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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8154
INTERNET VIDEO STREAMING SERVICE FOR SOCIAL NETWORK
R.PREETHI1, K.AISHWARYA2, V.SRAVYA3, K.SUSHMITHA4, P.SRIVARSHINI5
1Assistant Professor, Department of Information Technology, Panimalar Engineering College, Tamil Nadu, India.
2B.Tech, Department of Information Technology, Panimalar Engineering College, Tamil Nadu, India.
3B.Tech, Department of Information Technology, Panimalar Engineering College, Tamil Nadu, India.
4B.Tech, Department of Information Technology, Panimalar Engineering College, Tamil Nadu, India.
5B.Tech, Department of Information Technology, Panimalar Engineering College, Tamil Nadu, India.
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Abstract - Video streaming is before quality among
mobile users. the newest mobile devices, like good phones
and tablets, are well equipped with multiple wireless
network devices. so as to continue video streaming quality
whereas reducing the wireless service price, during this
paper, the foremost favorable video streaming method with
multiple links is developed as a Andrei Markov Decision
Process (MDP). This perform is intended to boost the Quality
of service (QoS) needs for video traffic, like the startup
Latency, playback fluency, average playback quality,
playback smoothness and wireless service price. To estimate
the performance of the planned adaptation algorithmic
rule, we tend to enforced a work victimization the humanoid
movable and therefore the Scalable Video
Coding(SVC)codec. The planned system provides associate
economical interactive streaming service for varied mobile
devices and dynamic network environment for video
Streaming over multiple wireless access networks.
Key Words: Dynamic adaptive streaming over HTTP
(DASH), Markov Decision Process (MDP), quality of
service (QoS), Scalable Video Coding (SVC), Cloud
Computing.
1. INTRODUCTION
Video streaming is gaining quality among mobile
users recently. Considering that the mobile devices have
restricted procedure capability and energy provide, it's
terribly difficult to produce top quality video streaming
services for mobile users systematically. To overcome the
on top of disadvantages of progressive transfer, Dynamic
Adaptational streaming over hypertext transfer protocol
(DASH) has been projected. In a DASH system, multiple
copies of pre-compressed videos with totally different
resolution and quality are hold on in segments.
1.1 Purpose of the System
The main aim is about Streaming data when the
network bandwidth can be changed dynamically. This
method could provide efficient self-adaptive multimedia
streaming services and can save network bandwidth, cost.
1.2 Scope of the project
As intelligent mobile phones and wireless networks
become a lot of and more well-liked, network services for
users aren't any longer restricted to the house.
Transmission data will be obtained simply mistreatment
mobile devices; permitting users to relish all over network
services. Considering the restricted information measure
out there for mobile streaming and completely different
device needs, this study given a network and device-aware
Quality of Service (QoS) approach that gives transmission
information appropriate for a digital computer unit
surroundings via interactive mobile streaming services,
additional considering the general network surroundings
and adjusting the interactive transmission frequency and
also the dynamic transmission transcoding, to avoid the
waste of information measure and terminal power.
2. LITERATURE SURVEY
A literature survey shows the varied analyses and
analysis created associated with the project and also the
results already printed, taking into consideration the
varied parameters of the project and also the extent of the
project. It is the most important part of the report as it
gives a direction in the area of research. The goal of the
literature survey is to fully specify the technical details
associated with the most project in an exceedingly
compact and unambiguous manner.
2.1 On Monitoring and Controlling QoS Network
Domains
Ahsan Habiby, Sonia Fahmy, Bharat Bhargava CERIAS
and the Department of Computer Sciences Purdue
University, WestLafayette,
IN47907–1398fhabib,fahmy,bbg@cs.purdue.edu
Media cloud provides a cost-effective and powerful
solution for the coming tide of the media consumption.
Based on previous summary of the recent work on media
cloud research, in this section, we first make some
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8155
suggestions on how to build the media cloud, and then
propose some potentially promising topics for future
research.
2.2 Aggregated QoS Mapping Framework for
Relative Service Differentiation-Aware Video
Streaming.
Jitae Shin, Jin-Gyeong Kim, JongWon Kim, D. C. Lee,
and C.-C. Jay Kuo Integrated Media Systems Center and
Department of Electrical Engineering-Systems University
of Southern.
