• Title/Summary/Keyword: Service Quality of Network

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Developing a Quality Prediction Model for Wireless Video Streaming Using Machine Learning Techniques

  • Alkhowaiter, Emtnan;Alsukayti, Ibrahim;Alreshoodi, Mohammed
    • International Journal of Computer Science & Network Security
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    • 제21권3호
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    • pp.229-234
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    • 2021
  • The explosive growth of video-based services is considered as the dominant contributor to Internet traffic. Hence it is very important for video service providers to meet the quality expectations of end-users. In the past, the Quality of Service (QoS) was the key performance of networks but it considers only the network performances (e.g., bandwidth, delay, packet loss rate) which fail to give an indication of the satisfaction of users. Therefore, Quality of Experience (QoE) may allow content servers to be smarter and more efficient. This work is motivated by the inherent relationship between the QoE and the QoS. We present a no-reference (NR) prediction model based on Deep Neural Network (DNN) to predict video QoE. The DNN-based model shows a high correlation between the objective QoE measurement and QoE prediction. The performance of the proposed model was also evaluated and compared with other types of neural network architectures, and three known machine learning methodologies, the performance comparison shows that the proposed model appears as a promising way to solve the problems.

Flow-Based Admission Control Algorithm in the DiffServ-Aware ATM-Based MPLS Network

  • Lee, Gyu-Myoung;Choi, Jun-Kyun;Choi, Mun-Kee;Lee, Man-Seop;Jong, Sang-Gug
    • ETRI Journal
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    • 제24권1호
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    • pp.43-55
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    • 2002
  • This paper proposes a flow-based admission control algorithm through an Asynchronous Transfer Mode (ATM) based Multi-Protocol Label Switching (MPLS) network for multiple service class environments of Integrated Service (IntServ) and Differentiated Service (DiffServ). We propose the Integrated Packet Scheduler to accommodate IntServ and Best Effort traffic through the DiffServ-aware MPLS core network. The numerical results of the proposed algorithm achieve reliable delay-bounded Quality of Service (QoS) performance and reduce the blocking probability of high priority service in the DiffServ model. We show the performance behaviors of IntServ traffic negotiated by end users when their packets are delivered through the DiffServ-aware MPLS core network. We also show that ATM shortcut connections are well tuned with guaranteed QoS service. We validate the proposed method by numerical analysis of its performance in such areas as throughput, end-to-end delay and path utilization.

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사회복지사의 전문성이 서비스 질에 미치는 영향 연구 : 사회자본의 매개효과를 중심으로 (Effect of Professionalism of Social Workers on Service Quality : Focusing on the Mediating Effect of Social Capital)

  • 정원희;최종일
    • 한국콘텐츠학회논문지
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    • 제18권7호
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    • pp.350-361
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    • 2018
  • 본 연구는 사회복지사의 전문성과 서비스 질의 관계에서 사회자본의 매개효과를 실증분석 하였다. 편의 표집방법으로 충청북도 지역 사회복지사를 대상으로 수집한 자료(276개 사례)를 활용하여 기술통계 및 위계적 회귀분석을 실시하였다. 기술통계 결과는 5점 리커트 척도에서 사회복지사 전문성 3.36, 사회자본의 하위유형 중 네트워크는 3.43, 신뢰는 3.67 및 서비스 질 4.00점의 평균값을 보였다. 사회복지사의 전문성과 서비스 질의 관계에서 사회자본의 하위유형인 네트워크와 신뢰는 각각 부분매개효과를 지니고 있는 것으로 검증되었다. 즉, 사회복지사의 전문성이 높으면 네트워크와 신뢰가 확대되고, 확대된 네트워크와 신뢰는 서비스 질을 향상시키는 유의한 영향력이 확인되었다. 분석결과를 토대로 서비스 질을 높이기 위한 방안으로서의 사회자본의 활성화를 위한 이론적 및 실천적 함의를 제시하였다.

