CN111294849B - LTE user Internet surfing quality difference judging method and device - Google Patents

LTE user Internet surfing quality difference judging method and device Download PDF

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Publication number
CN111294849B
CN111294849B CN201811502780.4A CN201811502780A CN111294849B CN 111294849 B CN111294849 B CN 111294849B CN 201811502780 A CN201811502780 A CN 201811502780A CN 111294849 B CN111294849 B CN 111294849B
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time delay
preset threshold
record
xdr
quality difference
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CN111294849A (en
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吕万
盛中来
高爱丽
周梦菲
李泽尘
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China Mobile Communications Group Co Ltd
China Mobile Group Beijing Co Ltd
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China Mobile Communications Group Co Ltd
China Mobile Group Beijing Co Ltd
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W24/00Supervisory, monitoring or testing arrangements
    • H04W24/08Testing, supervising or monitoring using real traffic
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02DCLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D30/00Reducing energy consumption in communication networks
    • Y02D30/70Reducing energy consumption in communication networks in wireless communication networks

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  • Computer Networks & Wireless Communication (AREA)
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Abstract

The invention discloses a method and a device for judging the internet surfing quality difference of an LTE user, which are used for solving the problem that no effective user-level evaluation internet surfing sensing and quality difference judging method exists in the prior art. The method for judging the Internet surfing quality difference of the LTE user comprises the following steps: collecting an XDR ticket generated by the LTE user surfing the Internet within a set time period; extracting key field content for each XDR record in the XDR ticket, wherein the key field comprises data flow, transmission Control Protocol (TCP) link establishment response time delay, TCP link establishment confirmation time delay, time delay from TCP link establishment success to a first transaction request, first hypertext transfer protocol (HTTP) response packet time delay and time delay of a last HTTP content packet; and when the XDR record is judged to be the quality difference business ticket record according to the key field content, determining the quality difference type.

Description

LTE user Internet surfing quality difference judging method and device
Technical Field
The invention relates to the technical field of communication, in particular to a method and a device for judging poor internet surfing quality of an LTE user.
Background
With the rapid growth of 4G (the 4th Generation mobile communication technology, fourth generation mobile communication technology) users, various internet surfing user perception indexes borne on an LTE (Long Term Evolution ) network are important bases for network optimization maintenance engineers to evaluate user use perception experience and discover network problems in time.
Currently, the network management indexes are mainly used for carrying out index evaluation on cells in the industry, and no effective user-level evaluation internet surfing sensing and quality difference judging method exists.
Disclosure of Invention
The embodiment of the invention provides a method and a device for judging the Internet surfing quality difference of an LTE user, which realize the evaluation of Internet surfing perception and quality difference judgment from a user level.
In a first aspect, an embodiment of the present invention provides a method for determining poor internet surfing quality of an LTE user, including:
collecting an XDR ticket generated by the LTE user surfing the Internet within a set time period;
extracting key field content for each XDR record in the XDR ticket, wherein the key field comprises data flow, transmission Control Protocol (TCP) link establishment response time delay, TCP link establishment confirmation time delay, time delay from TCP link establishment success to a first transaction request, first hypertext transfer protocol (HTTP) response packet time delay and time delay of a last HTTP content packet;
and when the XDR record is judged to be the quality difference business ticket record according to the key field content, determining the quality difference type.
According to the method for judging the Internet surfing quality difference of the LTE user, the DPI (Deep Packet Inspection, deep data packet inspection) equipment is utilized to collect an XDR ticket generated by the Internet surfing of the LTE user within a set time period, and compared with the prior art, the method for judging whether the XDR ticket is a quality difference service ticket record or not by combining the content such as data flow, TCP (Transmission Control Protocol) link establishment response time delay, TCP link establishment confirmation time delay, TCP link establishment success to a first transaction request, first HTTP (Hyper Text Transfer Protocol ) response packet time delay and last HTTP content packet according to the content of the key field, and determining the quality difference type when the XDR ticket is determined to be the quality difference service ticket record, compared with the prior art, the method for judging whether the XDR ticket is the quality difference service ticket record or not by combining the content such as the data flow and the service time delay of the XDR ticket in the XDR ticket generated by the Internet surfing of the LTE user, so as to judge whether the quality difference service ticket is the quality difference service ticket record or not, and the quality difference type is the quality difference type, and the network surfing quality difference of the LTE user is judged by the aid of the network, and the network complaint is analyzed and the network complaint is judged by the aid of the user, and the network complaint is analyzed and the network complaint is judged to be the quality difference is perceived by the network-oriented and the user is judged and the network complaint is the reason is better.
Preferably, when the XDR record is determined to be a quality difference service ticket record according to the key field content, determining the quality difference type specifically includes:
when the data flow is determined to be greater than a first preset threshold, judging whether the data transmission rate is greater than a second preset threshold;
if the data transmission rate is smaller than or equal to the second preset threshold value, determining that the XDR record is a large packet rate quality difference service ticket record;
if the data transmission rate is greater than the second preset threshold, judging whether the wireless side time delay is greater than a third preset threshold and whether the core side time delay is greater than a fourth preset threshold;
if the wireless side time delay is greater than the third preset threshold and the core side time delay is greater than the fourth preset threshold, determining that the XDR record is a large packet wireless side and core side quality difference service ticket record; if the wireless side time delay is greater than the third preset threshold and the core side time delay is less than or equal to the fourth preset threshold, judging that the XDR record is a large packet wireless side quality difference service ticket record; and if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is larger than the fourth preset threshold value, judging that the XDR record is a large packet core side quality difference service ticket record.
Preferably, the data traffic is uplink traffic or downlink traffic; the data transmission rate is an uploading rate or a downloading rate;
when the number of flows is the uplink flow, if the data transmission rate is less than or equal to the second preset threshold, determining that the XDR record is a large packet rate bad quality service ticket record specifically includes:
if the uploading rate is smaller than or equal to the second preset threshold value, determining that the XDR record is a large packet uplink rate quality difference service ticket record;
when the number of flows is downlink, if the data transmission rate is less than or equal to the second preset threshold, determining that the XDR record is a large packet rate bad quality service ticket record, including:
and if the downloading rate is smaller than or equal to the second preset threshold value, judging that the XDR record is a large packet downlink rate quality difference service ticket record.
