CN108200471A - A kind of construction method for the standard data set for evaluating and testing encrypted video QoE - Google Patents

A kind of construction method for the standard data set for evaluating and testing encrypted video QoE Download PDF

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CN108200471A
CN108200471A CN201810016344.XA CN201810016344A CN108200471A CN 108200471 A CN108200471 A CN 108200471A CN 201810016344 A CN201810016344 A CN 201810016344A CN 108200471 A CN108200471 A CN 108200471A
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video
terminal
data
network
user
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CN108200471B (en
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秦晓卫
唐爽
陶晓明
李陈圣
刘松林
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Tsinghua University
University of Science and Technology of China USTC
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Tsinghua University
University of Science and Technology of China USTC
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/43Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
    • H04N21/442Monitoring of processes or resources, e.g. detecting the failure of a recording device, monitoring the downstream bandwidth, the number of times a movie has been viewed, the storage space available from the internal hard disk
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/43Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
    • H04N21/442Monitoring of processes or resources, e.g. detecting the failure of a recording device, monitoring the downstream bandwidth, the number of times a movie has been viewed, the storage space available from the internal hard disk
    • H04N21/44213Monitoring of end-user related data
    • H04N21/44218Detecting physical presence or behaviour of the user, e.g. using sensors to detect if the user is leaving the room or changes his face expression during a TV program
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/45Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
    • H04N21/4508Management of client data or end-user data
    • H04N21/4516Management of client data or end-user data involving client characteristics, e.g. Set-Top-Box type, software version or amount of memory available
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/45Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
    • H04N21/462Content or additional data management, e.g. creating a master electronic program guide from data received from the Internet and a Head-end, controlling the complexity of a video stream by scaling the resolution or bit-rate based on the client capabilities
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/47End-user applications
    • H04N21/475End-user interface for inputting end-user data, e.g. personal identification number [PIN], preference data
    • H04N21/4756End-user interface for inputting end-user data, e.g. personal identification number [PIN], preference data for rating content, e.g. scoring a recommended movie
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/60Network structure or processes for video distribution between server and client or between remote clients; Control signalling between clients, server and network components; Transmission of management data between server and client, e.g. sending from server to client commands for recording incoming content stream; Communication details between server and client 
    • H04N21/63Control signaling related to video distribution between client, server and network components; Network processes for video distribution between server and clients or between remote clients, e.g. transmitting basic layer and enhancement layers over different transmission paths, setting up a peer-to-peer communication via Internet between remote STB's; Communication protocols; Addressing
    • H04N21/647Control signaling between network components and server or clients; Network processes for video distribution between server and clients, e.g. controlling the quality of the video stream, by dropping packets, protecting content from unauthorised alteration within the network, monitoring of network load, bridging between two different networks, e.g. between IP and wireless
    • H04N21/64723Monitoring of network processes or resources, e.g. monitoring of network load
    • H04N21/64738Monitoring network characteristics, e.g. bandwidth, congestion level

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  • Engineering & Computer Science (AREA)
  • Signal Processing (AREA)
  • Multimedia (AREA)
  • Databases & Information Systems (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Social Psychology (AREA)
  • Computer Security & Cryptography (AREA)
  • Human Computer Interaction (AREA)
  • Two-Way Televisions, Distribution Of Moving Picture Or The Like (AREA)
  • Mobile Radio Communication Systems (AREA)
  • Telephonic Communication Services (AREA)

Abstract

The invention discloses a kind of construction methods for the standard test data set for evaluating and testing encrypted video QoE, it is characterized in building universal data collection platform, coordinated by terminal applies and HTTP server, video network data, video QoE parameters and user MOS scorings during HTTP server single-point can acquire mobile terminal viewing video simultaneously, realize standard data set structure.The data acquisition modes being combined due to the present invention using distributed feedback drive test terminal with VPN centralizations and the standard data set construction method based on data flow, therefore the present invention can easily support the data of crowdsourcing model to acquire, and suitable for the encryption based on TCP and udp protocol and non-encrypted video traffic, the true comprehensive and completeness of the data set of structure is good, so as to overcome the shortcomings of available data collection construction method.

Description

A kind of construction method for the standard data set for evaluating and testing encrypted video QoE
Technical field
The invention belongs to mobile communication network technology fields, and in particular to mobile network-oriented operator/equipment vendor carries out The construction method of the standard data set of encrypted video QoE evaluation and tests.