Moving From Traditional to Society 5.0: Case study by Online Transportation Business

  • MASHUR, Razak;GUNAWAN, Bata Ilyas;FITRIANY, FITRIANY;ASHOER, Muhammad;HIDAYAT, Muhammad;ADITYA, Halim Perdana Kusuma Putra
    • 유통과학연구
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    • 제17권9호
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    • pp.93-102
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    • 2019
  • Purpose - Capturing the shifting consumer behavior perspective on online transportation network performance in Indonesia, this study aims to empirically examine the impact of electronic customer relationship management (e-CRM) and e-service quality on customer e-satisfaction and e-loyalty. Research design, data, and methodology - A quantitative approach was applied, and then we determined the respondents who met the predetermined criterion by using purposive sampling method. In total, 167 online transportation customer in Indonesia participated in this electronic questionnaire survey. To tested the collected data, Partial Least Square (PLS) - (SEM) analytical tools were employed. Results and Findings - There are five hypotheses proposed in this study and state that only one hypothesis is rejected, The dominant relationship between variables in the hypothesis is shown in the variable relationship of e-service quality on e-satisfaction. CRM, Service Quality, Satisfaction and Loyalty implemented comprehensively in cyberspace provides a clear picture for academics but also for practitioners who are struggling in the service industry that specifically appoints online transportation business. The findings of this research provide both managerial and theoretical implications to maintain customer e-loyalty in online transportation network business environment in Indonesia.

근골격계 질환 여성의 건강지원 네트워크 사업 효과 (Effects of the Health Support Network Project on Musculoskeletal Disorders of Females)

  • 김덕주;한희정;양영애
    • 보건의료산업학회지
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    • 제9권1호
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    • pp.169-178
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    • 2015
  • This study implemented a health support network project to improve the quality of life of women with musculoskeletal disorders. These activities were intended to analyze the effects of the impact on the quality of life of women with musculoskeletal diseases, continuing to base their future needs for materials and practice so as to provide a method for this purpose. On August 19, 2013 through December, a survey of 320 people living in Seoul included 31 women with symptoms of musculoskeletal disorders. Another, 16 weeks led to a total of 127 people with housewives screened as a subjects for social support networks projects. After the research, the health support network project was implemented, and most musculoskeletal pain was reduced, depression levels were reduced, and a quality improvement was noted in health-related life activities. In particular, mental- health-related quality of life was found to increased. As incidental factors that may cause musculoskeletal disorders, marital status, living with family, low income, and a high depression index were related to low health-related quality of life. Future studies can support continued health at the local business community level rather than with smaller samples. This work can also be supported by follow-up studies to evaluate the effectiveness of program.

청소년의 학업 스트레스와 소셜 네트워크 서비스(Social Network Service) 중독경향성의 관계에서 수면의 질의 매개효과 (The Mediating Effect of Sleep Quality in the Relationship between Academic Stress and Social Network Service Addiction Tendency among Adolescents)

  • 배은숙;강혜승;이하나
    • 지역사회간호학회지
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    • 제31권3호
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    • pp.290-299
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    • 2020
  • Purpose: The purpose of this study is to examine the mediating effect of sleep quality in the relationship between academic stress and social network service (SNS) addiction tendency among adolescents. Methods: The participants were composed of 204 high school students who were enrolled at private schools in Incheon metropolitan city. Data were collected from August 16 to September 10, 2019. The collected data were analyzed using a regression analysis, and SPSS Process Macro was used to test the mediating effect. Results: The direct effect of academic stress on SNS addiction tendency and the indirect effect of academic stress mediated with sleep quality about SNS addiction tendency were statistically significant. Conclusion: These findings suggest that positive intervention for academic stress and effective intervention program enhancing sleep quality should be provided for adolescents in order to prevent SNS addiction.

