• 제목/요약/키워드: Data Throughput

검색결과 1,386건 처리시간 0.033초

Performance Evaluation and Analysis of Multiple Scenarios of Big Data Stream Computing on Storm Platform

  • Sun, Dawei;Yan, Hongbin;Gao, Shang;Zhou, Zhangbing
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제12권7호
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    • pp.2977-2997
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    • 2018
  • In big data era, fresh data grows rapidly every day. More than 30,000 gigabytes of data are created every second and the rate is accelerating. Many organizations rely heavily on real time streaming, while big data stream computing helps them spot opportunities and risks from real time big data. Storm, one of the most common online stream computing platforms, has been used for big data stream computing, with response time ranging from milliseconds to sub-seconds. The performance of Storm plays a crucial role in different application scenarios, however, few studies were conducted to evaluate the performance of Storm. In this paper, we investigate the performance of Storm under different application scenarios. Our experimental results show that throughput and latency of Storm are greatly affected by the number of instances of each vertex in task topology, and the number of available resources in data center. The fault-tolerant mechanism of Storm works well in most big data stream computing environments. As a result, it is suggested that a dynamic topology, an elastic scheduling framework, and a memory based fault-tolerant mechanism are necessary for providing high throughput and low latency services on Storm platform.

Simple Contending-type MAC Scheme for Wireless Passive Sensor Networks: Throughput Analysis and Optimization

  • Park, Jin Kyung;Seo, Heewon;Choi, Cheon Won
    • IEIE Transactions on Smart Processing and Computing
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    • 제6권4호
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    • pp.299-304
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    • 2017
  • A wireless passive sensor network is a network consisting of sink nodes, sensor nodes, and radio frequency (RF) sources, where an RF source transfers energy to sensor nodes by radiating RF waves, and a sensor node transmits data by consuming the received energy. Against theoretical expectations, a wireless passive sensor network suffers from many practical difficulties: scarcity of energy, non-simultaneity of energy reception and data transmission, and inefficiency in allocating time resources. Perceiving such difficulties, we propose a simple contending-type medium access control (MAC) scheme for many sensor nodes to deliver packets to a sink node. Then, we derive an approximate expression for the network-wide throughput attained by the proposed MAC scheme. Also, we present an approximate expression for the optimal partition, which maximizes the saturated network-wide throughput. Numerical examples confirm that each of the approximate expressions yields a highly precise value for network-wide throughput and finds an exactly optimal partition.

수중 채널의 시변동성이 통신 스루풋 효율에 미치는 영향 (Influence of Underwater Channel Time-Variability on Communication Throughput Efficiency)

  • 황찬호;김기만;이동원;박태두
    • 한국음향학회지
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    • 제33권6호
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    • pp.413-419
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    • 2014
  • 수중음향 채널은 시변적인 특징을 가진다. 채널의 시변동성은 지속적인 정보 데이터 전송을 방해하여 수중음향통신의 신뢰도를 감소시키는 요인이 된다. 본 논문에서는 채널의 시변동성을 시간영역 상관도로 기술하고, 정보 데이터의 실질 전송시간을 스루풋 효율로 표현하였다. 그리고 수중음향 채널의 시변동성이 통신 스루풋 효율에 미치는 영향을 분석하였다. 실제 수중음향통신 실험을 통하여 수중채널의 시변동성이 클수록 통신의 스루풋 효율도 감소한다는 것을 확인하였다.