Optionally, the method further comprises:
when the data flow is determined to be smaller than or equal to a first preset threshold, judging whether the total service time delay is larger than a fifth preset threshold;
when the total service time delay is determined to be greater than the fifth preset threshold, judging whether the wireless side time delay is greater than a third preset threshold and whether the core side time delay is greater than a fourth preset threshold;
If the wireless side time delay is greater than the third preset threshold and the core side time delay is greater than the fourth preset threshold, determining that the XDR record is a packet wireless side and core side quality difference service ticket record; if the wireless side time delay is greater than the third preset threshold and the core side time delay is less than or equal to the fourth preset threshold, determining that the XDR record is a packet wireless side quality difference service ticket record; if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is larger than the fourth preset threshold value, determining that the XDR record is a packet core side quality difference service ticket record; and if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is smaller than or equal to the fourth preset threshold value, judging that the XDR record is a packet end-to-end problem quality difference service ticket record.
Preferably, the uploading rate is determined by the uplink traffic and the time delay of the last HTTP content packet; the downloading rate is determined by the downlink flow and the time delay of the last HTTP content packet; the wireless side time delay is determined through the TCP link establishment confirmation time delay and the time delay from the successful TCP link establishment to the first transaction request; the core side delay is determined by the TCP link establishment response delay and the first HTTP response packet delay; and the total service time delay is determined by the TCP link establishment response time delay, the TCP link establishment confirmation time delay, the time delay from the successful TCP link establishment to the first transaction request and the time delay of the last HTTP content packet.
Optionally, the method further comprises:
counting the quantity of the poor quality service ticket records in the set time period;
and when the quality difference service ticket records are determined to be more than the preset quantity, and the proportion of the quality difference service ticket records to all XDR records in the XDR ticket is determined to be more than a sixth preset threshold, determining that the LTE user is an unsatisfactory user for surfing the Internet.
In a second aspect, an embodiment of the present invention provides a device for determining poor internet surfing quality of an LTE user, including:
the acquisition unit is used for acquiring an XDR ticket generated by the LTE user surfing the Internet within a set time period;
the extraction unit is used for extracting key field contents aiming at each XDR record in the XDR ticket, wherein the key fields comprise data flow, transmission Control Protocol (TCP) link establishment response time delay, TCP link establishment confirmation time delay, time delay from the success of TCP link establishment to the first transaction request, first hypertext transfer protocol (HTTP) response packet time delay and time delay of the last HTTP content packet;
and the judging unit is used for determining the quality difference type when judging that the XDR record is the quality difference business ticket record according to the key field content.
Preferably, the determining unit is specifically configured to determine, when it is determined that the data traffic is greater than a first preset threshold, whether the data transmission rate is greater than a second preset threshold; if the data transmission rate is smaller than or equal to the second preset threshold value, determining that the XDR record is a large packet rate quality difference service ticket record; if the data transmission rate is greater than the second preset threshold, judging whether the wireless side time delay is greater than a third preset threshold and whether the core side time delay is greater than a fourth preset threshold; if the wireless side time delay is greater than the third preset threshold and the core side time delay is greater than the fourth preset threshold, determining that the XDR record is a large packet wireless side and core side quality difference service ticket record; if the wireless side time delay is greater than the third preset threshold and the core side time delay is less than or equal to the fourth preset threshold, judging that the XDR record is a large packet wireless side quality difference service ticket record; and if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is larger than the fourth preset threshold value, judging that the XDR record is a large packet core side quality difference service ticket record.
Preferably, the data traffic is uplink traffic or downlink traffic; the data transmission rate is an uploading rate or a downloading rate;
the determining unit is specifically configured to determine that the XDR record is a large packet uplink rate quality difference service ticket record if the uplink rate is less than or equal to the second preset threshold when the number of flows is uplink flows; and when the quantity flow is downlink flow, if the downloading rate is smaller than or equal to the second preset threshold value, judging that the XDR record is a large packet downlink rate quality difference service ticket record.
Optionally, the determining unit is further configured to determine, when it is determined that the data traffic is less than or equal to a first preset threshold, whether a total service delay is greater than a fifth preset threshold; when the total service time delay is determined to be greater than the fifth preset threshold, judging whether the wireless side time delay is greater than a third preset threshold and whether the core side time delay is greater than a fourth preset threshold; if the wireless side time delay is greater than the third preset threshold and the core side time delay is greater than the fourth preset threshold, determining that the XDR record is a packet wireless side and core side quality difference service ticket record; if the wireless side time delay is greater than the third preset threshold and the core side time delay is less than or equal to the fourth preset threshold, determining that the XDR record is a packet wireless side quality difference service ticket record; if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is larger than the fourth preset threshold value, determining that the XDR record is a packet core side quality difference service ticket record; and if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is smaller than or equal to the fourth preset threshold value, judging that the XDR record is a packet end-to-end problem quality difference service ticket record.
Preferably, the uploading rate is determined by the uplink traffic and the time delay of the last HTTP content packet; the downloading rate is determined by the downlink flow and the time delay of the last HTTP content packet; the wireless side time delay is determined through the TCP link establishment confirmation time delay and the time delay from the successful TCP link establishment to the first transaction request; the core side delay is determined by the TCP link establishment response delay and the first HTTP response packet delay; and the total service time delay is determined by the TCP link establishment response time delay, the TCP link establishment confirmation time delay, the time delay from the successful TCP link establishment to the first transaction request and the time delay of the last HTTP content packet.
Optionally, the apparatus further comprises:
the statistics unit is used for counting the quantity of the quality difference business ticket records in the set time period;
and the determining unit is used for determining that the LTE user is an internet surfing dissatisfied user when the quality difference service ticket records are determined to be more than the preset quantity and the proportion of the quality difference service ticket records to all XDR records in the XDR ticket is determined to be more than a sixth preset threshold.
