These applications can refer to WSN(wireless sensor network) technology. However, this technology is not suitable to support various data transmission rate. A suitable CSMA/CA algorithm for Land Warrior System in order to solve these existing system problems is proposed. The proposed algorithm is designed to be variable CSMA/CA algorithm parameter, depending on data rate. For the evaluation of Land Warrior system model and CSMA/CA algorithm, we used Castalia. As a result of the simulation, it is found that the proposed system model can not only relieve loads of data processing, but also probability of collision was decreased.

A Study on MAC Core for 10Gbps Ethernet (10Gbps 이더넷용 MAC 코어에 대한 연구)

  • Sonh Seung-Il
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.9 no.3
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    • pp.547-554
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    • 2005
  • Ethernet has been given a greater attention recently due to tendency of unifying most of transmission technique to ethernet. This paper studied the design of MAC which contains high layer interface, transmit engine, flow control block, receive engine, reconciliation sublayer, configuration block, statistics block, and XGMll interface block. Performance evaluation was performed using C language for 10cbps ethernet Data Link to design the optimum hardware, then internal FIFO and initial parameters were evaluated. When offered load is $95\%$, the size of the internal FIFO is required 512-word. When offered load is $97\%$, the size of the internal FIFO is required 1024-word. Based on the result of performance evaluation, MAC was designed in VHDL Language and verified using simulator. MAC core that processes 64-bit data, operates at 168.549MHz and hence supports the maximum 10.78Gbps. The designed MAC core is applicable to an area that needs a high-speed data processing of 10Gbps or more.

A Group Key Management for Real-Time Multicasting Information Security (실시간 멀티캐스팅 정보보안을 위한 그룹키 관리)

  • Hong, Jong-Joon;Hwang, Kyo-Chul
    • The KIPS Transactions:PartC
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    • v.10C no.6
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    • pp.809-814
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    • 2003
  • The multicast transmitting the real-time data to groups may easily have many attacks from abnormal attacks because it has many links as compared to the unicast. The existing group key management architectures for preventing these problems are designed for protocols suitable for a large scale. Thus these architectures applied to a small scale routing protocols may have many overheads with key distribution and a constant core tree. Therefore this paper proposes a groups key management protocol for a secure multicast in PIM-SM multicast group communication. The proposed method divide multicast groups with RO(Rendezvous-Point), and subgroup key managers are established in each RP and can be transmitted groups keys between senders and receivers, so the security cannel is set up for secure data transfer, And this does not have needs of the data translation for group keys and the new key distribution for path change. As a result of this, the data transmission time can be reduced.