E-mail:fjitaeshi,jingyeok,jongwon,cckuog@sipi.usc.edu,
dclee@usc.edu
This article introduces the principal concepts of
multimedia cloud computing and presents a novel
framework. We address multimedia cloud computing from
multimedia-aware cloud (media cloud) and cloud-aware
multimedia (cloud media) perspectives. First, we present a
multimedia-aware cloud, which addresses how a cloud can
perform distributed multimedia processing and storage
and provide quality of service (QoS) provisioning for
multimedia services. To achieve a high QoS for multimedia
services, we propose a media-edge cloud (MEC)
architecture, in which storage, central processing unit
(CPU), and graphics processing unit (GPU) clusters are
presented at the edge to provide distributed parallel
processing and QoS adaptation for various types of
devices.
2.3 Behavior Signature for Fine-grained Traffic
Identification
Mehdi Alasti and Behnam Neekzad, ClearwireJie Hui
and Rath Vannithamby, Intel Labs
We are planning to carry out a validation and a
thorough experimental assessment of the performance of
our cross-layer architecture as soon as its development
will be completed. In addition, we would like to extend our
study on this class of architectures to investigate the
impact of dependability issues, such as fault tolerance and
security, on their design.
2.4 Distributed Scheduling Scheme for Video
Streaming over Multi-Channel Multi-Radio Multi-
Hop Wireless Networks
Sung-Ho Yoon, Jun-Sang Park and Myung-Sup Kim∗
Dept. of Computer and Information Science, Korea
University, Korea Received: 6 Jun. 2014, Revised: 5 Aug.
2014, Accepted: 7 Aug. 2014
In this paper, we have developed fully distributed
scheduling schemes that jointly solve the channel-
assignment, rate allocation, routing and fairness problems
for video streaming over multi-channel multi-radio
networks. Unlike conventional scheduling schemes focus
on optimal system throughput or scheduling efficiency,
our work aims at achieving minimal video distortion and
certain fairness by jointly considering media-aware
distribution and network resource allocation. Extensive
simulation results are provided which demonstrate the
effectiveness of our proposed schemes.
2.5 Measurement, Modeling, and Analysis of a
Peer-to-Peer File-Sharing Workload.
Krishna P. Gummadi, Richard J. Dunn, Stefan Saroiu,
StevenD.Gribble,HenryM.Levy,andJohnZahorjanChangsha,
410073,P.R.China peifan@nudt.edu.cn,jiwang@ios.ac.cn
In this paper, we propose a clustering-based cloud node
selection approach for communication-intensive cloud
applications. By taking advantage of the cluster analysis,
our approach not only considers the QoS values of cloud
nodes, but also considers the relationship (i.e., response
time) between cloud nodes. Our approach systematically
combines cluster analysis and ranking methods. The
experimental results show that our approach outperforms
the existing ranking approaches.
2.6 From QoS to QoE: A Tutorial on Video Quality
Assessment
Yanjiao Chen, Student Member, IEEE, Kaishun Wu,
Member, IEEE, and Qian Zhang, Fellow, IEEE
This paper proposed cross-layer playback-rate
based streaming services, which can maintain network
transmission quality and receive data before playback
reliably in IMS networks with many users. The
experimental results show that the services could reduce
the overall network load without the occurrence of
dropped packets.
3. SYSTEM DESIGN
System Architecture is the conceptual model that
defines the structure, behavior, and more views of a
system. An architectural diagram is a formal description
and representation of a system, organized in a way that
supports reasoning about the structure and behaviours of
the system. Figure 1 shows the architecture
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8156
Fig -1: System Architecture
4. SYSTEM ANALYSIS
4.1 Existing System
In existing System progressive transfer, one in all
the foremost widespread and wide deployed streaming
techniques, buffers an outsized quantity of video
knowledge to soak up the variations of information
measure. Video knowledge are transmitted over HTTP
protocols; the video streaming service will be deployed on
any internet server.
In which sensible phones solely have restricted space for
storing, it's impractical to keep up a really massive buffer
size. The buffered unwatched video is also wasted if the
user turns off the video player or switches to different
videos.
