WO2015192587A1 - 一种分配带宽的方法和装置、计算机存储介质 - Google Patents
一种分配带宽的方法和装置、计算机存储介质 Download PDFInfo
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- WO2015192587A1 WO2015192587A1 PCT/CN2014/090693 CN2014090693W WO2015192587A1 WO 2015192587 A1 WO2015192587 A1 WO 2015192587A1 CN 2014090693 W CN2014090693 W CN 2014090693W WO 2015192587 A1 WO2015192587 A1 WO 2015192587A1
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- application service
- usage frequency
- bandwidth
- bandwidth allocation
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L47/00—Traffic control in data switching networks
- H04L47/70—Admission control; Resource allocation
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/08—Configuration management of networks or network elements
- H04L41/0896—Bandwidth or capacity management, i.e. automatically increasing or decreasing capacities
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/20—Network management software packages
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L45/00—Routing or path finding of packets in data switching networks
- H04L45/54—Organization of routing tables
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L47/00—Traffic control in data switching networks
- H04L47/10—Flow control; Congestion control
- H04L47/24—Traffic characterised by specific attributes, e.g. priority or QoS
- H04L47/2425—Traffic characterised by specific attributes, e.g. priority or QoS for supporting services specification, e.g. SLA
- H04L47/2433—Allocation of priorities to traffic types
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L47/00—Traffic control in data switching networks
- H04L47/10—Flow control; Congestion control
- H04L47/24—Traffic characterised by specific attributes, e.g. priority or QoS
- H04L47/2441—Traffic characterised by specific attributes, e.g. priority or QoS relying on flow classification, e.g. using integrated services [IntServ]
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L47/00—Traffic control in data switching networks
- H04L47/10—Flow control; Congestion control
- H04L47/24—Traffic characterised by specific attributes, e.g. priority or QoS
- H04L47/2475—Traffic characterised by specific attributes, e.g. priority or QoS for supporting traffic characterised by the type of applications
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L47/00—Traffic control in data switching networks
- H04L47/70—Admission control; Resource allocation
- H04L47/78—Architectures of resource allocation
- H04L47/781—Centralised allocation of resources
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L47/00—Traffic control in data switching networks
- H04L47/70—Admission control; Resource allocation
- H04L47/78—Architectures of resource allocation
- H04L47/788—Autonomous allocation of resources
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L47/00—Traffic control in data switching networks
- H04L47/70—Admission control; Resource allocation
- H04L47/80—Actions related to the user profile or the type of traffic
- H04L47/803—Application aware
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
- H04L67/535—Tracking the activity of the user
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L47/00—Traffic control in data switching networks
- H04L47/70—Admission control; Resource allocation
- H04L47/82—Miscellaneous aspects
- H04L47/821—Prioritising resource allocation or reservation requests
Definitions
- the present invention relates to the field of network bandwidth, and in particular, to a method and apparatus for allocating bandwidth based on user application services, and a computer storage medium.
- UFI User Friendly Interface
- CPE Customer Premise Equipment
- bandwidth allocation is also a matter of great concern to users.
- users generally use fixed bandwidth services. That is, the operator allocates a specified bandwidth according to the bandwidth and payment amount selected by the user, and corresponds to the wide area network (WAN, Wide Area Network) side input end of the routing device. bandwidth.
- WAN Wide Area Network
- bandwidth Due to different personal hobbies, the demand for various web application services is also different. For example, if someone loves to watch movies, TV and other video programs, the network bandwidth required is relatively large. Some people like to browse the web, read news, and novels. Etc., the bandwidth required for such a service is relatively small.
- the existing fixed bandwidth uses the same bandwidth for browsing the webpage and watching the video, which largely causes a waste of a large amount of network resources.
- embodiments of the present invention are expected to provide a method and apparatus for allocating bandwidth, and a computer storage medium.
- An embodiment of the present invention provides a method for allocating bandwidth, where the method includes:
- the network access device establishes a database, and collects attributes and usage frequency of the application service; performs feature extraction on the application service; classifies the application service according to the attribute, usage frequency, and feature of the application service, and classifies the category based on the classification
- Each application service performs bandwidth allocation.
- An embodiment of the present invention provides an apparatus for allocating bandwidth, where the apparatus includes: a statistics module, an identification module, and a bandwidth allocation module;
- the statistics module is configured to establish a database, and calculate attributes and usage frequency of the application service
- An identification module configured to perform feature extraction on the application service
- the bandwidth allocation module is configured to classify the application service according to the attributes, usage frequency and features of the application service, and perform bandwidth allocation on each application service based on the classified category.
