• Title/Summary/Keyword: Context-Awareness Computing

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Big Data Meets Telcos: A Proactive Caching Perspective

  • Bastug, Ejder;Bennis, Mehdi;Zeydan, Engin;Kader, Manhal Abdel;Karatepe, Ilyas Alper;Er, Ahmet Salih;Debbah, Merouane
    • Journal of Communications and Networks
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    • v.17 no.6
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    • pp.549-557
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    • 2015
  • Mobile cellular networks are becoming increasingly complex to manage while classical deployment/optimization techniques and current solutions (i.e., cell densification, acquiring more spectrum, etc.) are cost-ineffective and thus seen as stopgaps. This calls for development of novel approaches that leverage recent advances in storage/memory, context-awareness, edge/cloud computing, and falls into framework of big data. However, the big data by itself is yet another complex phenomena to handle and comes with its notorious 4V: Velocity, voracity, volume, and variety. In this work, we address these issues in optimization of 5G wireless networks via the notion of proactive caching at the base stations. In particular, we investigate the gains of proactive caching in terms of backhaul offloadings and request satisfactions, while tackling the large-amount of available data for content popularity estimation. In order to estimate the content popularity, we first collect users' mobile traffic data from a Turkish telecom operator from several base stations in hours of time interval. Then, an analysis is carried out locally on a big data platformand the gains of proactive caching at the base stations are investigated via numerical simulations. It turns out that several gains are possible depending on the level of available information and storage size. For instance, with 10% of content ratings and 15.4Gbyte of storage size (87%of total catalog size), proactive caching achieves 100% of request satisfaction and offloads 98% of the backhaul when considering 16 base stations.

Design and Performance Analysis of Real-Time Hybrid Position Tracking Service System using IEEE 802.15.4/4a in the Multi-Floor Building (복합환경에서 IEEE 802.15.4/4a를 이용한 하이브리드 실시간 위치추적 서비스 시스템 설계 및 성능분석)

  • Kim, Myung-Hwan;Chung, Yeong-Jee
    • Journal of Information Technology Services
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    • v.10 no.1
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    • pp.105-116
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    • 2011
  • With recent spotlight on the, uniquitous computing technology, the need for object of indentification and location infrastructure has increased. Such GPS technolgy must utilize IEEE 802.15.4 Zigbee used for existing wireless sensor network infra as a basice element for user's context-awareness in a uniquitous environement, for effectiveness.Such real-time GPS service is provided in the internal environment where the user would actually are and most high-rise buildlings apply. Underthe assumption, the real-time GPS technology is seperated by each floor, and signals do not get transmitted to other floors, the application on one floor within the high-rise buildling was conducted. This study intends to suggest a floor detection algorithm using IEE 802.15.3/Zigbee's RSSI which supports the accuracy within a couple of meters for the user's the movement between the floors in high-rise buildings in a complex environment. It proposes an floor detection algorithm using IEEE 802.15.4/Zigbee's RSSI which provides accuracy within a radius of few meters for the users movement between the floors for real-time location tracking within high-rise building in a cmoplex environment. Furthermore, for more accurate real-time location tracking, it suggests an algorithm for real-time location tracking using IEEE 802.15.4a/Zigbee's CSS technology based on triangulation. Based on the suggested algorithm, it designs a hybrid real-time location tracking service system in a high-rise buildling and test its functions.

Collaborative Authoring System using 3D Spatio-Temporal Space (삼차원 시.공간을 이용하는 프레젠테이션 공동저작 시스템)

  • 이도형;성미영
    • Journal of KIISE:Computing Practices and Letters
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    • v.9 no.6
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    • pp.623-634
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    • 2003
  • In this paper, we propose a collaborative multimedia authoring system. Our authoring system represents a multimedia presentation in a 3D coordinate system. One axis represents the traditional timeline information (T-zone), and the other two axes represent spatial coordinates (XY-zone). Our system represents a visual media objects as a 3D parallelepipeds and audio media objects as cylinders. This interface allows for simultaneous authoring and manipulation of both the temporal and the spatial aspects of a presentation. Using our system, users can design multimedia presentations collaboratively in the unified spatio-temporal space while freely traversing the spatial domain and the temporal domain without changing the context of authoring. In addition, we suggest an efficient mechanism of concurrency control for shared objects generated by our collaborative writing system. The mechanism is mainly based on the user awareness, the multiple versions, and the access permission of shared objects. Our concurrency control mechanism is designed to keep data consistency by minimizing the collision due to the delay or the failure of network communication and to allow maximum responsiveness for users using optimistic concurrency control. Also, the mechanism maximize the responsiveness by refining the locking granularity and applying different concurrency control mechanisms to each.

A Rule-based Reasoning Engine supporting Hierarchical Taxonomy (계층적 분류체계를 지원하는 규칙기반 추론엔진)

  • Kim, Tae-Hyun;Kim, Jae-Ho;Won, Kwang-Ho;Lee, Ki-Hyuk;Sohn, Ki-Rack
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.45 no.5
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    • pp.148-154
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    • 2008
  • In a ubiquitous computing environment, a ubiquitous smart space is required to help devices provide intelligent services. The smart space embedded with mobile devices should have the capabilities of collecting data and refining the data to contact. Unfortunately, the context information in a ubiquitous smart space has many ambiguous characteristics. Therefore, it is necessary to adapt a standard taxonomy for contact information in the smart space and to implement an inference technique of the context information based on taxonomy. Rule-based inference engine, such as CLIPS, Jess, was employed for providing situation-aware services. However, it is difficult for these engines to be used in resource limited mobile devices. In this paper, we propose a light-weight inference engine providing autonomous situation aware services in mobile environment. It can be utilized for personal mobile devices tuck as mobile phone, PMP and navigation. It can also support both generalized rules and specialized rules as using hierarchical taxonomy information.

Design and Implementation of the Management System of Cultivation and Tracking for Agricultural Products using USN (유비쿼터스 센서 네트워크를 이용한 농산물 재배관리 및 이력추적 시스템의 설계 및 구현)

  • Yoo, Nam-Hyun;Song, Gil-Jong;Yoo, Ju-Hyun;Yang, Su-Yeong;Son, Cheol-Su;Koh, Jing-Wang;Kim, Won-Jung
    • Journal of KIISE:Computing Practices and Letters
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    • v.15 no.9
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    • pp.661-674
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    • 2009
  • Recently, there has been much research and many attempts to enhance converged information technology services using new technology such as ubiquitous sensor networks (USN) in medical, environmental, industrial, and logistic areas. There has also been much research and various attempts to apply this new technology to agricultural areas. However, applications to the agricultural areas should be considered differently against the same areas such as medical, environmental, industrial, and logistics. Therefore, this paper suggests that an agricultural cultivating management and traceability system. This system is a unified system that supports the processes sowing seeds through selling agricultural products to consumers. Farmers can be provided with an effective calendar for cultivation and weather information in real time as well as the monitoring of the growth of farm products on the farm in real time using this system. Farmers can also control all equipment installed on the farm directly or remotely and the equipment can be controlled automatically when the measured values such as temperature and humidity deviate from the decent criteria which are set by farmers or this system. Additionally, the reliability for and the better quality of the agricultural products can be improved because farmers can use this unified system to cover all processes from sowing seeds to selling to consumers.