• Title/Summary/Keyword: networking architecture

검색결과 312건 처리시간 0.03초

Deep Neural Network-Based Critical Packet Inspection for Improving Traffic Steering in Software-Defined IoT

  • 담프로힘;맛사;김석훈
    • 인터넷정보학회논문지
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    • 제22권6호
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    • pp.1-8
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    • 2021
  • With the rapid growth of intelligent devices and communication technologies, 5G network environment has become more heterogeneous and complex in terms of service management and orchestration. 5G architecture requires supportive technologies to handle the existing challenges for improving the Quality of Service (QoS) and the Quality of Experience (QoE) performances. Among many challenges, traffic steering is one of the key elements which requires critically developing an optimal solution for smart guidance, control, and reliable system. Mobile edge computing (MEC), software-defined networking (SDN), network functions virtualization (NFV), and deep learning (DL) play essential roles to complementary develop a flexible computation and extensible flow rules management in this potential aspect. In this proposed system, an accurate flow recommendation, a centralized control, and a reliable distributed connectivity based on the inspection of packet condition are provided. With the system deployment, the packet is classified separately and recommended to request from the optimal destination with matched preferences and conditions. To evaluate the proposed scheme outperformance, a network simulator software was used to conduct and capture the end-to-end QoS performance metrics. SDN flow rules installation was experimented to illustrate the post control function corresponding to DL-based output. The intelligent steering for network communication traffic is cooperatively configured in SDN controller and NFV-orchestrator to lead a variety of beneficial factors for improving massive real-time Internet of Things (IoT) performance.

Towards a Scalable SDN Hypervisors Framework

  • Aamir Hussain;Sajid Ali;Mubashir Ali;Sarfraz Hashim
    • International Journal of Computer Science & Network Security
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    • 제24권2호
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    • pp.67-78
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    • 2024
  • Software-Defined Networking (SDN) is a new emerging networking paradigm that has adopted a logically centralized architecture to increase overall network performance agility and programmability. Combining network virtualization with SDN will guarantees for combined advantages of improved flexibility and network performance. Combining SDN with hypervisors divides the network physical resources into several logical transparent and isolated virtual SDN network (vSDN), where each has its virtual controller. However, SDN hypervisors bring several advantages as well as several challenges to its network operators as for the virtual appliances, their efficient placement, assurance of network performance is mandatory, and their dynamic instantiation with their migration. In this article, we provide a brief and concise review of network virtualization along with its implementation in the SDN network. SDN hypervisors types are discussed, and taxonomy is provided to demonstrate the importance of hypervisors in SDN. A comparison of SDN hypervisors is performed to elaborate on the vital hypervisor software along with their features, and different challenges are discussed faced by the SDN network. A framework is proposed to add combined functionalities of hypervisors to create a more effective and efficient virtual system. The purpose of the framework is to increase network performance through proper configuration of resources, software, control plane isolation functions with defined rules and policies.

Leveraging Deep Learning and Farmland Fertility Algorithm for Automated Rice Pest Detection and Classification Model

  • Hussain. A;Balaji Srikaanth. P
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제18권4호
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    • pp.959-979
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    • 2024
  • Rice pest identification is essential in modern agriculture for the health of rice crops. As global rice consumption rises, yields and quality must be maintained. Various methodologies were employed to identify pests, encompassing sensor-based technologies, deep learning, and remote sensing models. Visual inspection by professionals and farmers remains essential, but integrating technology such as satellites, IoT-based sensors, and drones enhances efficiency and accuracy. A computer vision system processes images to detect pests automatically. It gives real-time data for proactive and targeted pest management. With this motive in mind, this research provides a novel farmland fertility algorithm with a deep learning-based automated rice pest detection and classification (FFADL-ARPDC) technique. The FFADL-ARPDC approach classifies rice pests from rice plant images. Before processing, FFADL-ARPDC removes noise and enhances contrast using bilateral filtering (BF). Additionally, rice crop images are processed using the NASNetLarge deep learning architecture to extract image features. The FFA is used for hyperparameter tweaking to optimise the model performance of the NASNetLarge, which aids in enhancing classification performance. Using an Elman recurrent neural network (ERNN), the model accurately categorises 14 types of pests. The FFADL-ARPDC approach is thoroughly evaluated using a benchmark dataset available in the public repository. With an accuracy of 97.58, the FFADL-ARPDC model exceeds existing pest detection methods.