4.2 Proposed System
To overcome the on top of disadvantages of
progressive transfer, dynamic adaptive streaming over
HTTP (DASH) has been planned. In planned system,
multiple copies of pre-compressed videos with totally
different resolution and quality are hold on in segments.
For each phase, the consumer will request the suitable
quality version supported its screen resolution, current
obtainable information measure, and buffer occupancy
standing. we formulate the multi-link video streaming
method as a reinforcement learning task.
A finite state Andre Markov Decision Process (MDP) will
be modelled for this reinforcement learning task. To solve
the MDP in real time, we have a tendency to planned
associate reconciling best-action search rule to get a sub-
optimal answer.
5. MODULES
The proposed system consists of:
A. User Profile Module
B. Web service Connection
C. Bandwidth Estimation
D. Scalable Video Conversion
E. Mobile Streaming
A. User Profile Module:
The profile agent is used to receive the mobile
hardware environment parameters and create a user
profile. The mobile device transmits its hardware
specifications in XML-schema format to the profile agent
in the cloud server. The XML-schema is metadata, which is
mainly semantic and assists in describing the data format
of the file. The metadata enables non-owner users to see
information about the files, and its structure is extensible.
However, any mobile device that is using this cloud service
for the first time will be unable to provide such a profile,
so there shall be an additional profile examination to
provide the test performance of the mobile device and
sample relevant information. Through this function, the
mobile device can generate an XML-schema profile and
transmit to the profile agent. The profile agent determines
the required parameters for the XML-schema and creates
a user profile, and then transmits the profile to the DAMM
for identification.
B. Web service Connection
When web methods are invoked from inside
Android application, the application gets back the data
from the server in the form of XML. The response which
has been received can be parsed and rendered in the
application as needed. SOAP is a protocol specification for
exchanging structured information in the implementation
of Web Services in computer networks.
C. Bandwidth Estimation
The NDAMM aims to determine the
interactive communication frequency and the SVC
multimedia file coding parameters according to the
parameters of the mobile device. It hands these over to the
STC for trans coding control, so as to reduce the
communication bandwidth requirements and meet the
mobile device user’s demand for multimedia streaming. It
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8157
consists of a listen module, a parameter profile module, a
network estimation module, a device-aware Bayesian
prediction module, and adaptive multi-layer selection. The
interactive multimedia streaming service must receive the
user profile of the mobile device instantly through the
listen module.
The parameter profile module records the user profile and
determines the parameter This is provided to both the
network estimation module and the device-aware
Bayesian prediction module to predict the required
numerical values. Rw and Rh represent the width and
height of the supportable resolution for the device, CP avg
and CP represent the present and average CPU operating
speed. Db and Db rate represent the existing energy of the
mobile device and energy consumption rate, and BW, BW
avg, and BW std represent the existing, average and
standard deviation values of the bandwidth. When this
parameter form is maintained, the parameters can be
transmitted to the network estimation module and the
device-aware Bayesian prediction module for relevant
prediction.
D.Scalable Video Conversion
The DNEM is mainly based on the
measurement-based prediction concept; however, it
further develops the Exponentially Weighted Moving
Average (EWMA). The EWMA uses the weights of the
historical data and the current observed value to calculate
gentle and flexible network bandwidth data for the
dynamic adjustment of weights. In order to determine the
precise network bandwidth value, the EWMA filter
estimates the network bandwidth value in which is the
estimated bandwidth of the No.
The time interval, is the bandwidth of the No. time interval
,and is the estimation difference. For different mobile
network estimations, this study considered the error
correction of estimation and the overall standard
difference and estimated the different bandwidths by
adjusting the weights among which, is the moving average
weight and is the standard deviation weight. When the
prediction error is greater than,
The system shall reduce the weight modification of the
predicted difference; relatively, when the prediction error
is less than, the system shall strengthen the weight
modification of the predicted difference. When the
changed bandwidth of the system is greater than the
standard difference, the predicted weight will increase as
the corrected value of the standard deviation is reduced.
The predictor formula for the overall mobile network
quality uses the standard normal state value range
concept of plus-minus three standard deviations of
statistics, referring to identify the stable or unstable state
of the current mobile network. If the present mobile
network is in a stable state, it shall conform to the
following equation among which, is the coefficient of the
evaluated standard deviation. The value is almost 1.128. If
the network bandwidth value of this time cycle is within
plus-minus three standard deviations of the standard
value, the present mobile network will be in a stable state;
otherwise it will be in a fluctuating state.