The technical effects of the device for determining poor internet surfing quality of the LTE user provided by the present invention may be referred to the technical effects of the first aspect or each implementation manner of the first aspect, and will not be described herein.
In a third aspect, an embodiment of the present invention provides a communication device, including a memory, a processor, and a computer program stored in the memory and capable of running on the processor, where the processor implements the method for determining internet surfing quality of an LTE user according to the present invention when executing the program.
In a fourth aspect, an embodiment of the present invention provides a computer readable storage medium, on which a computer program is stored, where the program when executed by a processor implements the steps in the method for determining internet surfing quality difference of an LTE user according to the present invention.
Additional features and advantages of the invention will be set forth in the description which follows, and in part will be obvious from the description, or may be learned by practice of the invention. The objectives and other advantages of the invention will be realized and attained by the structure particularly pointed out in the written description and claims thereof as well as the appended drawings.
Drawings
The accompanying drawings, which are included to provide a further understanding of the invention and are incorporated in and constitute a part of this specification, illustrate embodiments of the invention and together with the description serve to explain the invention and do not constitute a limitation on the invention. In the drawings:
Fig. 1 is a schematic diagram of connection between a radio side and a core side of an LTE system;
fig. 2 is a schematic implementation flow chart of a method for determining internet surfing quality difference of an LTE user according to an embodiment of the present invention;
FIG. 3 is a schematic diagram of an implementation flow of determining a quality difference type when an XDR record is a quality difference service ticket record according to an embodiment of the present invention;
fig. 4 is a schematic diagram of delay distribution data at a core side of Beijing company with a degree of satisfaction of 79 time-sharing LTE internet users in an embodiment of the present invention;
fig. 5 is a schematic diagram of delay distribution data on a wireless side with a satisfaction degree of 79 time-sharing users on the LTE network of beijing company in the embodiment of the invention;
fig. 6 is a schematic structural diagram of a device for determining poor internet surfing quality of an LTE user according to an embodiment of the present invention;
fig. 7 is a schematic structural diagram of a communication device according to an embodiment of the present invention.
Detailed Description
The embodiment of the invention provides a method and a device for judging the Internet surfing quality difference of an LTE user, which realize the evaluation of Internet surfing perception and quality difference judgment from a user level.
The preferred embodiments of the present invention will be described below with reference to the accompanying drawings of the specification, it being understood that the preferred embodiments described herein are for illustration and explanation only, and not for limitation of the present invention, and embodiments of the present invention and features of the embodiments may be combined with each other without conflict.
In this context, it is to be understood that the technical terms referred to in the present invention are:
1. XDR (Expand Data Recording, extended data record) is a concept evolved from CDR (Call Data Recording, call data record), which is a record of network critical information during a call in a conventional communication network. XDR is an extension of the CDR concept and broadly refers to a critical information record, i.e., traffic log, for data traffic in a mobile network, a bearer network, with a session forming an XDR record in units of user sessions.
2. DPI is a deep detection technique based on data packets, which performs deep detection for different network application layer loads (e.g. HTTP, DNS (Domain Name System, domain name system), etc.), and determines the validity of the packet by detecting its payload. DPI is a technology that has been successful in traffic management, security, and network analysis, while enabling content analysis of network packets.
3. The S1 interface is a communication interface between the LTE base station eNodeB and the packet core network (EPC, evolved Packet Core), dividing the LTE system into a radio access network and a core network. The S1 interface inherits the idea of separating bearing and control, and is divided into two interfaces, one for the control plane: S1-MME, one for user plane: S1-U. The S1-U interface establishes a tunnel between a GW (gateway) and an eNodeB device, and conveys user data traffic, i.e., user plane data. Fig. 1 is a schematic diagram of connection between a radio side and a core side of an LTE system. The XDR ticket is collected at the S1-U interface.
As shown in fig. 2, which is a schematic implementation flow chart of a method for determining internet surfing quality difference of an LTE user according to an embodiment of the present invention, the method may include the following steps:
s11, collecting XDR call tickets generated by the LTE user surfing the Internet within a set time period.
In specific implementation, the DPI equipment collects XDR call tickets generated by the LTE user surfing the Internet within a set time period. Specifically, the DPI device collects an XDR ticket generated by the LTE user surfing the Internet in a set time period through an S1-U interface. The setting time may be set according to the needs, for example, 1 hour, which is not limited in the embodiment of the present invention.
And S12, extracting key field contents for each XDR record in the XDR ticket.
In specific implementation, the DPI device extracts key field content for each XDR record in the collected XDR ticket of the LTE user. The key fields comprise data flow, TCP (transmission control protocol) link establishment response time delay, TCP link establishment confirmation time delay, time delay from TCP link establishment success to first transaction request, first HTTP (hyper text transfer protocol) HTTP response packet time delay and time delay of last HTTP content packet. The TCP link establishment response time delay represents time delay between sending SYN information and receiving SYN+ACK information in the TCP three-way handshake process; the TCP link establishment acknowledgement time delay represents the time delay between sending SYN+ACK information and receiving the ACK information in the TCP three-way handshake process; the time delay from the successful TCP link establishment to the first transaction request represents the time delay from the last ACK message in the three-way handshake to the receipt of the first transaction request (such as HTTP get command); the first HTTP response packet delay represents a delay of the first HTTP response packet relative to the first HTTP request packet (e.g., HTTP get command); the last HTTP content packet's latency represents the last HTTP content packet's latency relative to the first HTTP request packet (e.g., HTTP get command).
Specifically, the data traffic is an upstream traffic or a downstream traffic, and whether the XDR record includes the upstream traffic or the downstream traffic can be determined by querying whether the XDR record includes a "Filename" code stream. If the Filename code stream is contained, determining that the XDR record contains downlink traffic; if the 'Filename' code stream is not contained, determining that the XDR record contains uplink traffic.
And S13, when the XDR record is judged to be the quality difference business ticket record according to the key field content, determining the quality difference type.
And when the XDR record is determined to be the quality difference business ticket record, determining the quality difference type.