Collaborative filtering by graph convolution network in location-based recommendation system

  • Tin T. Tran;Vaclav Snasel;Thuan Q. Nguyen
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제18권7호
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    • pp.1868-1887
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    • 2024
  • Recommendation systems research is a subfield of information retrieval, as these systems recommend appropriate items to users during their visits. Appropriate recommendation results will help users save time searching while increasing productivity at work, travel, or shopping. The problem becomes more difficult when the items are geographical locations on the ground, as they are associated with a wealth of contextual information, such as geographical location, opening time, and sequence of related locations. Furthermore, on social networking platforms that allow users to check in or express interest when visiting a specific location, their friends receive this signal by spreading the word on that online social network. Consideration should be given to relationship data extracted from online social networking platforms, as well as their impact on the geolocation recommendation process. In this study, we compare the similarity of geographic locations based on their distance on the ground and their correlation with users who have checked in at those locations. When calculating feature embeddings for users and locations, social relationships are also considered as attention signals. The similarity value between location and correlation between users will be exploited in the overall architecture of the recommendation model, which will employ graph convolution networks to generate recommendations with high precision and recall. The proposed model is implemented and executed on popular datasets, then compared to baseline models to assess its overall effectiveness.

TINA 연결관리 패키지의 연결 설정 및 해제 기능 구현 (Implementation of TINA CM Package Functionning as Connection Setup and Release)

  • 박준희;오현주;김상하
    • 한국정보처리학회논문지
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    • 제4권9호
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    • pp.2391-2402
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    • 1997
  • TINA는 분산처리환경상에서 객체단위로서 망 관리객체와 서비스 관리객체를 공유하는 새로운 개념의 소프트웨어 계층적 개방형 통신망 구조이다. 본 논문에서는 TINA의 관리구조에서 나누고있는 6개의 기능직 영역 중 하나인 연결관리의 연결관리 패키지를, 현재까지 정의되고 규격화된 개념과 원리에 의거해서, 구현하고 시험해 보았다. 구현에 앞서서 TINA의 네가지 구조와 각각의 구조에서 수용하고있는 기본개념, 연결관리의 모데링 개념 등에 대해서 알아본다. 그리고, 구현된 각 연산객체의 기능을 정보객체들의 인터페이스를 통해 설명하고, 연결 설정 및 해제 과정을 연산객체간의 메시지 흐름을 통해 보인다.

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현대건축에서 나타나는 중정의 유형 변화에 관한 연구 (A Study on the Typological Alteration of the Courtyard in Modern Architecture)

  • 이정민;김국선;우현용
    • 한국실내디자인학회논문집
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    • 제21권4호
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    • pp.40-47
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    • 2012
  • Courtyard is evolving from the conventional one element of a building far beyond into independent peremeter of urban architecture, of which function has been darmatically upgraded from embedded traditional air fluiding, nutural lighting system into where full fledged function can be experienced so much as your imagimation reaches taking major social responsibility such as intact offline social networking which links people from neighbors, inter / extra buiding openness which allow people can communicate among othewise between themselves and artificial natural environmental emelents supplier where people resort to relaxation and natural healing. Roles of courtyard has been by far streatched out into nearby natural healing space where people can shake off their unavoidable stresses from the modern life relaxing themselves looking at the sky otherwise observe natural surroundigns such as plants, flowers and waters. Thanks to hereonto mentioned its merits, Courtyard building is widely used and seen as a center of modern urban design in residence, public bilding and urban planned buildings. Courtyard biulding is nowadays boasting their morphological diversity brought out from lots of topological variation, type variants, cross section and inter relationship with the other neighboring spaces. Hence, hereby I have been studied how above mentioned three major peremeters of courtyard has been upgraded in modern architecture comparing the period from 1960 to 1990 and the period starting from 1991.

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선박 및 해양구조물의 안전 모니터링 정보 획득을 위한 ZigBee Sensor node 적용에 관한 연구 (Implementation of a Vessel USN for Safety Monitoring System Based on ZigBee)

  • 김대석;이경호;이정민
    • 한국CDE학회논문집
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    • 제19권2호
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    • pp.169-181
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    • 2014
  • Recently ships and ocean platforms are becoming increasingly technological, unmanned, and huge. Maintenance and safety monitoring of these products is very important for safety reasons. Therefore, real-time monitoring of safety regions, such as the engine room, and hull structure, and environmental states, like fire and pressure of LNG tanks, is required for the sustainable ships. In this paper, a ZigBee-based wireless sensor network is suggested to monitor ships and ocean platforms effectively. However, this causes some telecommunication problems because these products are made of steel. To resolve this problem, we use the mesh networking of Zig-Bee that can monitor the regions and environmental states consistently. The telecommunication of such a monitoring system is tested on a real container ship and its performance is verified. The real-time monitoring results are displayed on the users' smart devices.