Background technology
Provide the starting point that good experience and guarantee are carrier network optimization, Mobile Network Operator/equipment to the user Quotient increasingly pays close attention to the assessment of mobile video quality of service.In recent years, popularizing with 3G/4G networks, mobile network video obtains Swift and violent development is arrived.It, will to flow caused by mobile video business in 2021 according to the statistical forecast in 2016 of Cisco of the U.S. Account for more than 75% mobile flow.The mobile video business of mainstream is based on HTTP self adaptation streams (HTTP Adaptive at present Stream, HAS).But with attention of the people to privacy of user, more and more content suppliers start to its video content into Row encrypted transmission.Therefore, the comprehensive data set of support mobile video evaluation the quality is obtained, has become mobile network's fortune The problem of seeking quotient/equipment vendor's urgent need to resolve.
Objective Video quality of service, user experience should at least be included by supporting the data set of mobile video evaluation the quality (Quality of Experience, QoE) quality and network data.Objective quality of service refers to the objective of video traffic Quality index, the common initial buffer including video, interim card, clarity and fluency.Video traffic QoE refers to video industry The subjective perception experience of business, the five-grade marking system subjectivity mean opinion score (the Mean Opinion generally proposed at present using ITU-T Score, MOS), by the way that QoE is analyzed from difference to being quantified as 1~5 point well.For example, the U.S. " Mobile in 2014 " the Prometheus that Computing Systems and Applications " meetings are included:toward quality-of- Experience estimation for mobile apps from passive network measurements " combine Terminal testing and core net actively measure, and user experience parameter (QoE Metrics) are obtained from end side, at the beginning of mainly including video Begin buffering and interim card, and obtaining IP/TCP stream rank statistics network quality (Quality of Service, QoS) from core net joins Number uses the technique study qos parameter of machine learning and the relationship of QoE parameters.In addition to this, also many other research It person or exploitation metadata acquisition tool or constructs on the basis of obtaining data with content supplier/network operator's cooperation Experimental data set has carried out similar research and has achieved certain achievement in research.For example, it is embodied in Europe in 2015 " the YoMoApp of " European Conference on Networks and Communications ":A tool for Analyzing QoE of You Tube HTTP adaptive streaming in mobile networks ", the tool Be only capable of terminal acquire QoE parameters, mainly include video initial buffer, interim card, it is impossible to obtain video traffic network data and User MOS.Dutch periodical " Computer Communications " " the Network-based video included in 2017 Freeze detection and prediction in HTTP adaptive streaming ", under non-encrypted scene from The content delivery network service device of content supplier obtains video playing daily record, passes through decompiling official terminal in the case where encrypting scene Video playing daily record is obtained using (Application, APP), mainly includes the segment information of video and interim card information.But they At present all there are one it is common the problem of:Experimental data set acquisition still has difficulty, the particularly feelings in video-encryption transmission Under condition, the complete experimental data set of terminal video QoE parameters, network data and user MOS can not be obtained simultaneously.
Invention content
The present invention proposes a kind of construction method for the standard data set for evaluating and testing encrypted video QoE, builds universal data collection Platform is coordinated by terminal APP and HTTP server, can acquire mobile terminal viewing video process simultaneously on HTTP server In video network data, video QoE parameters and user MOS scoring, realize standard data set structure, so as to overcome existing reality Test the deficiency of data set construction method.