In specific implementation, determining the quality difference type when the XDR record is the quality difference service ticket record through the flow shown in fig. 3 may include the following steps:
s21, judging whether the data flow is larger than a first preset threshold value, and executing steps S22-S27 if the data flow is larger than the first preset threshold value; and if the data flow is smaller than or equal to a first preset threshold value, executing steps S28 to S213.
In specific implementation, the first preset threshold may be, but not limited to, a value of 500KB, and is a large packet when the upstream traffic or the downstream traffic of each XDR record is greater than 500KB, and is a small packet when the upstream traffic or the downstream traffic is less than or equal to 500KB.
S22, judging whether the data transmission rate is greater than a second preset threshold value, and if the data transmission rate is less than or equal to the second preset threshold value, executing a step S23; if the data transmission rate is greater than a second preset threshold, step S24 is performed.
In the implementation, the data transmission rate is an uploading rate or a downloading rate, and if the XDR record contains uplink traffic, whether the corresponding uploading rate is greater than a second preset threshold value is judged; and if the XDR records contain downlink flow, judging whether the corresponding downloading rate is greater than a second preset threshold value. The second preset threshold may be, but is not limited to, 500KB.
Specifically, determining an uploading rate through the uplink flow and the time delay of the last HTTP content packet; and determining the downloading rate through the downlink flow and the time delay of the last HTTP content packet.
Specifically, the upload rate (i.e., the uplink rate) may be determined by the following formula:
Upstream traffic (KB) 8/time delay (ms) of last HTTP content packet
The download rate (i.e., downstream rate) may be determined by the following equation:
downstream traffic (KB) 8/time delay (ms) of last HTTP content packet
S23, judging the XDR record as a large packet rate quality difference service ticket record.
When the quantity flow is the uplink flow, if the uploading rate is smaller than or equal to a second preset threshold value, judging that the XDR record is a large packet uplink rate quality difference service ticket record; and when the quantity flow is downlink flow, if the downloading rate is smaller than or equal to a second preset threshold value, judging that the XDR record is a large packet downlink rate quality difference service ticket record.
S24, judging whether the wireless side time delay is larger than a third preset threshold value and whether the core side time delay is larger than a fourth preset threshold value, and executing a step S25 if the wireless side time delay is larger than the third preset threshold value and the core side time delay is larger than the fourth preset threshold value; if the wireless side delay is greater than the third preset threshold and the core side delay is less than or equal to the fourth preset threshold, executing step S26; if the radio side delay is less than or equal to the third preset threshold and the core side delay is greater than the fourth preset threshold, step S27 is performed.
In the implementation, determining the wireless side time delay through the TCP link establishment confirmation time delay and the time delay from the successful TCP link establishment to the first transaction request; and determining the core side delay through the TCP link establishment response delay and the first HTTP response packet delay. The wireless side delay is delay of an LTE system base station (eNodeB) side, and the core side delay is delay of a packet core network (EPC) side.
Specifically, the wireless side delay may be determined by the following formula:
wireless side delay = TCP build acknowledgement delay + delay until the first transaction request is successful.
The core side delay may be determined by the following formula:
core side delay = TCP build response delay + first HTTP response packet delay to determine core side delay.
In the embodiment of the invention, the third preset threshold and the fourth preset threshold can be determined according to empirical values, for example, the values of the third preset threshold and the fourth preset threshold can be determined according to distribution statistics of time delays of all sections of the internet surfing service of the LTE user and a 'two-eight principle' obtained when the satisfaction degree investigation data of the LTE internet surfing user of the Beijing company is larger than a set threshold (for example, 79 minutes). For example, as shown in fig. 4 and fig. 5, the statistical core-side delay distribution data schematic diagram and the wireless-side delay distribution data schematic diagram of the user satisfaction degree of the LTE internet surfing of beijing company are 79 time-sharing respectively. As shown in fig. 4, the core side delay of 80% of the users is less than 154ms, and as shown in fig. 5, the radio side delay of 80% of the users is less than 232ms, and then the third preset threshold may be 232ms, and the fourth preset threshold may be 154ms.
S25, judging that the XDR record is a large packet wireless side and core side quality difference service ticket record.
In the implementation, if the wireless side delay is greater than the third preset threshold and the core side delay is greater than the fourth preset threshold, determining that the XDR record is a packet wireless side and core side quality difference service ticket record.
S26, judging the XDR record as a large packet wireless side quality difference service ticket record.
In the implementation, if the wireless side time delay is greater than the third preset threshold and the core side time delay is less than or equal to the fourth preset threshold, determining that the XDR record is a large packet wireless side quality difference service ticket record.
S27, judging the XDR record as a large packet core side quality difference service ticket record.
In implementation, if the wireless side delay is smaller than or equal to the third preset threshold and the core side delay is larger than the fourth preset threshold, determining that the XDR record is a big packet core side quality difference service ticket record.
Further, if the wireless side delay is less than or equal to the third preset threshold and the core side delay is less than or equal to the fourth preset threshold, the XDR record is determined to be a quality-good service ticket record.
And S28, judging whether the total service time delay is larger than a fifth preset threshold value, and executing step S29 if the total service time delay is larger than the fifth preset threshold value.
In this step, if the total service delay is less than or equal to the fifth preset threshold, the XDR record is determined to be a quality-good service ticket record. And if the total service time delay is greater than the fifth preset threshold, judging whether the wireless side time delay is greater than a third preset threshold and whether the core side time delay is greater than a fourth preset threshold. The fifth preset threshold may be set according to practical situations, for example, may take a value of 4s.
And in the implementation, determining the total service time delay through the TCP link establishment response time delay, the TCP link establishment confirmation time delay, the time delay from the successful TCP link establishment to the first transaction request and the time delay of the last HTTP content packet.
