CN108471618A - A kind of message treatment method and device - Google Patents

A kind of message treatment method and device Download PDF

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Publication number
CN108471618A
CN108471618A CN201710100780.0A CN201710100780A CN108471618A CN 108471618 A CN108471618 A CN 108471618A CN 201710100780 A CN201710100780 A CN 201710100780A CN 108471618 A CN108471618 A CN 108471618A
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China
Prior art keywords
message
efficient
redundancy
reception facility
type
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CN201710100780.0A
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Chinese (zh)
Inventor
李爽
张璇
田山
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Datang Mobile Communications Equipment Co Ltd
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Datang Mobile Communications Equipment Co Ltd
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Priority to CN201710100780.0A priority Critical patent/CN108471618A/en
Publication of CN108471618A publication Critical patent/CN108471618A/en
Pending legal-status Critical Current

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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W24/00Supervisory, monitoring or testing arrangements
    • H04W24/02Arrangements for optimising operational condition
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/06Management of faults, events, alarms or notifications
    • H04L41/0604Management of faults, events, alarms or notifications using filtering, e.g. reduction of information by using priority, element types, position or time
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00Arrangements for monitoring or testing data switching networks
    • H04L43/16Threshold monitoring
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W28/00Network traffic management; Network resource management
    • H04W28/02Traffic management, e.g. flow control or congestion control
    • H04W28/06Optimizing the usage of the radio link, e.g. header compression, information sizing, discarding information
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W28/00Network traffic management; Network resource management
    • H04W28/02Traffic management, e.g. flow control or congestion control
    • H04W28/10Flow control between communication endpoints
    • H04W28/14Flow control between communication endpoints using intermediate storage

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Mobile Radio Communication Systems (AREA)

Abstract

The invention discloses a kind of message treatment method and devices, message reception facility receives message, the message reception facility parses the key message of the message, and key message in the message is deleted for the illegal message of empty message and key message, the message reception facility is according to punishment strategy, it determines and deletes key message as the redundancy message in the message after the illegal message of empty message and key message and deletion, wherein, the punishment strategy is for filtering out message reception facility redundancy message to be deleted.It is solved through the invention when the message number that message reception facility receives is very big, the larger problem of message reception facility processing pressure.