On QoS Routing and Path Establishment in the Presence of Imprecise State Information

  • Yuan, Xin;Duan, Zhenhai
    • Journal of Communications and Networks
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    • 제9권4호
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    • pp.356-367
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    • 2007
  • In large networks, maintaining precise global network state information is impossible. The imprecise network state information has significant impacts on Quality-of-Service(QoS) routing and path establishment. In this paper, we develop analytical models for investigating the QoS routing schemes that are designed to tolerate imprecise network state information, and study the performance of various QoS routing schemes, including randomized routing, multi-path routing, and probability based routing, using both the models and simulations. We further propose a new mechanism, called local rerouting, that improves the effectiveness of QoS path establishment in the presence of imprecise global network state information. Local rerouting is orthogonal to existing schemes for dealing with imprecise state information and can be used in conjunction with them to alleviate the impacts of the imprecise information. The results of our performance study indicate that local rerouting is robust and effective.

Seamless Mobility of Heterogeneous Networks Based on Markov Decision Process

  • Preethi, G.A.;Chandrasekar, C.
    • Journal of Information Processing Systems
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    • 제11권4호
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    • pp.616-629
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    • 2015
  • A mobile terminal will expect a number of handoffs within its call duration. In the event of a mobile call, when a mobile node moves from one cell to another, it should connect to another access point within its range. In case there is a lack of support of its own network, it must changeover to another base station. In the event of moving on to another network, quality of service parameters need to be considered. In our study we have used the Markov decision process approach for a seamless handoff as it gives the optimum results for selecting a network when compared to other multiple attribute decision making processes. We have used the network cost function for selecting the network for handoff and the connection reward function, which is based on the values of the quality of service parameters. We have also examined the constant bit rate and transmission control protocol packet delivery ratio. We used the policy iteration algorithm for determining the optimal policy. Our enhanced handoff algorithm outperforms other previous multiple attribute decision making methods.

Optimal buffer partition for provisioning QoS of wireless network

  • Phuong Nguyen Cao;Dung Le Xuan;Quan Tran Hong
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2004년도 ICEIC The International Conference on Electronics Informations and Communications
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    • pp.57-60
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    • 2004
  • Next generation wireless network is evolving toward IP-based network that can various provide multimedia services. A challenge in wireless mobile Internet is support of quality of service over wireless access networks. DiffServ architecture is proposed for evolving wireless mobile Internet. In this paper we propose an algorithm for optimal buffer partitioning which requires the minimal channel capacity to satisfy the QoS requirements of input traffic. We used a partitioned buffer with size B to serve a layered traffic at each DiffServ router. We consider a traffic model with a single source generates traffic having J $(J\geq2)$ quality of service (QoS) classes. QoS in this case is described by loss probability $\varepsilon_j$. for QoS class j. Traffic is admitted or rejected based on the buffer occupancy and its service class. Traffic is generated by heterogeneous Markov-modulated fluid source (MMFS).

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서비스 응답시간 보장을 위한 패킷 손실에 관한 연구 (A study on Packet Losses for Guaranteering Response Time of Service)

  • 김태경;서희석;김희완
    • 한국콘텐츠학회논문지
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    • 제5권3호
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    • pp.201-208
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    • 2005
  • 사용자가 요청한 서비스의 품질을 보장하기 위해서는 고려해야 할 요소가 많이 있으나, 그 중에서 가장 중요한 요소는 응답시간을 사용자에게 투명하게 제공할 수 있어야 한다. 서비스 응답시간을 측정하기 위해서는 네트워크 지연시간(network latency), 시스템에서의 지연시간(system latency), 소프트웨어 구성요소 지연시간(software component latency)을 측정하여야 한다. 본 논문에서는 네트워크 지연시간에 대하여 모델링을 수행하고, 패킷 손실이 지연시간에 미치는 영향에 대하여 분석을 수행하였다. 또한 NS-2 (Network Simulator)를 이용하여 제시한 수식의 유용성을 제시하기 위해서 시뮬레이션을 수행하였다. 이러한 연구는 서비스제공자와 사용자가 SLA (Service Level Agreement)의 체결 시에 응답시간을 보장해 줄 수 있는 방안의 제시가 가능하다.

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