Wide and Dual-Band MIMO Antenna with Omnidirectional and Directional Radiation Patterns for Indoor Access Points

  • Yeom, Insu;Jung, Young Bae;Jung, Chang Won
    • Journal of electromagnetic engineering and science
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    • 제19권1호
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    • pp.20-30
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    • 2019
  • A wide-band multiple-input multiple-output (MIMO) antenna with dual-band (2.4 and 5 GHz) operation is proposed for premium indoor access points (IAPs). Typically, an omni-directional pattern is used for dipole antennas and a directional radiation pattern is used for patch antennas. In this paper, both antenna types were used to compare their performance with that of the proposed $2{\times}2$ MIMO antenna. We simulated and measured the performance of the MIMO antenna, including the isolation, envelope correlation coefficient (ECC), mean effective gain (MEG) for the IAPs, and the throughput, in order to determine its communication quality. The performance of the antennas was analyzed according to the ECC and MEG. The proposed antenna has sufficient performance and excellent characteristics, making it suitable for IAPs. We analyzed the communication performance of wireless networks using the throughput data of a typical office environment. The network throughput of an 802.11n device was used for the comparison and was conducted according to the antenna type. The results showed that the values of the ECC, MEG, and the throughput have unique characteristics in terms of their directivity, antenna gains, isolation, etc. This paper also discusses the communication performance of various aspects of MIMO in multipath situations.

OFDM/SDMA 기반 셀룰러 시스템에서 다양한 트래픽 데이터를 지원하기 위한 하향링크 자원할당 알고리즘 (Downlink Radio Resource Allocation Algorithm for Supporting Heterogeneous Traffic Data in OFDM/SDMA-based Cellular System)

  • 허주;박성호;장경희;이희수;안재영
    • 한국통신학회논문지
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    • 제31권3A호
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    • pp.254-266
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    • 2006
  • 최근에 OFDM 기반 셀룰러 시스템의 Throughput 및 셀 커버리지를 향상시키기 위하여 SDMA(Spatial Division Multiple Access) 방식을 적용하는 자원 할당 방식에 대한 연구가 시작되고 있으나, 대부분의 OFDM/SDMA 기반 자원 할당 방식에 대한 연구는 시스템 Throughput 만을 최적화시키거나 단일 셀 환경에서만 적응이 가능한 한계가 있다. 본 논문에서는 사용자가 요구하는 트래픽 특성에 맞는 High Layer QoS(Quality of Service) 파라미터를 고려하면서, 시스템의 Throughput의 손실을 최소화하고 인접 셀 간 간섭을 고려하여 다중 셀 환경에서도 적용이 가능한 하향 링크 OFDM/SDMA 기반 자원할당 알고리즘을 제안하고, Ped A 및 다중 안테나 채널모델인 SCME (Spatial Channel Model Extensions) 채널에서 제안된 알고리즘 성능을 분석한다.

Energy Efficient and Low-Cost Server Architecture for Hadoop Storage Appliance

  • Choi, Do Young;Oh, Jung Hwan;Kim, Ji Kwang;Lee, Seung Eun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권12호
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    • pp.4648-4663
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    • 2020
  • This paper proposes the Lempel-Ziv 4(LZ4) compression accelerator optimized for scale-out servers in data centers. In order to reduce CPU loads caused by compression, we propose an accelerator solution and implement the accelerator on an Field Programmable Gate Array(FPGA) as heterogeneous computing. The LZ4 compression hardware accelerator is a fully pipelined architecture and applies 16 dictionaries to enhance the parallelism for high throughput compressor. Our hardware accelerator is based on the 20-stage pipeline and dictionary architecture, highly customized to LZ4 compression algorithm and parallel hardware implementation. Proposing dictionary architecture allows achieving high throughput by comparing input sequences in multiple dictionaries simultaneously compared to a single dictionary. The experimental results provide the high throughput with intensively optimized in the FPGA. Additionally, we compare our implementation to CPU implementation results of LZ4 to provide insights on FPGA-based data centers. The proposed accelerator achieves the compression throughput of 639MB/s with fine parallelism to be deployed into scale-out servers. This approach enables the low power Intel Atom processor to realize the Hadoop storage along with the compression accelerator.