The construction method of the standard data set of present invention evaluation and test encrypted video QoE, by way of mobile terminal drive test, is adopted Video, user and network data structure standard data set under set network in mobile video traffic watching process, feature It is:It is mutually tied by distributed feedback drive test terminal and the centralized data acquisitions of VPN (Virtual Private Network) It closes, data acquisition platform can only acquire video, user and the network data needed for structure data set in HTTP server side;HTTP Server uses IP-based data acquisition modes to be suitable for the encryption of various IP/TCP and IP/UDP agreements and non-encrypted shifting Dynamic data service;Concrete operation step is:
(1) mobile terminal accesses data acquisition platform by way of VPN agencies, opens terminal APP selection videos and carries out Viewing;
(2) terminal APP is obtained includes terminal brand and model, operating system, Termination ID, network used in viewing video Simultaneously video playing daily record is recorded in end message including operator, network access mode, IP address of terminal and signal strength values; Wherein network operator includes mobile, unicom and telecommunications, and network access mode includes 3G, 4G and WIFI, and IP address of terminal is sees The IP address of terminal when seeing video, signal strength values are quantified as 0~4 from weak to strong according to practical received signal strength;
(3) video information is obtained by terminal APP and video playing daily record is recorded, video information includes video ID, regards The playable duration of frequency title and video;
(4) the user's operation behavior in video display process is recorded by terminal APP and broadcasting daily record, Yong Hucao is recorded Make behavior to include suspending, redirect forward, redirect backward and stop to play;
(5) pass through the QoE parameters of terminal APP record mobile terminal network videos to broadcasting daily record;The QoE parameter masters of video Will be mobile video business objective quality index, the first time slack including video prolongs, the interim card information of video, video resolution and Video actual play duration;The first time slack of wherein video, which prolongs, to be referred to when playing passed through since user be played to clicking Between, interim card information include video cardton at the time of and interim card duration;
(6) MOS that user is recorded by terminal APP scores, and journal file then is uploaded to HTTP server;Video is broadcast Terminal APP prompts user to score when discharging into, experience of the user in watching process, by video tastes from difference to favorable comment It is divided into 1~5;
(7) terminal APP provides automatic record screen function, and after the license of user, terminal APP can be to video display process It realizes record screen, user is prompted to upload to HTTP service after completion to be played;
(8) it the network data during HTTP server crawl video-see and is associated with the terminal daily record of upload realization; When user selects one video of viewing, terminal APP initiates " selection video " message to server, and server is according to movement at this time The IP address crawl network packet of terminal;When video playing is completed, terminal APP initiates " finishing playing " to server and disappears Breath, at this time server stop as the mobile terminal packet capturing, and by the network data file of preservation and the terminal daily record received into Row association;
(9) data analytic construction standard data set:The HAS videos carried first according to differing transmission protocols are from HTTP service Different qos parameters is extracted in the network data of device crawl, including:Under being extracted to the HAS video networks data carried based on TCP Row real time rate, packet loss and round-trip delay (Round Trip Time, RTT) parameter, to the network data that is carried based on UDP only Extract downstream rate parameter;Then the synchronization message of HTTP server is reported to according to terminal APP timings, by terminal daily record with Qos parameter realizes time synchronization;End message, video information, user's operation behavior, video QoE parameters, user will finally be included MOS scores and the standard data set of network QoS parameter saves as file or deposit database.
Present invention evaluation and test is suitable for the construction method of the standard data set of encrypted video QoE, distributed due to taking The data acquisition modes that feedback drive test terminal is combined with VPN centralizations, the architecture design of data acquisition platform support crowd The data acquisition for the crowdsourcing model (Crowdsourcing) that multi-user tests simultaneously;Data acquisition is efficiently convenient, watches video mistake In journey terminal APP record automatically screen, recording played state and prompting user score to form journal file and be automatically uploaded to HTTP clothes Business device in HTTP server single-point acquiring can obtain and related network data, video QoE parameters and MOS score automatically;Data Dimensional information is comprehensive, and other than network data, video QoE parameters and MOS score, data set further includes end message, video letter Breath, user's operation behavior and record screen file;Collecting method autgmentability is strong, the data set construction method tool based on data flow There is versatility, the structure of the standard exercise data set under video QoE evaluation and tests is encrypted in mobile network-oriented operator/equipment vendor Method is suitable for encryption and non-encrypted video traffic based on TCP and udp protocol.The method have the advantages that:
(1) compared to the common single-point/multi-point data acquisition of traditional mobile video business, since data of the present invention acquisition is flat Platform is combined by terminal APP and HTTP server, only can obtain video network data, terminal simultaneously in HTTP server single-point Information, video information, QoE parameters, user's operation behavior, MOS score datas and record screen file, data acquisition are convenient and true Comprehensively.
(2) present invention develops the independent Android and IOS mobile terminals for being suitable for mainstream and supporting HAS video websites APP.For the video website of open programming interface, terminal APP directly realizes video playing by interface;For being programmed without open The website of interface, APP realize video playing by the address of video that web crawlers obtains.Pass through both modes, terminal APP Realize the support to more major video website.
(3) authentic and valid QoE parameters can just be obtained by simple interactive operation and user MOS scores.It is broadcast in video Terminal APP records the broadcast state of video and is saved in journal file automatically during putting, and video broadcasting condition includes video QoE Parameter and user's operation behavior.At the end of video playing, terminal APP automatically prompting users score to the video of viewing, then will The video playing journal file of formation is reported to HTTP server.
(4) the record screen file support of terminal APP is repeatedly scored having watched video, and then obtains more accurate use Family MOS scores.