Description

A kind of message treatment method and device
Technical field
The present invention relates to mobile communication network optimization technical field more particularly to a kind of message treatment methods and device.
Background technology
With the continuous development of science and technology and network technology, number of base stations (especially Home eNodeB) exists in mobile communications network It is on the increase, the type and quantity of network parameter are also more and more, the appearance of these problems, it is necessary to which operator uses better Network management reduces O&M cost, to realizing the intelligence of network.Therefore, the 3G (Third Generation) Moblie standard of long term evolution Change tissue (3rd Generation Partnership Project, 3GPP) and proposes new O&M strategy, i.e. self-organization network The self-optimizing of network (Self Organising Network, SON).
Wherein, during the self-optimizing of SON, network optimization system of the base station into SON reports a large amount of different type Optimization message, mainly include cell physical layer identifiers (Physical layer Cell Identity, PCI) optimization message, Automatic Neighboring Relation (Automatic Neighbor Relationship, ANR) optimizes message, mobile robustness optimization (Mobility Robustness Optimisation, MRO) message and mobility load balance (Mobility Load Balancing, MLB) optimization message etc..Network optimization system in SON handles the optimization message that base station reports, and reaches To the purpose of mobile communication network optimization.
It is existing to optimize message processing, generally by the network optimization system in SON by the optimization message received according to The difference of type of message is directly distributed to the different business processing module of network optimization system, and by specific business processing mould Block processing, detailed process as shown in Figure 1, correspond to a type of optimization message, message respectively in Fig. 1 marked as the message of 1-4 1, message 2, message 3 and message 4 are respectively by corresponding PCI processing modules, ANR processing modules, MRO processing modules and MLB processing Module is handled.As mobile communication network side number of base stations is on the increase, the optimization that base station is reported to network optimization system Message number is also more and more, according to the processing method of above-mentioned optimization message, leads to the processing pressure of network optimization system very Greatly.
Invention content
The object of the present invention is to provide a kind of message treatment method and devices, to solve the optimization message count reported when base station When amount is very big, the problem of how reducing network optimization system processing pressure.
The purpose of the present invention is what is be achieved through the following technical solutions:
In a first aspect, providing a kind of message treatment method, in the method, message reception facility receives message and parses institute The key message of message is stated, and is that the illegal message of empty message and key message is deleted by key message in the message, institute Message reception facility is stated according to punishment strategy, determines that delete the key message disappears for empty message and key message is illegal The redundancy message in message after breath and deletion.
Wherein, the punishment strategy is for filtering out message reception facility redundancy message to be deleted.
Message is received by message reception facility in the embodiment of the present invention, and the key in the message received is believed Breath is parsed, and is that the illegal message of empty message and key message is deleted by key message in the message, according to punishment plan It slightly determines and deletes the key message as the redundancy message in the message after the illegal message of empty message and key message And it deletes.By being that the illegal message of empty message and key message is deleted by key message, the message reception facility according to Punishment strategy for filtering out message reception facility redundancy message to be deleted, determines redundancy message, this part waits deleting Except the identical message that the equipment that redundancy message may be reporting message repeatedly accidentally reports is reached by deleting this partial redundance message To the effect for the processing pressure for mitigating message reception facility, solves when information reporting equipment reporting message quantity is very big, disappear Cease the larger problem of the processing pressure of receiving device.
Preferably, the punishment strategy includes preset punishment condition, the punishment condition is for filtering out the message Receiving device redundancy message to be deleted, or the efficient message pending for filtering out the message reception facility.
In said program, preset punishment condition can be the punishment condition that the equipment in advance with reporting message is appointed, Go out message reception facility redundancy message to be deleted by the punishment conditional filtering, by deleting this partial redundance message, Achieve the effect that the processing pressure for mitigating message reception facility.
Preferably, the punishment strategy includes preset penalty threshold, the penalty threshold includes duration threshold value and quantity Threshold value;
The message reception facility determines redundancy message according to punishment strategy, including:
If the message reception facility is in the duration for meeting the duration threshold value, the quantity for receiving identical message is less than The amount threshold, then by other message in the identical message in addition to the message received for the first time, as redundancy message.
In said program, the punishment strategy by presetting penalty threshold determines that the message reception facility receives in message Redundancy message, will in the duration for meeting the duration threshold value, receive identical message quantity be less than the amount threshold Identical message in other message in addition to the message received for the first time, be determined as redundancy message, it is superfluous by deleting this part Remaining message achievees the effect that the processing pressure for mitigating message reception facility.
Preferably, after the message reception facility deletes the redundancy message, the method further includes:
The message reception facility caches the efficient message, needle according to the classification of type of the efficient message in the message To the efficient message of each type, the message reception facility can be handled and delayed in the efficient message for determining the type In the case of having the type efficient message, distribute the efficient message of the type.
Wherein, the efficient message is that remaining message after redundancy message is deleted in the message received;
In said program, by caching the efficient message according to the classification of type of the efficient message in the message, prevent Only lead to information drop-out because message has little time distribution.
Preferably, the message reception facility is described effectively according to the classification of type of the efficient message in message caching After message, the method further includes:
For the efficient message of each type, the message reception facility is if it is determined that the efficient message quantity of the type exceeds Quantity early warning value is cached, then according to the sequencing of the efficient message receiving time, the efficient message for setting quantity is carried out Persistence preserves, and the efficient message for the setting quantity for persisting preservation is deleted in the efficient message cached.
In said program, by the sequencing according to the efficient message receiving time, effectively disappearing for quantity will be set Breath carries out persistence preservation, and effectively disappearing for the setting quantity for persisting preservation is deleted in the efficient message cached Breath mitigates the pressure of caching while ensureing that message will not lose.
Second aspect provides a kind of message processing apparatus, including:
Receiving unit, for receiving message;
Processing unit, the key message for parsing the message that the receiving unit receives, and by the message Middle key message is that the illegal message of empty message and key message is deleted, and deleting the key according to punishment strategy determination believes Breath is the redundancy message in the message after the illegal message of empty message and key message and deletion, wherein the punishment plan It is slightly used to filter out message reception facility redundancy message to be deleted.