- the embodiment of the invention further provides a computer storage medium, wherein a computer program for executing the above method for allocating bandwidth is stored therein.
- the method and device for allocating bandwidth and the computer storage medium are provided by the embodiment of the present invention.
- the network access device establishes a database, and collects attributes and usage frequency of the application service, and performs feature extraction on the application service according to the application service.
- the attributes, usage frequency and characteristics are used to classify the application services, and the bandwidth allocation is performed for each application service based on the classification category; thus, the network access device can allocate bandwidth according to the frequency of the application service used by the user, thereby making the bandwidth allocation more Convenient and intelligent, it makes full use of network resources, greatly improves the fluency of users using various application services, and can meet the Internet access needs of members in the family or small units, while reducing the operational complexity and user participation of the devices.
- FIG. 1 is a schematic flowchart of a method for allocating bandwidth based on user application services according to an embodiment of the present disclosure
- step 101 is a schematic flowchart of a specific process of step 101 according to an embodiment of the present disclosure
- FIG. 3 is a schematic flowchart of a specific process of step 102 according to an embodiment of the present disclosure
- FIG. 4 is a schematic diagram of a specific process of step 103 according to an embodiment of the present disclosure.
- FIG. 5 is a schematic structural diagram of an apparatus for allocating bandwidth based on a user application service according to an embodiment of the present invention.
- the network access device establishes a database, and collects attributes and usage frequency of the application service; performs feature extraction on the application service; and classifies the application service according to attributes, usage frequency, and features of the application service. Bandwidth allocation for each application service based on the category.
- the method for distributing bandwidth based on user application service provided by the present invention is shown in FIG. 1 , and the method includes the following steps:
- Step 101 The network access device establishes a database, and calculates attributes and usage frequency of the application service.
- the network access device establishes a database, and determines a time period, where the time period may be any time period, generally determined as one month; and the usage record of the user using the application service is stored in the database, according to the The usage record counts the attributes and usage frequency of the application service used by the user in the time period; and sorts each application service according to the usage frequency, and outputs a usage frequency ranking table;
- the frequency of use is specifically: Wherein, T2 represents a time when the application service ends use, T1 represents a time when the application service starts to be used, C represents a usage time of an application service in the time period, and T represents a total time of the time period. .
- FIG. 1 shows the specific execution flow of step 101
- Step 1011 Initialize the network access device.
- Step 1012 Establish a database for storing user usage records
- Step 1013 The application service detected by the user is detected by the application service detector in the device, and the usage record of the user application service is stored in the database.
- Step 1014 Calculate the attributes and usage frequency of all used application services according to usage records in the database.
- Step 1015 According to the statistical result, the usage frequency ranking table is generated according to the usage frequency and the attribute of each application service.
- Step 102 The network access device performs feature extraction on the application service.
- a protocol depth analysis software is installed in the network access device, and the protocol depth analysis software is used to perform feature extraction on each application service used by the user to generate a feature vector.
- the function vector is used to uniquely identify an application service. , can be expressed as: ⁇ 1, ⁇ 2 , ⁇ 3 , ⁇ 4 (2003) ⁇ , the dimension of the feature vector is not fixed, and varies according to the application service;
- the specific execution flow can be represented by a flowchart as shown in FIG. 3;
- Step 1021 Start step 102, input the application service used by the user into the protocol depth analysis software one by one, and input a user application service here;
- Step 1022 The protocol depth analysis software parses the input application service, and the purpose of the parsing is to perform feature extraction.
- Step 1023 Generate a feature vector according to the extracted feature.
- the method further includes: adding an IP packet filtering system (IPTABLES) table rule according to the feature vector, and classifying the data packet of each application service;
- IPTABLES IP packet filtering system
- the feature vector is used to distinguish the category of the application service
- the IPTABLES table rule is used to mark the application service of different categories, and then use the IPTABLES table rule.
- One of the tables marks the data packets of each application service.
- the mangle table can be used to mark the data packet.
- Step 103 The network access device classifies the application service according to the attribute, usage frequency, and feature of the application service, and performs bandwidth allocation on each application service based on the classified category.
- a queue control rule is used to determine a flow control (TC) control rule set;
- TC flow control
- a commonly used system is a Linux system, so
- the above-mentioned queue rules are specifically HTB (Hierarchical Token Bucket) and Class Based Queueing (CBQ) queue rules in the Linux system; the queue rules are used to describe the data packet arrangement format in the system;
- the TC rule set is determined according to the attributes of the application service and the frequency of use, and the system controls the traffic bandwidth according to the TC rule set.