(5) present invention develops the HTTP server based on C++, can be respectively the video that is played of each access terminal from Dynamic crawl network data, and the video playing journal file and record screen file that report with terminal are realized and are associated with.Simultaneously go back multiple access, It is mostly concurrent, it supports to carry out extensive data acquisition by way of Crowdsourcing.
(6) HTTP server carries out data acquisition, this IP-based data acquisition modes according to IP address of mobile terminal It can be widely applicable for the encryption of various IP/TCP and IP/UDP agreements and non-encrypted mobile data services.
Description of the drawings
Fig. 1 is the network topology schematic diagram of the data acquisition platform of the embodiment of the present invention 1.
Fig. 2 is that the data acquisition platform terminal APP of the embodiment of the present invention 1 and HTTP server cooperative work principle are illustrated Figure.
Fig. 3 is 2 data resolving schematic diagram of the embodiment of the present invention.
Fig. 4 is the time synchronization principle schematic in 2 data resolving of the embodiment of the present invention.
Specific embodiment
The construction method that present invention evaluation and test is suitable for the standard data set of evaluation and test encrypted video QoE is mainly acquired comprising data Platform and data parsing, are further specifically introduced below by drawings and examples.
Embodiment 1:
Present embodiments provide structure side of the network-oriented operator evaluation and test suitable for the standard data set of encrypted video QoE The universal data collection platform of method and the data acquisition based on data acquisition platform, Fig. 1 are that the data of the present embodiment are adopted Collect the network topology schematic diagram of platform.As shown in Figure 1, mobile terminal can access major video website by two ways:(a) By way of VPN agencies, using mobile terminal A1 by VPN proxy server A3, using switch A 5 and HTTP service Device A7, which is realized, accesses major video website;(b) by way of local area network wireless routing, pass through no circuit using mobile terminal A2 By A4, realized using switch A 5 and HTTP server A7 and access major video website.It watches during video, is taken in HTTP Network data, terminal video broadcast state and user's MOS score datas are actively acquired on the network interface card 1 of business device A7.The data are adopted Collect platform to include with lower module:
Data acquisition LAN A8 as shown in Figure 1 provides access and the reality by way of network share for mobile terminal Now to the access of major video website, mainly by vpn server A3, wireless routing A4, switch A 5, Windows server As 6 It is formed with HTTP server A7.Data acquisition LAN A8 can be configured to arbitrary Class C IP address, is configured as in Fig. 1 192.168.137.0/24 the network segment.Wherein vpn server A3 is the double netcard vpn server built based on Linux, switch A 5 For gigabit L2 interchangers, domain and Dynamic Host Configuration Protocol server of the Windows server As 6 for LAN, HTTP server A7 is double netcard Windows servers.Public network IP is configured in the network interface card 0 of vpn server A3, and VPN accesses, 1 configuration office of network interface card are provided for mobile terminal Net IP in domain.LAN IP is configured in the network interface card 1 of HTTP server A7, and as the gateway of LAN, and public network IP is configured in network interface card 0, can To access major video website.By on vpn server A3 configuration strategy route, the data of network interface card 0 can pass through 1 turn of network interface card The network interface card 1 of HTTP server A7 is dealt into, then by way of sharing network with HTTP server A7 network interface cards 0, HTTP server A7 Network interface card 1 can access major video website, thereby realize and access major video website by way of VPN agencies (a); Mobile terminal A2 is directly connected to wireless routing A4, you can realizes that (b) accesses major video by way of local area network wireless routing Website.Data acquisition LAN A8 can be supported more in this way with expanded configuration more vpn server A3 and HTTP server A7 VPN user's access and higher network bandwidth be provided access major video website, be applicable to larger scale data acquisition.
Fig. 2 is the data acquisition platform terminal APP of the present embodiment and HTTP server cooperative work principle schematic.Such as figure The mobile terminal A1 or A2 of data acquisition platform shown in 2 and the principle of HTTP server A7 cooperative works:Mobile terminal APP Comprising Android and ios release, the APP of Android versions is developed based on Java, and the APP of ios release is developed based on Swift. HTTP server is the client/server based on Microsoft Foundation class libraries (Microsoft Foundation Classes, MFC) The HTTP server of (Client/Server, C/S) pattern, using completing port technology (I/O Completion Port, IOCP), can meet the needs of multi-mobile-terminal, multi-connection is concurrent.Start HTTP server, monitor terminal APP connections first Ask C1, while terminal connection VPN or LAN WIFIB1.When terminal APP initiates the connection B2, while start synchronizing thread timing It sends synchronizing information B10 and sends end message B3, HTTP server record terminal IP C2, and receive end message at this time C3.Then user selects video source B4 and to send video information B5, and HTTP server is according to the terminal IP and terminal of reception at this time Information starts packet capturing thread C4 crawls address and is the network packet C6 of IP, and receive video information C5.Then terminal APP Video enters broadcast state B6, and completion to be played or user terminate terminal APP promptings user's scoring B7 after playing.