Specifically, the total traffic delay may be determined by the following formula:
total service delay = TCP link establishment response delay + TCP link establishment acknowledgement delay + delay of TCP link establishment success to first transaction request + delay of last HTTP content packet
S29, judging whether the wireless side time delay is larger than a third preset threshold value and whether the core side time delay is larger than a fourth preset threshold value, and executing step S210 if the wireless side time delay is larger than the third preset threshold value and the core side time delay is larger than the fourth preset threshold value; if the wireless side delay is greater than the third preset threshold and the core side delay is less than or equal to the fourth preset threshold, executing step S211; if the radio side delay is less than or equal to the third preset threshold and the core side delay is greater than the fourth preset threshold, then step S212 is performed; if the radio side delay is less than or equal to the third preset threshold and the core side delay is less than or equal to the fourth preset threshold, step S213 is performed.
S210, judging the XDR record as a packet radio side and core side quality difference service ticket record.
In the implementation, if the wireless side delay is greater than the third preset threshold and the core side delay is greater than the fourth preset threshold, determining that the XDR record is a packet wireless side and core side quality difference service ticket record.
S211, judging the XDR record as a packet wireless side quality difference service ticket record.
In the implementation, if the wireless side time delay is greater than the third preset threshold and the core side time delay is less than or equal to the fourth preset threshold, the XDR record is judged to be a packet wireless side quality difference service ticket record.
S212, judging the XDR record as a packet core side quality difference service ticket record.
In implementation, if the wireless side delay is smaller than or equal to the third preset threshold and the core side delay is larger than the fourth preset threshold, determining that the XDR record is a packet core side quality difference service ticket record.
S213, judging the XDR record as a packet end-to-end problem poor quality service ticket record.
And if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is smaller than or equal to the fourth preset threshold value, judging that the XDR record is a packet end-to-end problem quality difference service ticket record.
Further, after determining the quality difference type of each XDR quality difference service ticket record in the XDR ticket generated by the LTE user surfing the Internet, counting the number of the quality difference service ticket records in the set time period, and if the number of the quality difference service ticket records is larger than the preset number and the proportion of the quality difference service ticket records to all the XDR records in the XDR ticket is larger than a sixth preset threshold, determining that the LTE user is a surfing unsatisfactory user. Wherein the set number may be set according to an empirical value, for example, when the set period of time is 1 hour, the set number may take on a value of 8, and the sixth preset threshold may take on a value of 3%.
Preferably, the internet surfing dissatisfied user can also be determined by:
and after determining the quality difference type of each XDR quality difference service ticket record in the XDR ticket generated by the LTE user surfing the Internet, counting the number of wireless side quality difference service ticket records in the set time period, and if the number of wireless side quality difference service ticket records is larger than the preset number and the proportion of the wireless side quality difference service ticket records to all the XDR records in the XDR ticket is larger than a sixth preset threshold, determining that the LTE user is a surfing unsatisfactory user.
Preferably, after determining that the XDR record is the wireless side quality difference service ticket record, the quality difference cause can be further located by combining KPIs (Key Performance Indicators ) of the cells occupied by the user. For example, table 1 shows a specific example of the correspondence between the values of the indexes in the KPI and the quality difference problem.
TABLE 1
Figure BDA0001898615540000141
Further, the data aggregation calculation of the internet unsatisfactory LTE users can be performed according to the dimensions of users of the whole network, branch companies, cells and factories and the granularity of hours, days, weeks and the like, the service usage awareness of the LTE internet users can be evaluated, potential complaint users can be positioned, and high-quality difference service cells and the like can be positioned.
The full-network dimension data formula is exemplified as follows:
internet dissatisfied user ratio = internet dissatisfied user/total internet service user.
The cell dimension data formula is exemplified as follows:
ratio of unsatisfactory user number of surfing = unsatisfactory user number of surfing/number of service surfing in cell.
According to the method for judging the Internet surfing quality difference of the LTE user, the XDR ticket generated by the Internet surfing of the LTE user in a set time period is collected by using DPI (Deep Packet Inspection, deep data packet inspection) equipment, and key field contents are extracted for each XDR record in the XDR ticket, wherein the key fields comprise data flow, TCP link establishment response time delay, TCP link establishment confirmation time delay, time delay from successful TCP link establishment to a first transaction request, first HTTP response packet time delay and time delay of a last HTTP content packet, whether the XDR record is a quality difference service ticket record is judged according to the key field contents, when the XDR record is determined to be the quality difference service ticket record, the quality difference type is determined, and compared with the prior art, whether the XDR record is the quality difference service ticket record or not is judged by combining the data flow, the time delay and other contents of the XDR record in the XDR ticket generated by the Internet surfing of the LTE user, so as to assist the Internet surfing perception of the LTE user, the Internet surfing quality difference is judged, the network complaint user and the potential complaint user is judged, and the network complaint is judged according to the network complaint quality difference is optimized, and the network complaint is judged to be perceived by the network complaint, and the network complaint is analyzed and the network complaint is perceived and the network perceived quality difference is better.
Based on the same inventive concept, the embodiment of the invention also provides a device for determining poor internet surfing quality of the LTE user, and because the principle of solving the problem of the device for determining poor internet surfing quality of the LTE user is similar to that of the method for determining poor internet surfing quality of the LTE user, the implementation of the system can be referred to the implementation of the method, and the repetition is omitted.
As shown in fig. 6, which is a schematic structural diagram of a device for determining internet surfing quality difference of an LTE user according to an embodiment of the present invention, the device may include:
the collecting unit 31 is configured to collect an XDR ticket generated by an LTE user surfing the internet within a set period of time;
an extracting unit 32, configured to extract, for each XDR record in the XDR ticket, contents of a key field, where the key field includes a data traffic, a TCP link establishment response delay, a TCP link establishment acknowledgement delay, a delay from a success of a TCP link establishment to a first transaction request, a first HTTP response packet delay, and a delay of a last HTTP content packet;
a determining unit 33, configured to determine a quality difference type when the XDR record is determined to be a quality difference service ticket record according to the key field content.