- the TC rule set is used to perform bandwidth according to the usage frequency of the application service. The more frequently used, the more bandwidth is allocated; the TC rule set is a system kernel command;
- the application service is classified according to the application service characteristics, and the category priority is set according to the usage frequency; the application service types in the network are numerous and can be roughly divided into: video, audio, game, etc., according to the extracted application.
- the characteristics of the business are classified, such as Youku, Iqiyi, etc., which are divided into video classes, cool music, cool dogs, etc. in the audio class, etc.; among them, the priority setting is mainly used for data packets in different application services. When arriving at the same time, determine which packet is passed first;
- bandwidth allocation is performed on the application services of each category according to the TC rule set and the class priority; for example, the TC rule set allocates the largest bandwidth to the video application service due to the user's favorite video interface;
- the data packet is offloaded to the incoming application service data packet, so that the data packet of each application service obtains the corresponding bandwidth;
- the user is using the application service
- the IPTABLES table rule has the marking of the application service.
- the network access device pairs the Packets are shunted according to their tags, so that they get the corresponding bandwidth; for example, video and game services are currently used, and the network access device identifies which service is a video service or a game service based on the tag, and The data packet is shunted according to the category, that is, the video data packet and the game data packet are separated, so that each can obtain the corresponding bandwidth allocated by the TC rule;
- FIG. 4 shows the specific execution flow of step 103
- Step 1031 The network access device collects the attributes, usage frequency, and features of the application service obtained in the first two steps.
- Step 1032 Determine, according to the attributes, usage frequency, and characteristics of the application service, the TC rule set according to the system queue rule, and classify and prioritize the application service.
- Step 1033 According to the category and priority of the classification, bandwidth allocation is performed for each application service, and the device also needs to offload the data packet according to the mark in the IPTABLES, so that the data packets of various application services can enjoy the corresponding allocated bandwidth.
- FIG. 5 is a schematic diagram of a device structure for allocating bandwidth based on a user application service according to the present invention. As shown, the device includes: a statistics module 50, an identification module 51, and a bandwidth allocation module 52.
- the statistics module 50 is configured to establish a database, and calculate attributes and usage frequency of the application service
- the identification module 51 is configured to perform feature extraction on the application service.
- the bandwidth allocation module 52 is configured to classify application services according to attributes, usage frequencies, and features of the application service, and perform bandwidth allocation on each application service based on the classified category.
- the statistic module 50 is configured to establish a database, and determine a time period, where the time period may be any time period, generally determined as one month; and the usage record of the user using the application service is stored in the database, according to the The usage record counts the attributes and usage frequency of the application service used by the user in the time period; and sorts each application service according to the usage frequency, and outputs a usage frequency ranking table;
- the frequency of use is specifically: Wherein, T2 represents a time when the application service ends use, T1 represents a time when the application service starts to be used, C represents a usage time of an application service in the time period, and T represents a total time of the time period. ;
- the identification module 51 is configured to invoke the protocol depth analysis software to perform feature extraction on each application service used by the user to generate a feature vector; wherein the protocol depth analysis software is auxiliary software installed on the device; the function of the feature vector is The only indication of an application service can be expressed as: ⁇ 1, ⁇ 2 , ⁇ 3 , ⁇ 4 (2003) ⁇ , the dimension of the feature vector is indefinite, and varies according to the application service;
- the feature vector is used to distinguish the category of the application service
- the IPTABLES table rule is used to mark the application service of different categories, and then use the table in the IPTABLES table rule to mark the data packet of each application service, for example, can be used.
- the mangle table marks the data packet;
- the bandwidth allocation module 52 is configured to determine a TC rule set by using a system queue rule according to attributes and usage frequency of the application service, classify the application service according to the application service feature, and set a class priority according to the usage frequency. And performing bandwidth allocation on each application service based on the classification category according to the TC rule set and the class priority;
- the existing system generally uses the Linux system, and the queue rules are HTB and CBQ.
- the TC rule set is used for bandwidth allocation according to the frequency of use of the application service, and the greater the frequency of use, the more bandwidth is allocated;
- the statistic module 50 can be implemented by a chip and a memory chip for detecting user application services in the network access device; the identification module 51 can be implemented by the main chip calling related software; the bandwidth allocation module 52 can be configured by the main processing chip and Peripheral auxiliary components or chips are implemented.
- the method for allocating bandwidth based on the user application service may also be stored in a calculation if it is implemented in the form of a software function module and is sold or used as an independent product.