E.Streaming
The SVC hierarchical structure provides
scalability of the temporal, spatial and quality dimensions.
It adjusts along with the FPS, resolution and video
variations of a streaming bit rate: however, the question
remains of how to choose an appropriate video format
according to the available resources of various devices.
Hereby, in order to conform to the real-time requirements
of mobile multimedia, this study adopted Bayesian theory
to infer whether the video features conformed to the
decoding action. The inference module was based on the
following two conditions.
• The LCD brightness does not always change This
hypothesis aims at a hardware energy evaluation. The
literature states that TFT LCD energy consumption
accounts for about 20%–45% of the total power
consumption for different terminal hardware
environments. Although the overall power can be reduced
effectively by adjusting the LCD, with multimedia services,
users are sensitive to brightness; they dislike video
brightness that repeatedly changes. As changing the LCD
brightness will influence the energy consumption
evaluation value, the LCD brightness of the mobile device
is assumed to not able to change at will during multimedia
service.
• The energy of the mobile device shall be sufficient for
playing a full multimedia video Full multimedia service
must be able to last until the user is satisfied. This
assumed condition is also the next main decision rule.
As for the three video parameters of FPS, resolution and
bit rate, the bit rate depends on the frame rate and
resolution, so the Bayesian network adopts the frame rate
and resolution as the video input features and uses the bit
rate as parameter considered.
6. CONCLUSION
Thus the planned system has provided associate
degree economical interactive streaming service for
distributed mobile devices and dynamic network
environments for video streaming over multiple wireless
access networks. For mobile transmission streaming
services, a way to give acceptable transmission files per
the network and hardware devices is a remarkable
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8158
subject. during this study, a collection of adaptive
networks and a tool aware QoS approach for interactive
mobile streaming was planned. The DNEM and DBPM
were used for the prediction of network and hardware
options, and also the communication frequency and SVC
transmission streaming files best suited for the device
setting were determined per these 2 modules. within the
experiment, the general example design was completed
Associate an experimental analysis was meted out. The
experimental knowledge tried that the tactic might
maintain a particular level of transmission service quality
for dynamic network environments and guarantee swish
and complete multimedia streaming services. Cloud
services could accelerate analysis on SVC committal to
writing within the future. this study given a network and
device-aware Quality of Service (QoS) approach that gives
transmission knowledge appropriate for a terminal unit
setting via interactive mobile streaming services,
additional considering the general network setting and
adjusting the interactive transmission frequency and also
the dynamic transmission transcoding , to avoid the waste
of information measure and terminal power. Finally, this
study completed a example of this design to validate the
feasibleness of the planned technique.
6. FUTURE ENHANCEMENT
In this work, we just consider a single flow scenario
and ignore the interference from the other flows as well as
the competitive bidding for spectrum usage from the other
flows. In a CRN with multi flows, the CR source nodes need
to develop sophisticated bidding strategies considering
the competition from the peer flows, and the SSP should
jointly consider the cross-layer factors and the bidding
values to determine the sharing of the harvested
spectrum.
REFERENCES
[1] [1]Kamal Gakhar, Mounir Achir, Annie Gravey. How
many traffic classes dowe need in WiMAX[C]. IEEE
Wireless Communications and
NetworkingConference, Hong Kong, China, 2007,
pp.3706–3711.
[2] [2] Wang Zai-jian, Yu-ning Dong, Xinheng Wang. A
Dynamic Service ClassMapping Scheme for Different
QoS Domains Using Flow Aggregation[J].
[3] IEEE Systems Journal, vol. PP, Issue. 99, pp.1-12, 2014.
[4] [3] Mehdi Alasti, Behnam Neekzad, Jie Hui, Rath
Vannithamby. Quality of
[5] service in WiMAX and LTE networks[J]. IEEE
Communications Magazine,
[6] vol.48, no.5, pp.104-111, 2010.
[7] [4] Sung-Ho Yoon, Jun-Sang Park, Myung-Sup Kim,
ChaeTae Lim, JunHyung
[8] Cho. Behavior signature for big data traffic
classification[J]. 2014 International
[9] Conference on Big Data and Smart Computing
(BIGCOMP), Chatrium Hotel
[10] Riverside Bangkok, Thailand, pp.261-266, 2014.