Preferably, the determining unit 33 is specifically configured to determine, when it is determined that the data traffic is greater than a first preset threshold, whether the data transmission rate is greater than a second preset threshold; if the data transmission rate is smaller than or equal to the second preset threshold value, determining that the XDR record is a large packet rate quality difference service ticket record; if the data transmission rate is greater than the second preset threshold, judging whether the wireless side time delay is greater than a third preset threshold and whether the core side time delay is greater than a fourth preset threshold; if the wireless side time delay is greater than the third preset threshold and the core side time delay is greater than the fourth preset threshold, determining that the XDR record is a large packet wireless side and core side quality difference service ticket record; if the wireless side time delay is greater than the third preset threshold and the core side time delay is less than or equal to the fourth preset threshold, judging that the XDR record is a large packet wireless side quality difference service ticket record; and if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is larger than the fourth preset threshold value, judging that the XDR record is a large packet core side quality difference service ticket record.
Preferably, the data traffic is uplink traffic or downlink traffic; the data transmission rate is an uploading rate or a downloading rate;
the determining unit 33 is specifically configured to determine that the XDR record is a large packet uplink rate quality difference service ticket record if the uplink rate is less than or equal to the second preset threshold when the number of flows is uplink flows; and when the quantity flow is downlink flow, if the downloading rate is smaller than or equal to the second preset threshold value, judging that the XDR record is a large packet downlink rate quality difference service ticket record.
Optionally, the determining unit 33 is further configured to determine, when it is determined that the data traffic is less than or equal to a first preset threshold, whether the total service delay is greater than a fifth preset threshold; when the total service time delay is determined to be greater than the fifth preset threshold, judging whether the wireless side time delay is greater than a third preset threshold and whether the core side time delay is greater than a fourth preset threshold; if the wireless side time delay is greater than the third preset threshold and the core side time delay is greater than the fourth preset threshold, determining that the XDR record is a packet wireless side and core side quality difference service ticket record; if the wireless side time delay is greater than the third preset threshold and the core side time delay is less than or equal to the fourth preset threshold, determining that the XDR record is a packet wireless side quality difference service ticket record; if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is larger than the fourth preset threshold value, determining that the XDR record is a packet core side quality difference service ticket record; and if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is smaller than or equal to the fourth preset threshold value, judging that the XDR record is a packet end-to-end problem quality difference service ticket record.
Preferably, the uploading rate is determined by the uplink traffic and the time delay of the last HTTP content packet; the downloading rate is determined by the downlink flow and the time delay of the last HTTP content packet; the wireless side time delay is determined through the TCP link establishment confirmation time delay and the time delay from the successful TCP link establishment to the first transaction request; the core side delay is determined by the TCP link establishment response delay and the first HTTP response packet delay; and the total service time delay is determined by the TCP link establishment response time delay, the TCP link establishment confirmation time delay, the time delay from the successful TCP link establishment to the first transaction request and the time delay of the last HTTP content packet.
Optionally, the apparatus further comprises:
the statistics unit is used for counting the quantity of the quality difference business ticket records in the set time period;
and the determining unit is used for determining that the LTE user is an internet surfing dissatisfied user when the quality difference service ticket records are determined to be more than the preset quantity and the proportion of the quality difference service ticket records to all XDR records in the XDR ticket is determined to be more than a sixth preset threshold.
Based on the same technical concept, the embodiment of the present invention further provides a communication device 400, referring to fig. 7, where the communication device 400 is configured to implement the method for determining the internet surfing quality difference of the LTE user described in the foregoing method embodiment, where the communication device 400 of this embodiment may include: memory 401, processor 402, and a computer program stored in the memory and executable on the processor, such as a determination program for poor internet surfing by an LTE user. The processor executes the computer program to implement the steps in the above embodiment of the method for determining poor internet quality for each LTE user, for example, step S11 shown in fig. 2. Alternatively, the processor, when executing the computer program, performs the functions of the modules/units of the apparatus embodiments described above, e.g. 31.
The specific connection medium between the memory 401 and the processor 402 is not limited in the embodiment of the present invention. In the embodiment of the present application, the memory 401 and the processor 402 are connected through the bus 403 in fig. 7, and the bus 403 is shown by a thick line in fig. 7, and the connection manner between other components is only schematically illustrated, but not limited to. The bus 403 may be classified as an address bus, a data bus, a control bus, or the like. For ease of illustration, only one thick line is shown in fig. 7, but not only one bus or one type of bus.
The memory 401 may be a volatile memory (RAM) such as a random-access memory (RAM); the memory 401 may also be a nonvolatile memory (non-volatile memory), such as a read-only memory, a flash memory (flash memory), a Hard Disk Drive (HDD) or a Solid State Drive (SSD), or any other medium that can be used to carry or store desired program code in the form of instructions or data structures and that can be accessed by a computer, but is not limited thereto. Memory 401 may be a combination of the above.
The processor 402 is configured to implement a method for determining internet surfing quality difference of an LTE user as shown in fig. 2, where the method includes:
the processor 402 is configured to invoke the computer program stored in the memory 401 to execute step S11 shown in fig. 2, and collect an XDR ticket generated by the LTE user surfing the internet within a set period of time; step S12, extracting key field content for each XDR record in the XDR ticket; and step S13, when the XDR record is judged to be the quality difference business ticket record according to the key field content, determining the quality difference type.
The embodiment of the application also provides a computer readable storage medium which stores computer executable instructions required to be executed by the processor, and the computer readable storage medium contains a program for executing the processor.
In some possible embodiments, various aspects of the method for determining poor quality of internet surfing of an LTE user provided by the present invention may also be implemented in a form of a program product, which includes a program code for causing a communication device to perform the steps in the method for determining poor quality of internet surfing of an LTE user described in the present specification according to various exemplary embodiments of the present invention when the program product is run on the communication device, for example, the communication device may perform step S11 shown in fig. 2, and collect an XDR ticket generated by internet surfing of an LTE user for a set period of time; step S12, extracting key field content for each XDR record in the XDR ticket; and step S13, when the XDR record is judged to be the quality difference business ticket record according to the key field content, determining the quality difference type.