Terminal APP records video broadcasting condition, user's scoring, video information, end message to regarding automatically in whole process Frequency plays daily record, and terminal APP uploads daily record B8 after treating user's scoring, and accordingly HTTP server receives APP daily records C7 and protects It is stored to local.If user continues to watch, user continues to select video source B4, otherwise step after repeating terminates B9 and closes Close synchronizing thread and terminal APP.It should be noted that treat that daily record uploads later no matter user's selection continues to watch video or knot Beam, HTTP server can terminate packet capturing thread C8, and the network packet captured is saved as file and and video playing Daily record is associated with C8, finally obtains in network data in a watching process, video playing daily record and video display process Record screen file can obtain the standard data set C9 of evaluation and test encrypted video QoE using the parsing of further data.
Due to the IOCP technologies of use, HTTP server is still during being interacted with terminal APP for above-mentioned HTTP server The connection request of other terminal APP can be so received simultaneously, i.e. HTTP server supports multiple terminals, how concurrent connection request, branch It holds and extensive data acquisition is carried out by way of crowdsourcing.It watches during video, HTTP server is each for each terminal Video acquires network data respectively, can be accurately by the broadcast state of each video and its network data pair by synchronizing information It should get up.Due to HTTP server according to IP address acquire network data, so data acquisition platform be widely applicable for it is various Encryption and non-encrypted mobile data services based on IP/TCP and IP/UDP agreements.
Embodiment 2:
Present embodiments provide the number of the construction method of the standard data set of network-oriented operator evaluation and test encrypted video QoE Standard data set is built according to parsing.Fig. 3 is the data resolving schematic diagram of the present embodiment 2.As shown in Figure 3, in embodiment 1 On the basis of obtaining network data and terminal plays daily record, network data is parsed to obtain qos parameter and with playing daily record reality Now synchronous structure standard test data set.
Network data D2 is the network data based on TCP/UDP agreements obtained by the data acquisition platform of Fig. 1, is preserved File for PCAP forms.PCAP file formats are a kind of network packet storage format that Wireshark is supported, comprising primary All-network data during video-see.Video playing daily record D1 is that terminal APP is recorded and uploaded automatically in embodiment 1 Daily record, your video broadcasting condition, user's scoring, video information, end message.
Data parsing parses network QoS parameter D3 first from PCAP files, the synchronizing information then initiated by terminal Video playing daily record D1 and qos parameter D3 times are synchronized.TCP network QoS parameters D3 is time series, including lower scanning frequency Rate, downlink packet loss and round-trip delay, UDP only include downstream rate time series.Statistical interval Δ t may be configured as in embodiment 0.1st, 0.5 or 1 second.Downstream rate (rate), packet loss (loss) and round-trip delay (rtt) statistical method wherein in the time It is as follows:
V is the downlink data amount in the Δ t times, and lostPkt and N are downlink packet loss and total downlink data packet in the Δ t times Quantity, rttiIt is i-th of downlink data packet in the time from being issued to the time delay being identified.
Since mobile terminal time and HTTP server time are there may be deviation, so needing to be initiated according to terminal same Message is walked further by video playing daily record and above-mentioned time series synchronization, Fig. 4 is given in the present embodiment data resolving Time synchronization principle schematic.In Fig. 4, terminal time is represented with ti, i=1,2...n;Ti, i=1,2...n represent HTTP Server time;Synchronization message i, i=1,2...n represent the synchronization message that terminal APP timings are initiated to HTTP server;Black Triangle represents the broadcast state of terminal APP video players, including the use for redirecting forward, redirect, suspend and stop backward playing The QoE parameters of family operation behavior and initial buffer and video cardton.As shown in Figure 4:Terminal APP terminal time t1, T3, t4 and tn have initiated to have sent synchronization message 1, synchronization message 2, synchronization message 3, synchronization message n, and HTTP is in server time T1, T3, T4 and Tn receive corresponding synchronization message.User has carried out " redirecting forward " operation after synchronization message 1, according to Synchronization message 1 " should can forward redirect " playing status synchronism as HTTP server time T2, be expressed as:T2=t2+ (T1- t1);T5 the and t6 moment has recorded an interim card information of player:Interim card, t6 moment video playing knots occur for t5 moment video Beam interim card starts to play, and t5 can use method same as described above synchronous for HTTP service respectively with t6 according to synchronization message 3 Device time T5 and T6;Other video broadcasting condition synchronous method are consistent with the above.The synchronous method is thought in synchronization message twice Between, propagation delay time of the message from terminal APP to HTTP server is constant.