[11] [5] Natalia M. Markovich, Udo R. Krieger. statistical
analysis and modeling ofpeer-to-peer multimedia
traffic[J]. Next Generation Internet, LNCS 5233,
[12] Springer-Verlag Berlin Heidelberg, pp.70-97, 2011.
[13]

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IRJET- Internet Video Streaming Service for Social Network

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8154 INTERNET VIDEO STREAMING SERVICE FOR SOCIAL NETWORK R.PREETHI1, K.AISHWARYA2, V.SRAVYA3, K.SUSHMITHA4, P.SRIVARSHINI5 1Assistant Professor, Department of Information Technology, Panimalar Engineering College, Tamil Nadu, India. 2B.Tech, Department of Information Technology, Panimalar Engineering College, Tamil Nadu, India. 3B.Tech, Department of Information Technology, Panimalar Engineering College, Tamil Nadu, India. 4B.Tech, Department of Information Technology, Panimalar Engineering College, Tamil Nadu, India. 5B.Tech, Department of Information Technology, Panimalar Engineering College, Tamil Nadu, India. ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - Video streaming is before quality among mobile users. the newest mobile devices, like good phones and tablets, are well equipped with multiple wireless network devices. so as to continue video streaming quality whereas reducing the wireless service price, during this paper, the foremost favorable video streaming method with multiple links is developed as a Andrei Markov Decision Process (MDP). This perform is intended to boost the Quality of service (QoS) needs for video traffic, like the startup Latency, playback fluency, average playback quality, playback smoothness and wireless service price. To estimate the performance of the planned adaptation algorithmic rule, we tend to enforced a work victimization the humanoid movable and therefore the Scalable Video Coding(SVC)codec. The planned system provides associate economical interactive streaming service for varied mobile devices and dynamic network environment for video Streaming over multiple wireless access networks. Key Words: Dynamic adaptive streaming over HTTP (DASH), Markov Decision Process (MDP), quality of service (QoS), Scalable Video Coding (SVC), Cloud Computing. 1. INTRODUCTION Video streaming is gaining quality among mobile users recently. Considering that the mobile devices have restricted procedure capability and energy provide, it's terribly difficult to produce top quality video streaming services for mobile users systematically. To overcome the on top of disadvantages of progressive transfer, Dynamic Adaptational streaming over hypertext transfer protocol (DASH) has been projected. In a DASH system, multiple copies of pre-compressed videos with totally different resolution and quality are hold on in segments. 1.1 Purpose of the System The main aim is about Streaming data when the network bandwidth can be changed dynamically. This method could provide efficient self-adaptive multimedia streaming services and can save network bandwidth, cost. 1.2 Scope of the project As intelligent mobile phones and wireless networks become a lot of and more well-liked, network services for users aren't any longer restricted to the house. Transmission data will be obtained simply mistreatment mobile devices; permitting users to relish all over network services. Considering the restricted information measure out there for mobile streaming and completely different device needs, this study given a network and device-aware Quality of Service (QoS) approach that gives transmission information appropriate for a digital computer unit surroundings via interactive mobile streaming services, additional considering the general network surroundings and adjusting the interactive transmission frequency and also the dynamic transmission transcoding, to avoid the waste of information measure and terminal power. 2. LITERATURE SURVEY A literature survey shows the varied analyses and analysis created associated with the project and also the results already printed, taking into consideration the varied parameters of the project and also the extent of the project. It is the most important part of the report as it gives a direction in the area of research. The goal of the literature survey is to fully specify the technical details associated with the most project in an exceedingly compact and unambiguous manner. 2.1 On Monitoring and Controlling QoS Network Domains Ahsan Habiby, Sonia Fahmy, Bharat Bhargava CERIAS and the Department of Computer Sciences Purdue University, WestLafayette, IN47907–1398fhabib,fahmy,bbg@cs.purdue.edu Media cloud provides a cost-effective and powerful solution for the coming tide of the media consumption. Based on previous summary of the recent work on media cloud research, in this section, we first make some