The program product may employ any combination of one or more readable media. The readable medium may be a readable signal medium or a readable storage medium. The readable storage medium can be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or a combination of any of the foregoing. More specific examples (a non-exhaustive list) of the readable storage medium would include the following: an electrical connection having one or more wires, a portable disk, a hard disk, random Access Memory (RAM), read-only memory (ROM), erasable programmable read-only memory (EPROM or flash memory), optical fiber, portable compact disk read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing.
The program product for determining poor internet quality for LTE users of embodiments of the present invention may employ a portable compact disc read only memory (CD-ROM) and include program code and may run on a computing device. However, the program product of the present invention is not limited thereto, and in this document, a readable storage medium may be any tangible medium that can contain, or store a program for use by or in connection with an instruction execution system, apparatus, or device.
The readable signal medium may include a data signal propagated in baseband or as part of a carrier wave with readable program code embodied therein. Such a propagated data signal may take any of a variety of forms, including, but not limited to, electro-magnetic, optical, or any suitable combination of the foregoing. A readable signal medium may also be any readable medium that is not a readable storage medium and that can communicate, propagate, or transport a program for use by or in connection with an instruction execution system, apparatus, or device.
Program code embodied on a readable medium may be transmitted using any appropriate medium, including but not limited to wireless, wireline, optical fiber cable, RF, etc., or any suitable combination of the foregoing.
Program code for carrying out operations of the present invention may be written in any combination of one or more programming languages, including an object oriented programming language such as Java, C++ or the like and conventional procedural programming languages, such as the "C" programming language or similar programming languages. The program code may execute entirely on the user's computing device, partly on the user's device, as a stand-alone software package, partly on the user's computing device, partly on a remote computing device, or entirely on the remote computing device or server. In the case of remote computing devices, the remote computing device may be connected to the user computing device through any kind of network, including a Local Area Network (LAN) or a Wide Area Network (WAN), or may be connected to an external computing device (e.g., connected via the Internet using an Internet service provider).
It should be noted that although several units or sub-units of the apparatus are mentioned in the above detailed description, such a division is merely exemplary and not mandatory. Indeed, the features and functions of two or more of the elements described above may be embodied in one element in accordance with embodiments of the present invention. Conversely, the features and functions of one unit described above may be further divided into a plurality of units to be embodied.
Furthermore, although the operations of the methods of the present invention are depicted in the drawings in a particular order, this is not required to either imply that the operations must be performed in that particular order or that all of the illustrated operations be performed to achieve desirable results. Additionally or alternatively, certain steps may be omitted, multiple steps combined into one step to perform, and/or one step decomposed into multiple steps to perform.
It will be apparent to those skilled in the art that embodiments of the present invention may be provided as a method, apparatus, or computer program product. Accordingly, the present invention may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present invention may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, and the like) having computer-usable program code embodied therein.
The present invention is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (devices), and computer program products according to embodiments of the invention. It will be understood that each flow and/or block of the flowchart illustrations and/or block diagrams, and combinations of flows and/or blocks in the flowchart illustrations and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory produce an article of manufacture including instruction means which implement the function specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be loaded onto a computer or other programmable data processing apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
While preferred embodiments of the present invention have been described, additional variations and modifications in those embodiments may occur to those skilled in the art once they learn of the basic inventive concepts. It is therefore intended that the following claims be interpreted as including the preferred embodiments and all such alterations and modifications as fall within the scope of the invention.
It will be apparent to those skilled in the art that various modifications and variations can be made to the present invention without departing from the spirit or scope of the invention. Thus, it is intended that the present invention also include such modifications and alterations insofar as they come within the scope of the appended claims or the equivalents thereof.

Claims (10)

1. The method for judging the Internet surfing quality difference of the LTE user is characterized by comprising the following steps of:
Collecting an XDR ticket generated by the LTE user surfing the Internet within a set time period;
extracting key field content for each XDR record in the XDR ticket, wherein the key field comprises data flow, transmission Control Protocol (TCP) link establishment response time delay, TCP link establishment confirmation time delay, time delay from TCP link establishment success to a first transaction request, first hypertext transfer protocol (HTTP) response packet time delay and time delay of a last HTTP content packet;
when the XDR record is judged to be a quality difference business ticket record according to the key field content, the quality difference type is determined, and the method specifically comprises the following steps:
when the data flow is determined to be greater than a first preset threshold, judging whether the data transmission rate is greater than a second preset threshold;
if the data transmission rate is smaller than or equal to the second preset threshold value, determining that the XDR record is a large packet rate quality difference service ticket record;
if the data transmission rate is greater than the second preset threshold, judging whether the wireless side time delay is greater than a third preset threshold and whether the core side time delay is greater than a fourth preset threshold;
if the wireless side time delay is greater than the third preset threshold and the core side time delay is greater than the fourth preset threshold, determining that the XDR record is a large packet wireless side and core side quality difference service ticket record; if the wireless side time delay is greater than the third preset threshold and the core side time delay is less than or equal to the fourth preset threshold, judging that the XDR record is a large packet wireless side quality difference service ticket record; if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is larger than the fourth preset threshold value, judging that the XDR record is a large packet core side quality difference service ticket record;
When the data flow is determined to be smaller than or equal to a first preset threshold, judging whether the total service time delay is larger than a fifth preset threshold;
when the total service time delay is determined to be greater than the fifth preset threshold, judging whether the wireless side time delay is greater than a third preset threshold and whether the core side time delay is greater than a fourth preset threshold;
if the wireless side time delay is greater than the third preset threshold and the core side time delay is greater than the fourth preset threshold, determining that the XDR record is a packet wireless side and core side quality difference service ticket record; if the wireless side time delay is greater than the third preset threshold and the core side time delay is less than or equal to the fourth preset threshold, determining that the XDR record is a packet wireless side quality difference service ticket record; if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is larger than the fourth preset threshold value, determining that the XDR record is a packet core side quality difference service ticket record; and if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is smaller than or equal to the fourth preset threshold value, judging that the XDR record is a packet end-to-end problem quality difference service ticket record.