Preferably, the punishment strategy that the redundancy message that the processing unit processes obtain includes includes default Punishment condition, the punishment condition pending effectively disappears for filtering out redundancy message to be deleted, or for filtering out Breath.
Preferably, the punishment strategy that the redundancy message that the processing unit processes obtain includes includes default Penalty threshold, the penalty threshold includes duration threshold value and amount threshold;
The processing unit determines redundancy message according to punishment strategy, including:
If in the duration for meeting the duration threshold value, the quantity for receiving identical message is less than the amount threshold, then By other message in the identical message in addition to the message received for the first time, as redundancy message.
Preferably, the processing unit is additionally operable to:
It is described effectively according to the classification of type of the efficient message in message caching after deleting the redundancy message Message, the efficient message are that remaining message after redundancy message is deleted in the message received;
For the efficient message of each type, it can be handled in the efficient message for determining the type and be cached with this In the case of type efficient message, distribute the efficient message of the type.
Preferably, the processing unit is additionally operable to:
After caching the efficient message according to the classification of type of the efficient message in the message, for each type Efficient message, however, it is determined that the efficient message quantity of the type beyond caching quantity early warning value, then
According to the sequencing of the efficient message receiving time, the efficient message for setting quantity is subjected to persistence guarantor It deposits, and deletes the efficient message for the setting quantity for persisting preservation in the efficient message cached.
Description of the drawings
Fig. 1 is the processing procedure schematic diagram of existing optimization message;
Fig. 2 is a kind of message treatment method flow chart provided in an embodiment of the present invention;
Fig. 3 is another message treatment method flow chart provided in an embodiment of the present invention;
Fig. 4 is another message treatment method flow chart that inventive embodiments provide;
Fig. 5 is a kind of message processing apparatus schematic diagram provided in an embodiment of the present invention.
Specific implementation mode
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention is retouched in detail It states, it is clear that described embodiments are only a part of the embodiments of the present invention, is not whole embodiment.Based on the present invention In embodiment, every other implementation obtained by those of ordinary skill in the art without making creative efforts Example, shall fall within the protection scope of the present invention.
In order to solve when the message number that message reception facility receives is very big, message reception facility processing pressure is larger The problem of, the embodiment of the present invention provides a kind of message treatment method.
Fig. 2 show a kind of message treatment method flow chart provided in an embodiment of the present invention, as shown in Fig. 2, including:
S101:Message reception facility receives message.
Message reception facility in the embodiment of the present invention can be network optimization system and information reporting cited below Equipment can be base station.
S102:The message reception facility parses the key message of the message, and is by key message in the message The illegal message of empty message and key message is deleted.
In the embodiment of the present invention, the message reception facility parses the key message of the message, and is by key message The illegal message of empty message and key message is deleted.Wherein, key message can be message identity (Identity, ID) information, the embodiment of the present invention are not especially limited.When key message is the id information of message, key message is empty disappears Breath is without carrying id information in message, is without processing, key message for message reception facility described in this kind of message Illegal message is the ID that the message includes cannot match with pre-stored ID in the message reception facility, i.e. message Do not include this part messages in the message made an appointment between receiving device and the equipment of reporting message, therefore, this Partial key letter It is also without processing to cease illegal Messages Message receiving device.
By the above embodiment, the key message in the message that message reception facility is received is message and the pass of sky The illegal message of key information is deleted, and can reduce the quantity of the pending message of message reception facility, and then can mitigate message and connect The processing pressure of receiving unit.
S103:The message reception facility according to punishment strategy, determine delete the key message be empty message and The redundancy message in message after the illegal message of key message and deletion, wherein the punishment strategy is for filtering out institute State message reception facility redundancy message to be deleted.
In the embodiment of the present invention, the message reception facility filters out the redundancy message in the message according to punishment strategy And it deletes.By the above embodiment, the redundancy message to be deleted in the message that message reception facility is received is deleted, energy The quantity of the pending message of message reception facility is enough reduced, and then the processing pressure of message reception facility can be mitigated.
It is detailed will to determine that the process of redundancy message is carried out according to punishment strategy to message reception facility in inventive embodiments below It describes in detail bright.
In the embodiment of the present invention, the message reception facility determines that redundancy message has the following two kinds may according to punishment strategy Embodiment:
In a kind of possible embodiment, the punishment strategy includes preset punishment condition, and the punishment condition is used for Message reception facility redundancy message to be deleted is filtered out, or the message reception facility is pending to be had for filtering out Imitate message.Wherein, preset punishment condition can be that message reception facility is directly arranged, and can also be that the equipment of reporting message is set The punishment condition set.For example, when preset punishment condition is that message reception facility is directly arranged, the message reception facility can To pre-set, the message than message reception facility time delays 10 minutes or more received is not handled.On punishment condition is When reporting the equipment setting of message, message blacklist can be arranged in the equipment of reporting message, do not located by the message reception facility Manage the message in blacklist.
By the above embodiment, the message reception facility determines redundancy message according to punishment strategy, by redundancy message It deletes, the quantity of the pending message of message reception facility can be reduced, and then can further mitigate the place of message reception facility Manage pressure.
In alternatively possible embodiment, the punishment strategy includes preset penalty threshold, the penalty threshold packet Include duration threshold value and amount threshold;
The message reception facility determines redundancy message according to punishment strategy, including:
If the message reception facility is in the duration for meeting the duration threshold value, the quantity for receiving identical message is less than The amount threshold is determined as redundancy message then by other message in the identical message in addition to the message received for the first time. For example, when duration threshold value is 5 minutes and amount threshold is 10, statistics receives the quantity of identical message in 5 minutes, if 5 The quantity of the identical message received in minute is less than the amount threshold 10, then message reception facility thinks that this part messages is The message that reports of repetition, without processing, and then the less processing quantity of message, it can further mitigate message reception facility Processing pressure.