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8155 suggestions on how to build the media cloud, and then propose some potentially promising topics for future research. 2.2 Aggregated QoS Mapping Framework for Relative Service Differentiation-Aware Video Streaming. Jitae Shin, Jin-Gyeong Kim, JongWon Kim, D. C. Lee, and C.-C. Jay Kuo Integrated Media Systems Center and Department of Electrical Engineering-Systems University of Southern. E-mail:fjitaeshi,jingyeok,jongwon,cckuog@sipi.usc.edu, dclee@usc.edu This article introduces the principal concepts of multimedia cloud computing and presents a novel framework. We address multimedia cloud computing from multimedia-aware cloud (media cloud) and cloud-aware multimedia (cloud media) perspectives. First, we present a multimedia-aware cloud, which addresses how a cloud can perform distributed multimedia processing and storage and provide quality of service (QoS) provisioning for multimedia services. To achieve a high QoS for multimedia services, we propose a media-edge cloud (MEC) architecture, in which storage, central processing unit (CPU), and graphics processing unit (GPU) clusters are presented at the edge to provide distributed parallel processing and QoS adaptation for various types of devices. 2.3 Behavior Signature for Fine-grained Traffic Identification Mehdi Alasti and Behnam Neekzad, ClearwireJie Hui and Rath Vannithamby, Intel Labs We are planning to carry out a validation and a thorough experimental assessment of the performance of our cross-layer architecture as soon as its development will be completed. In addition, we would like to extend our study on this class of architectures to investigate the impact of dependability issues, such as fault tolerance and security, on their design. 2.4 Distributed Scheduling Scheme for Video Streaming over Multi-Channel Multi-Radio Multi- Hop Wireless Networks Sung-Ho Yoon, Jun-Sang Park and Myung-Sup Kim∗ Dept. of Computer and Information Science, Korea University, Korea Received: 6 Jun. 2014, Revised: 5 Aug. 2014, Accepted: 7 Aug. 2014 In this paper, we have developed fully distributed scheduling schemes that jointly solve the channel- assignment, rate allocation, routing and fairness problems for video streaming over multi-channel multi-radio networks. Unlike conventional scheduling schemes focus on optimal system throughput or scheduling efficiency, our work aims at achieving minimal video distortion and certain fairness by jointly considering media-aware distribution and network resource allocation. Extensive simulation results are provided which demonstrate the effectiveness of our proposed schemes. 2.5 Measurement, Modeling, and Analysis of a Peer-to-Peer File-Sharing Workload. Krishna P. Gummadi, Richard J. Dunn, Stefan Saroiu, StevenD.Gribble,HenryM.Levy,andJohnZahorjanChangsha, 410073,P.R.China peifan@nudt.edu.cn,jiwang@ios.ac.cn In this paper, we propose a clustering-based cloud node selection approach for communication-intensive cloud applications. By taking advantage of the cluster analysis, our approach not only considers the QoS values of cloud nodes, but also considers the relationship (i.e., response time) between cloud nodes. Our approach systematically combines cluster analysis and ranking methods. The experimental results show that our approach outperforms the existing ranking approaches. 2.6 From QoS to QoE: A Tutorial on Video Quality Assessment Yanjiao Chen, Student Member, IEEE, Kaishun Wu, Member, IEEE, and Qian Zhang, Fellow, IEEE This paper proposed cross-layer playback-rate based streaming services, which can maintain network transmission quality and receive data before playback reliably in IMS networks with many users. The experimental results show that the services could reduce the overall network load without the occurrence of dropped packets. 3. SYSTEM DESIGN System Architecture is the conceptual model that defines the structure, behavior, and more views of a system. An architectural diagram is a formal description and representation of a system, organized in a way that supports reasoning about the structure and behaviours of the system. Figure 1 shows the architecture
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8156 Fig -1: System Architecture 4. SYSTEM ANALYSIS 4.1 Existing System In existing System progressive transfer, one in all the foremost widespread and wide deployed streaming techniques, buffers an outsized quantity of video knowledge to soak up the variations of information measure. Video knowledge are transmitted over HTTP protocols; the video streaming service will be deployed on any internet server. In which sensible phones solely have restricted space for storing, it's impractical to keep up a really massive buffer size. The buffered unwatched video is also wasted if the user turns off the video player or switches to different videos. 4.2 Proposed System To overcome the on top of disadvantages of progressive transfer, dynamic adaptive streaming over HTTP (DASH) has been planned. In planned system, multiple copies of pre-compressed videos with totally different resolution and quality are hold on in segments. For each phase, the consumer will request the suitable quality version supported its screen resolution, current obtainable information measure, and buffer occupancy standing. we formulate the multi-link video streaming method as a reinforcement learning task. A finite state Andre Markov Decision Process (MDP) will be modelled for this reinforcement learning task. To solve the MDP in real time, we have a tendency to planned associate reconciling best-action search rule to get a sub- optimal answer. 