- the machine can be read from the storage medium.
- the application can take the form of a computer program product embodied on one or more computer-usable storage media containing computer usable program code, including but not limited to a USB flash drive, a mobile hard drive, a read only memory (ROM, Read-Only Memory), disk storage, CD-ROM, optical storage, etc.
- a USB flash drive a mobile hard drive
- a read only memory ROM, Read-Only Memory
- disk storage CD-ROM, optical storage, etc.
- the network access device establishes a database, and collects attributes and usage frequency of the application service.
- the application service is classified according to the attributes, usage frequency, and features of the application service, and the application service is classified based on the classified category.
- Bandwidth allocation in this way, according to the user's usage habits and intelligent allocation of bandwidth, making full use of network resources, is a major improvement on the quality of network services.
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Abstract
Description
Claims (11)
- 一种分配带宽的方法,该方法包括:网络接入设备建立数据库,统计应用业务的属性和使用频度;对所述应用业务进行特征提取;根据所述应用业务的属性、使用频度和特征对应用业务进行分类,基于分类的类别对各应用业务进行带宽分配。
- 根据权利要求2所述的方法,其中,所述对应用业务进行特征提取包括:使用协议深度分析软件对用户使用过的各应用业务进行特征提取,生成特征向量;该方法还包括:按照所述特征向量添加IP信息包过滤系统IPTABLES表规则,并分类标记各应用业务的数据包。
- 根据权利要求3所述的方法,其中,所述根据所述应用业务的属性、使用频度和特征对应用业务进行分类,基于分类的类别对各应用业务进行带宽分配包括:根据所述应用业务的属性和使用频度,使用系统队列规则确定流量控制TC规则集;根据应用业务特征对应用业务进行分类,并根据所述使用频度排序表设置类别优先级;按照所述TC规则集和类别优先级对各类别的应用业务进行带宽分配;并按照IPTABLES表规则对数据包的标记对进入的应用业务的数据包进行分流,使各应用业务的数据包得到相应 的带宽。
- 根据权利要求4所述的方法,其中,所述TC规则集为:根据应用业务的使用频度进行带宽分配的集合。
- 一种分配带宽的装置,该装置包括:统计模块、识别模块和带宽分配模块;其中,统计模块,配置为建立数据库,统计应用业务的属性和使用频度;识别模块,配置为对所述应用业务进行特征提取;带宽分配模块,配置为根据所述应用业务的属性、使用频度和特征对应用业务进行分类,基于分类的类别对各应用业务进行带宽分配。
- 根据权利要求7所述的装置,其中,所述识别模块,配置为使用协议深度分析软件对用户使用过的各应用业务进行特征提取,生成特征向量;按照所述特征向量添加IP信息包过滤系统IPTABLES表规则,并分类标记各应用业务的数据包。
- 根据权利要求8所述的装置,其中,所述带宽分配模块,配置为根据所述应用业务的属性和使用频度,使用系统队列规则确定流量控制TC规则集;根据应用业务特征对应用业务进行分类,并根据所述使用频度排序表设置类别优先级;按照所述TC规则集和类别优先级对各类别的应用业务进行带宽分配;并按照IPTABLES表规则对数据包的标记对进入的应用业务的数据包进行分流,使各应用业务的数据包得到相应的带宽。
- 根据权利要求9所述的装置,其中,所述TC规则集用于根据应用业务的使用频度进行带宽分配。
- 一种计算机存储介质,其中,其中存储有计算机程序,该计算机程序用于执行权利要求1至5任一项所述的分配带宽的方法。
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EP14895401.9A EP3160098B1 (en) | 2014-06-19 | 2014-11-10 | Method, apparatus and computer storage medium for bandwidth allocation |
US15/320,182 US10193818B2 (en) | 2014-06-19 | 2014-11-10 | Method and apparatus for allocating bandwidths, and computer storage medium |
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US20240323252A1 (en) * | 2023-03-24 | 2024-09-26 | Dell Products L.P. | Controlling transfer of data based on network bandwidth demand |
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CN105282052A (zh) | 2016-01-27 |
EP3160098A1 (en) | 2017-04-26 |
JP2017518711A (ja) | 2017-07-06 |
JP6475268B2 (ja) | 2019-02-27 |
CN105282052B (zh) | 2020-08-07 |
EP3160098A4 (en) | 2017-12-13 |
EP3160098B1 (en) | 2020-02-12 |
US10193818B2 (en) | 2019-01-29 |
US20170126579A1 (en) | 2017-05-04 |
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