In the embodiment of the present invention, after the message reception facility deletes the redundancy message, it will handle remaining effective Information, since the processing capacity of the message reception facility is limited, when there is a large amount of information reportings, the message reception facility can It can have little time to handle, and then lead to a part of information drop-out, in order to prevent information drop-out, message reception facility of the present invention will first wait for The efficient message of processing caches.
Fig. 3 show another message treatment method flow chart provided in an embodiment of the present invention, as shown in figure 3, wherein The parts S201 and S202 are identical as the parts S101 and S102 in Fig. 2 respectively, the difference is that, message sink described in S203 is set It is standby that the efficient message is cached according to the classification of type of the efficient message in the message.For the effective of each type in S204 Message, the message reception facility, which can be handled in the efficient message for determining the type and be cached with the type, effectively to disappear In the case of breath, distribute the efficient message of the type.After efficient message distribution, corresponding efficient message in caching is deleted, The efficient message is cached by classifying, the loss of message is prevented while reducing caching pressure.
Wherein, the efficient message is that remaining message after redundancy message is deleted in the message received.
In the embodiment of the present invention, the message reception facility is cached according to the classification of type of the efficient message in the message After the efficient message, remaining effective information will be handled.Since the capacity of caching is limited, when there is a large amount of information reportings, The caching of message reception facility may overflow, and then part messages is caused to be lost.Cache overflow in order to prevent, message of the present invention connect Part efficient message in caching is carried out persistence preservation by receiving unit, and deletes the message that persistence is carried out in caching.
Fig. 4 show another message treatment method flow chart provided in an embodiment of the present invention, as shown in figure 4, wherein The part S301, S302, S303 and S304 is identical as the part S201, S202, S203 and S204 in Fig. 3 respectively, the difference is that, The efficient message of each type is directed in S305, the message reception facility if it is determined that the efficient message quantity of the type beyond slow Quantity early warning value is deposited, then according to the sequencing of the efficient message receiving time, the efficient message for setting quantity is held Longization preserves, and the efficient message for the setting quantity for persisting preservation is deleted in the efficient message cached.
In the embodiment of the present invention, the efficient message for setting quantity, which is carried out persistence preservation, refers to, by message reception facility It is stored in message transfers to hardware memory in caching.
Wherein, early warning value is configured according to the maximum capacity of the caching.For example, if caching can at most store 100,000 Early warning value is set as 80% by message, i.e., then will most when the efficient message in message reception facility caching is more than 80,000 The efficient message of the setting quantity early received, which is transferred in hardware memory, to be stored, and it is pre- as message reception facility that this sets quantity First it is arranged, such as can is 40,000.The pressure for alleviating caching through the above scheme avoids caching and overflows.
A kind of message processing apparatus is also provided in the embodiment of the present invention, the composition and use of the device is described more fully below On the way.
Fig. 5 is a kind of message processing apparatus schematic diagram provided in an embodiment of the present invention, as shown in figure 5, the device includes connecing Unit 101 and processing unit 102 are received, wherein:
Receiving unit 101, for receiving message.
Processing unit 102, the key message for parsing the message that the receiving unit 101 receives, and by institute It is that the illegal message of empty message and key message is deleted to state key message in message, is deleted according to punishment strategy determination described Key message is the redundancy message in the message after the illegal message of empty message and key message and deletion, wherein described Punishment strategy is for filtering out message reception facility redundancy message to be deleted.
It should be noted that the message processing apparatus in the embodiment of the present invention can be message reception facility.
In the embodiment of the present invention, the processing unit 102 handles the punishment that the obtained redundancy message includes Strategy includes preset punishment condition, and the punishment condition is used to filter out redundancy message to be deleted, or is waited for for filtering out The efficient message of processing.
In the embodiment of the present invention, the processing unit 102 handles the punishment that the obtained redundancy message includes Strategy includes preset penalty threshold, and the penalty threshold includes duration threshold value and amount threshold;
The processing unit 102 determines redundancy message according to punishment strategy, including:
If in the duration for meeting the duration threshold value, the quantity for receiving identical message is less than the amount threshold, then By other message in the identical message in addition to the message received for the first time, as redundancy message.
In the embodiment of the present invention, the processing unit 102 is additionally operable to:
It is described effectively according to the classification of type of the efficient message in message caching after deleting the redundancy message Message, the efficient message are that remaining message after redundancy message is deleted in the message received;
For the efficient message of each type, it can be handled in the efficient message for determining the type and be cached with this In the case of type efficient message, distribute the efficient message of the type.
In the embodiment of the present invention, the processing unit 102 is additionally operable to:
After caching the efficient message according to the classification of type of the efficient message in the message, for each type Efficient message, however, it is determined that the efficient message quantity of the type beyond caching quantity early warning value, then connect according to the efficient message The efficient message for setting quantity is carried out persistence preservation, and is deleted in the efficient message cached by the sequencing between the time receiving Except the efficient message for the setting quantity for persisting preservation.
Message is received by message reception facility in the embodiment of the present invention, and the key in the message received is believed Breath is parsed, and is that the illegal message of empty message and key message is deleted by key message in the message, according to punishment plan It slightly determines and deletes the key message as the redundancy message in the message after the illegal message of empty message and key message And it deletes.By being that the illegal message of empty message and key message is deleted by key message, the message reception facility according to Punishment strategy for filtering out message reception facility redundancy message to be deleted, determines redundancy message, this part waits deleting Except the identical message that the equipment that redundancy message may be reporting message repeatedly accidentally reports is reached by deleting this partial redundance message To the effect for the processing pressure for mitigating message reception facility, solves when information reporting equipment reporting message quantity is very big, disappear Cease the larger problem of the processing pressure of receiving device.
Obviously, various changes and modifications can be made to the invention without departing from essence of the invention by those skilled in the art God and range.In this way, if these modifications and changes of the present invention belongs to the range of the claims in the present invention and its equivalent technologies Within, then the present invention is also intended to include these modifications and variations.