5. MODULES The proposed system consists of: A. User Profile Module B. Web service Connection C. Bandwidth Estimation D. Scalable Video Conversion E. Mobile Streaming A. User Profile Module: The profile agent is used to receive the mobile hardware environment parameters and create a user profile. The mobile device transmits its hardware specifications in XML-schema format to the profile agent in the cloud server. The XML-schema is metadata, which is mainly semantic and assists in describing the data format of the file. The metadata enables non-owner users to see information about the files, and its structure is extensible. However, any mobile device that is using this cloud service for the first time will be unable to provide such a profile, so there shall be an additional profile examination to provide the test performance of the mobile device and sample relevant information. Through this function, the mobile device can generate an XML-schema profile and transmit to the profile agent. The profile agent determines the required parameters for the XML-schema and creates a user profile, and then transmits the profile to the DAMM for identification. B. Web service Connection When web methods are invoked from inside Android application, the application gets back the data from the server in the form of XML. The response which has been received can be parsed and rendered in the application as needed. SOAP is a protocol specification for exchanging structured information in the implementation of Web Services in computer networks. C. Bandwidth Estimation The NDAMM aims to determine the interactive communication frequency and the SVC multimedia file coding parameters according to the parameters of the mobile device. It hands these over to the STC for trans coding control, so as to reduce the communication bandwidth requirements and meet the mobile device user’s demand for multimedia streaming. It
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8157 consists of a listen module, a parameter profile module, a network estimation module, a device-aware Bayesian prediction module, and adaptive multi-layer selection. The interactive multimedia streaming service must receive the user profile of the mobile device instantly through the listen module. The parameter profile module records the user profile and determines the parameter This is provided to both the network estimation module and the device-aware Bayesian prediction module to predict the required numerical values. Rw and Rh represent the width and height of the supportable resolution for the device, CP avg and CP represent the present and average CPU operating speed. Db and Db rate represent the existing energy of the mobile device and energy consumption rate, and BW, BW avg, and BW std represent the existing, average and standard deviation values of the bandwidth. When this parameter form is maintained, the parameters can be transmitted to the network estimation module and the device-aware Bayesian prediction module for relevant prediction. D.Scalable Video Conversion The DNEM is mainly based on the measurement-based prediction concept; however, it further develops the Exponentially Weighted Moving Average (EWMA). The EWMA uses the weights of the historical data and the current observed value to calculate gentle and flexible network bandwidth data for the dynamic adjustment of weights. In order to determine the precise network bandwidth value, the EWMA filter estimates the network bandwidth value in which is the estimated bandwidth of the No. The time interval, is the bandwidth of the No. time interval ,and is the estimation difference. For different mobile network estimations, this study considered the error correction of estimation and the overall standard difference and estimated the different bandwidths by adjusting the weights among which, is the moving average weight and is the standard deviation weight. When the prediction error is greater than, The system shall reduce the weight modification of the predicted difference; relatively, when the prediction error is less than, the system shall strengthen the weight modification of the predicted difference. When the changed bandwidth of the system is greater than the standard difference, the predicted weight will increase as the corrected value of the standard deviation is reduced. The predictor formula for the overall mobile network quality uses the standard normal state value range concept of plus-minus three standard deviations of statistics, referring to identify the stable or unstable state of the current mobile network. If the present mobile network is in a stable state, it shall conform to the following equation among which, is the coefficient of the evaluated standard deviation. The value is almost 1.128. If the network bandwidth value of this time cycle is within plus-minus three standard deviations of the