웹 기반의 인트라넷 관리 보고서 작성기능 설계 및 구현 (Design and Implementation of Web Based Intranet Management Report Publisher)

  • 정연기;이상동
    • 한국멀티미디어학회논문지
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    • 제5권5호
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    • pp.562-570
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    • 2002
  • 본 논문은 인트라넷 관리자가 웹 환경에서 인트라넷의 상황을 쉽게 분석할 수 있도록, 관리자의 요구에 따라 일별, 주별, 월별, 연도별로 인트라넷의 구성관리, 성능관리, 장애관리에 대한 현황을 일괄적으로(또는 선택적으로), 자동으로 생성되게 하는 방법에 관한 것이다 본 연구의 특징은 웹을 기반으로 하여 분산 환경에서 개방형 통신망(TINA) 체계의 인트라넷 관리 보고서를 자동 생성할 수 있다는 것이다. 즉 코바(CORBA) 환경에서 사용자 에이전트(User Agent)에만 접속할 수 있게 함으로써 인트라넷 관리 시스템을 보호하고, 관리 시스템 접속 부분의 프로그램에 변경이 생기더라도 사용자 에이전트 프로그램만 수정하면 되므로 유지 보수가 용이한 구조이다.

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Ethernet-Based Avionic Databus and Time-Space Partition Switch Design

  • Li, Jian;Yao, Jianguo;Huang, Dongshan
    • Journal of Communications and Networks
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    • 제17권3호
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    • pp.286-295
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    • 2015
  • Avionic databuses fulfill a critical function in the connection and communication of aircraft components and functions such as flight-control, navigation, and monitoring. Ethernet-based avionic databuses have become the mainstream for large aircraft owning to their advantages of full-duplex communication with high bandwidth, low latency, low packet-loss, and low cost. As a new generation aviation network communication standard, avionics full-duplex switched ethernet (AFDX) adopted concepts from the telecom standard, asynchronous transfer mode (ATM). In this technology, the switches are the key devices influencing the overall performance. This paper reviews the avionic databus with emphasis on the switch architecture classifications. Based on a comparison, analysis, and discussion of the different switch architectures, we propose a new avionic switch design based on a time-division switch fabric for high flexibility and scalability. This also merges the design concept of space-partition switch fabric to achieve reliability and predictability. The new switch architecture, called space partitioned shared memory switch (SPSMS), isolates the memory space for each output port. This can reduce the competition for resources and avoid conflicts, decrease the packet forwarding latency through the switch, and reduce the packet loss rate. A simulation of the architecture with optimized network engineering tools (OPNET) confirms the efficiency and significant performance improvement over a classic shared memory switch, in terms of overall packet latency, queuing delay, and queue size.

Block-VN: A Distributed Blockchain Based Vehicular Network Architecture in Smart City

  • Sharma, Pradip Kumar;Moon, Seo Yeon;Park, Jong Hyuk
    • Journal of Information Processing Systems
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    • 제13권1호
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    • pp.184-195
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    • 2017
  • In recent decades, the ad hoc network for vehicles has been a core network technology to provide comfort and security to drivers in vehicle environments. However, emerging applications and services require major changes in underlying network models and computing that require new road network planning. Meanwhile, blockchain widely known as one of the disruptive technologies has emerged in recent years, is experiencing rapid development and has the potential to revolutionize intelligent transport systems. Blockchain can be used to build an intelligent, secure, distributed and autonomous transport system. It allows better utilization of the infrastructure and resources of intelligent transport systems, particularly effective for crowdsourcing technology. In this paper, we proposes a vehicle network architecture based on blockchain in the smart city (Block-VN). Block-VN is a reliable and secure architecture that operates in a distributed way to build the new distributed transport management system. We are considering a new network system of vehicles, Block-VN, above them. In addition, we examine how the network of vehicles evolves with paradigms focused on networking and vehicular information. Finally, we discuss service scenarios and design principles for Block-VN.