Qos parameter D3 and realization qos parameter D3 and the time synchronization of video playing daily record are obtained by parsing network data, The standard test data set suitable for encrypted video QoE can be built.Standard test data set includes end message/video information D4, user's operation behavior D5, MOS scoring D6, QoE parameter D7 and network QoS parameter D3;For the network QoS based on udp protocol Parameter D3 is downlink network rate, and additional network RTT is further included for the standard test data set qos parameter D3 based on TCP And packet loss.

Claims (1)

1. a kind of construction method for the standard data set for evaluating and testing encrypted video QoE, by way of mobile terminal drive test, acquires nothing Video, user and network data structure standard data set under gauze network in mobile video traffic watching process, it is characterised in that: It is combined by distributed feedback drive test terminal with the acquisition of VPN centralizations data, data acquisition platform is only in HTTP server Side can acquire video, user and the network data needed for structure data set;HTTP server uses IP-based data acquisition side Formula is to be suitable for the encryption of various IP/TCP and IP/UDP agreements and non-encrypted mobile data services;Concrete operation step is:
(1) mobile terminal accesses data acquisition platform by way of VPN agencies, opens terminal APP selection videos and is watched;
(2) terminal APP is obtained includes terminal brand and model, operating system, Termination ID, network operation used in viewing video Simultaneously video playing daily record is recorded in end message including quotient, network access mode, IP address of terminal and signal strength values;Wherein Network operator includes mobile, unicom and telecommunications, and network access mode includes 3G, 4G and WIFI, and IP address of terminal is regarded for viewing The IP address of terminal during frequency, signal strength values are quantified as 0~4 from weak to strong according to practical received signal strength;
(3) video information is obtained by terminal APP and video playing daily record is recorded, video information includes video ID, video name Claim the playable duration with video;
(4) the user's operation behavior in video display process is recorded by terminal APP and broadcasting daily record is recorded, user's operation row It is to include suspending, redirect forward, redirect backward and stop to play;
(5) pass through the QoE parameters of terminal APP record mobile terminal network videos to broadcasting daily record;The QoE parameters of video are mainly The objective quality index of mobile video business, the first time slack including video prolongs, interim card information, video resolution and the video of video Actual play duration;The first time slack of wherein video, which prolongs to refer to user is played to since click, to be played elapsed time, card At the time of information includes video cardton and interim card duration;
(6) MOS that user is recorded by terminal APP scores, and journal file then is uploaded to HTTP server;Video playing is complete Into when terminal APP prompting user score, video tastes are divided by experience of the user in watching process from difference to favorable comment 1~5;
(7) terminal APP provides automatic record screen function, and after the license of user, terminal APP can realize video display process Record screen prompts user to upload to HTTP service after completion to be played;
(8) it the network data during HTTP server crawl video-see and is associated with the terminal daily record of upload realization;When with During selection one video of viewing of family, terminal APP initiates " selection video " message to server, and server is according to mobile terminal at this time IP address crawl network packet;When video playing is completed, terminal APP initiates " finishing playing " message to server, this When server stop as the mobile terminal packet capturing, and the network data file of preservation is closed with the terminal daily record received Connection;
(9) data analytic construction standard data set:The HAS videos carried first according to differing transmission protocols are grabbed from HTTP server Different qos parameters is extracted in the network data taken, including:It is real to the HAS video networks data extraction downlink carried based on TCP When rate, packet loss and round trip time parameter, downstream rate parameter is only extracted to the network data carried based on UDP;Then basis Terminal APP timings are reported to the synchronization message of HTTP server, and terminal daily record and qos parameter are realized time synchronization;Finally will Include the standard of end message, video information, user's operation behavior, video QoE parameters, user MOS scorings and network QoS parameter Data set saves as file or deposit database.
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