standard value, the present mobile network will be in a stable state; otherwise it will be in a fluctuating state. E.Streaming The SVC hierarchical structure provides scalability of the temporal, spatial and quality dimensions. It adjusts along with the FPS, resolution and video variations of a streaming bit rate: however, the question remains of how to choose an appropriate video format according to the available resources of various devices. Hereby, in order to conform to the real-time requirements of mobile multimedia, this study adopted Bayesian theory to infer whether the video features conformed to the decoding action. The inference module was based on the following two conditions. • The LCD brightness does not always change This hypothesis aims at a hardware energy evaluation. The literature states that TFT LCD energy consumption accounts for about 20%–45% of the total power consumption for different terminal hardware environments. Although the overall power can be reduced effectively by adjusting the LCD, with multimedia services, users are sensitive to brightness; they dislike video brightness that repeatedly changes. As changing the LCD brightness will influence the energy consumption evaluation value, the LCD brightness of the mobile device is assumed to not able to change at will during multimedia service. • The energy of the mobile device shall be sufficient for playing a full multimedia video Full multimedia service must be able to last until the user is satisfied. This assumed condition is also the next main decision rule. As for the three video parameters of FPS, resolution and bit rate, the bit rate depends on the frame rate and resolution, so the Bayesian network adopts the frame rate and resolution as the video input features and uses the bit rate as parameter considered. 6. CONCLUSION Thus the planned system has provided associate degree economical interactive streaming service for distributed mobile devices and dynamic network environments for video streaming over multiple wireless access networks. For mobile transmission streaming services, a way to give acceptable transmission files per the network and hardware devices is a remarkable
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8158 subject. during this study, a collection of adaptive networks and a tool aware QoS approach for interactive mobile streaming was planned. The DNEM and DBPM were used for the prediction of network and hardware options, and also the communication frequency and SVC transmission streaming files best suited for the device setting were determined per these 2 modules. within the experiment, the general example design was completed Associate an experimental analysis was meted out. The experimental knowledge tried that the tactic might maintain a particular level of transmission service quality for dynamic network environments and guarantee swish and complete multimedia streaming services. Cloud services could accelerate analysis on SVC committal to writing within the future. this study given a network and device-aware Quality of Service (QoS) approach that gives transmission knowledge appropriate for a terminal unit setting via interactive mobile streaming services, additional considering the general network setting and adjusting the interactive transmission frequency and also the dynamic transmission transcoding , to avoid the waste of information measure and terminal power. Finally, this study completed a example of this design to validate the feasibleness of the planned technique. 6. FUTURE ENHANCEMENT In this work, we just consider a single flow scenario and ignore the interference from the other flows as well as the competitive bidding for spectrum usage from the other flows. In a CRN with multi flows, the CR source nodes need to develop sophisticated bidding strategies considering the competition from the peer flows, and the SSP should jointly consider the cross-layer factors and the bidding values to determine the sharing of the harvested spectrum. REFERENCES [1] [1]Kamal Gakhar, Mounir Achir, Annie Gravey. How many traffic classes dowe need in WiMAX[C]. IEEE Wireless Communications and NetworkingConference, Hong Kong, China, 2007, pp.3706–3711. [2] [2] Wang Zai-jian, Yu-ning Dong, Xinheng Wang. A Dynamic Service ClassMapping Scheme for Different QoS Domains Using Flow Aggregation[J]. [3] IEEE Systems Journal, vol. PP, Issue. 99, pp.1-12, 2014. [4] [3] Mehdi Alasti, Behnam Neekzad, Jie Hui, Rath Vannithamby. Quality of [5] service in WiMAX and LTE networks[J]. IEEE Communications Magazine, [6] vol.48, no.5, pp.104-111, 2010. [7] [4] Sung-Ho Yoon, Jun-Sang Park, Myung-Sup Kim, ChaeTae Lim, JunHyung [8] Cho. Behavior signature for big data traffic classification[J]. 2014 International [9] Conference on Big Data and Smart Computing (BIGCOMP), Chatrium Hotel [10] Riverside Bangkok, Thailand, pp.261-266, 2014. [11] [5] Natalia M. Markovich, Udo R. Krieger. statistical analysis and modeling ofpeer-to-peer multimedia traffic[J]. Next Generation Internet, LNCS 5233, [12] Springer-Verlag Berlin Heidelberg, pp.70-97, 2011. [13]