2. The method of claim 1, wherein the data traffic is either upstream traffic or downstream traffic; the data transmission rate is an uploading rate or a downloading rate;
when the number of flows is the uplink flow, if the data transmission rate is less than or equal to the second preset threshold, determining that the XDR record is a large packet rate bad quality service ticket record specifically includes:
if the uploading rate is smaller than or equal to the second preset threshold value, determining that the XDR record is a large packet uplink rate quality difference service ticket record;
when the number of flows is downlink, if the data transmission rate is less than or equal to the second preset threshold, determining that the XDR record is a large packet rate bad quality service ticket record, including:
and if the downloading rate is smaller than or equal to the second preset threshold value, judging that the XDR record is a large packet downlink rate quality difference service ticket record.
3. The method of claim 2, wherein the upload rate is determined by the upstream traffic and a delay of the last HTTP content packet; the downloading rate is determined by the downlink flow and the time delay of the last HTTP content packet; the wireless side time delay is determined through the TCP link establishment confirmation time delay and the time delay from the successful TCP link establishment to the first transaction request; the core side delay is determined by the TCP link establishment response delay and the first HTTP response packet delay; and the total service time delay is determined by the TCP link establishment response time delay, the TCP link establishment confirmation time delay, the time delay from the successful TCP link establishment to the first transaction request and the time delay of the last HTTP content packet.
4. The method as recited in claim 1, further comprising:
counting the quantity of the poor quality service ticket records in the set time period;
and when the quality difference service ticket records are determined to be more than the preset quantity, and the proportion of the quality difference service ticket records to all XDR records in the XDR ticket is determined to be more than a sixth preset threshold, determining that the LTE user is an unsatisfactory user for surfing the Internet.
5. An apparatus for determining poor internet surfing quality of an LTE user, comprising:
the acquisition unit is used for acquiring an XDR ticket generated by the LTE user surfing the Internet within a set time period;
the extraction unit is used for extracting key field contents aiming at each XDR record in the XDR ticket, wherein the key fields comprise data flow, transmission Control Protocol (TCP) link establishment response time delay, TCP link establishment confirmation time delay, time delay from the success of TCP link establishment to the first transaction request, first hypertext transfer protocol (HTTP) response packet time delay and time delay of the last HTTP content packet;
a determining unit, configured to determine a quality difference type when determining that the XDR record is a quality difference service ticket record according to the key field content;
the judging unit is specifically configured to judge whether the data transmission rate is greater than a second preset threshold value when it is determined that the data traffic is greater than the first preset threshold value; if the data transmission rate is smaller than or equal to the second preset threshold value, determining that the XDR record is a large packet rate quality difference service ticket record; if the data transmission rate is greater than the second preset threshold, judging whether the wireless side time delay is greater than a third preset threshold and whether the core side time delay is greater than a fourth preset threshold; if the wireless side time delay is greater than the third preset threshold and the core side time delay is greater than the fourth preset threshold, determining that the XDR record is a large packet wireless side and core side quality difference service ticket record; if the wireless side time delay is greater than the third preset threshold and the core side time delay is less than or equal to the fourth preset threshold, judging that the XDR record is a large packet wireless side quality difference service ticket record; if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is larger than the fourth preset threshold value, judging that the XDR record is a large packet core side quality difference service ticket record;
The judging unit is further configured to judge whether a total service delay is greater than a fifth preset threshold when the data traffic is determined to be less than or equal to a first preset threshold; when the total service time delay is determined to be greater than the fifth preset threshold, judging whether the wireless side time delay is greater than a third preset threshold and whether the core side time delay is greater than a fourth preset threshold; if the wireless side time delay is greater than the third preset threshold and the core side time delay is greater than the fourth preset threshold, determining that the XDR record is a packet wireless side and core side quality difference service ticket record; if the wireless side time delay is greater than the third preset threshold and the core side time delay is less than or equal to the fourth preset threshold, determining that the XDR record is a packet wireless side quality difference service ticket record; if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is larger than the fourth preset threshold value, determining that the XDR record is a packet core side quality difference service ticket record; and if the wireless side time delay is smaller than or equal to the third preset threshold value and the core side time delay is smaller than or equal to the fourth preset threshold value, judging that the XDR record is a packet end-to-end problem quality difference service ticket record.
6. The apparatus of claim 5, wherein the data traffic is either upstream traffic or downstream traffic; the data transmission rate is an uploading rate or a downloading rate;
the determining unit is specifically configured to determine that the XDR record is a large packet uplink rate quality difference service ticket record if the uplink rate is less than or equal to the second preset threshold when the number of flows is uplink flows; and when the quantity flow is downlink flow, if the downloading rate is smaller than or equal to the second preset threshold value, judging that the XDR record is a large packet downlink rate quality difference service ticket record.
7. The apparatus of claim 6, wherein the upload rate is determined by the upstream traffic and a delay of the last HTTP content packet; the downloading rate is determined by the downlink flow and the time delay of the last HTTP content packet; the wireless side time delay is determined through the TCP link establishment confirmation time delay and the time delay from the successful TCP link establishment to the first transaction request; the core side delay is determined by the TCP link establishment response delay and the first HTTP response packet delay; and the total service time delay is determined by the TCP link establishment response time delay, the TCP link establishment confirmation time delay, the time delay from the successful TCP link establishment to the first transaction request and the time delay of the last HTTP content packet.
8. The apparatus as recited in claim 5, further comprising:
the statistics unit is used for counting the quantity of the quality difference business ticket records in the set time period;
and the determining unit is used for determining that the LTE user is an internet surfing dissatisfied user when the quality difference service ticket records are determined to be more than the preset quantity and the proportion of the quality difference service ticket records to all XDR records in the XDR ticket is determined to be more than a sixth preset threshold.
9. A communication device comprising a memory, a processor and a computer program stored on the memory and executable on the processor, wherein the processor implements the method for determining poor internet surfing quality of an LTE user according to any one of claims 1 to 4 when executing the program.
10. A computer-readable storage medium having stored thereon a computer program, wherein the program when executed by a processor realizes the steps in the LTE user internet surfing quality difference determination method according to any one of claims 1 to 4.
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