Throughput Analysis and Optimization of Distributed Collision Detection Protocols in Dense Wireless Local Area Networks

  • Choi, Hyun-Ho;Lee, Howon;Kim, Sanghoon;Lee, In-Ho
    • Journal of Communications and Networks
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    • 제18권3호
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    • pp.502-512
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    • 2016
  • The wireless carrier sense multiple access with collision detection (WCSMA/CD) and carrier sense multiple access with collision resolution (CSMA/CR) protocols are considered representative distributed collision detection protocols for fully connected dense wireless local area networks. These protocols identify collisions through additional short-sensing within a collision detection (CD) period after the start of data transmission. In this study, we analyze their throughput numerically and show that the throughput has a trade-off that accords with the length of the CD period. Consequently, we obtain the optimal length of the CD period that maximizes the throughput as a closed-form solution. Analysis and simulation results show that the throughput of distributed collision detection protocols is considerably improved when the optimal CD period is allocated according to the number of stations and the length of the transmitted packet.

Joint Uplink and Downlink Resource Allocation in Data and Energy Integrated Communication Networks

  • Yu, Qin;Lv, Kesi;Hu, Jie;Yang, Kun;Hong, Xuemin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제11권6호
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    • pp.3012-3028
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    • 2017
  • In this paper, we propose a joint power control strategy for both the uplink and downlink transmission by considering the energy requirements of the user equipments' uplink data transmissions in data and energy integrated communication networks (DEINs). In DEINs, the base station (BS) adopts the power splitting (PS) aided simultaneous wireless information and power transfer (SWIPT) technique in the downlink (DL) transmissions, while the user equipments (UEs) carry out their own uplink (UL) transmissions by exploiting the energy harvested during the BS's DL transmissions. In our DEIN model, there are M UEs served by the BS in order to fulfil both of their DL and UL transmissions. The orthogonal frequency division multiple access (OFDMA) technique is adopted for supporting the simultaneous transmissions of multiple UEs. Furthermore, a transmission frame is divided into N time slots in the medium access control (MAC) layer. The mathematical model is established for maximizing the sum-throughput of the UEs' DL transmissions and for ensuring their fairness during a single transmission frame T, respectively. In order to achieve these goals, in each transmission frame T, we optimally allocate the BS's power for each subcarrier and the PS factor for each UE during a specific time slot. The original optimisation problems are transformed into convex forms, which can be perfectly solved by convex optimisation theories. Our numerical results compare the optimal results by conceiving the objective of maximising the sum-throughput and those by conceiving the objective of maximising the fair-throughput. Furthermore, our numerical results also reveal the inherent tradeoff between the DL and the UL transmissions.

고속이동환경에서 무선랜(IEEE 802.11g)의 데이터 전송속도 측정 (Data throughput measurement for Wireless LAN of IEEE 802.11g in mobile environment)

  • 오종택
    • 한국통신학회논문지
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    • 제29권3A호
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    • pp.288-292
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    • 2004
  • 최근 들어 hot spot 서비스를 비롯한 무선랜의 활용이 급격히 증가하고 있다. 전에는 주로 옥내에서 유선랜 대용으로 사용이 국한되었지만, 무선랜의 데이터 전송속도와 성능이 크게 향상되어 옥내에서의 mobile computing 용도뿐만 아니라 옥외에서 인터넷 접속용이나 무선 브리지용으로도 그 사용이 증대되고 있다. 본 논문에서는 고속이동환경에서의 무선랜의 데이터 전송속도를 측정하여 ITS(Intelligent Transport System)나 Telematics, LBS(Location Based System) 등의 응용 분야에서 그 사용 가능성을 검증하였다.

열차내 무선 통신을 위한 AP 설치 방안 연구 (Data throughput measurement for Wireless LAN of IEEE 802.11g In Train environment)

  • 송용수;한성호;이수길
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2007년도 심포지엄 논문집 정보 및 제어부문
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    • pp.395-396
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    • 2007
  • Recently the application area of wireless LAN has been increased, rapidly. The application area was limited in indoor, but as the data throughput and performance of wireless LAN becomes better the application is to extend to the Internet connection and wireless bridge in outdoor. In this paper, the data throughput of wireless LAN in mobile environment is measured, and the usability of wireless LAN for Train, Telematics, and LBS is confirmed.

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