Claims (10)

1. a kind of message treatment method, which is characterized in that including:
Message reception facility receives message;
The message reception facility parses the key message of the message, and by key message in the message be empty message and The illegal message of key message is deleted;
The message reception facility determines that it is that empty message and key message are non-to delete the key message according to punishment strategy The redundancy message in message after the message of method and deletion, wherein the punishment strategy is for filtering out the message sink Equipment redundancy message to be deleted.
2. the method as described in claim 1, which is characterized in that the punishment strategy includes preset punishment condition, described to punish Condition is penalized to be used to filter out message reception facility redundancy message to be deleted, or for filtering out the message reception facility Pending efficient message.
3. the method as described in claim 1, which is characterized in that the punishment strategy includes preset penalty threshold, described to punish It includes duration threshold value and amount threshold to penalize threshold value;
The message reception facility determines redundancy message according to punishment strategy, including:
If the message reception facility in the duration for meeting the duration threshold value, receives the quantity of identical message less than described Amount threshold, then by other message in the identical message in addition to the message received for the first time, as redundancy message.
4. method as described in any one of claims 1 to 3, which is characterized in that the message reception facility deletes the redundancy After message, the method further includes:
The message reception facility caches the efficient message in the message according to the classification of type of efficient message, described effectively to disappear Breath is that remaining message after redundancy message is deleted in the message received;
For the efficient message of each type, the message reception facility can be handled simultaneously in the efficient message for determining the type And in the case of being cached with the type efficient message, distribute the efficient message of the type.
5. method as claimed in claim 4, which is characterized in that the message reception facility is according to the classification of type of efficient message After caching the efficient message in the message, the method further includes:
For the efficient message of each type, the message reception facility is if it is determined that the efficient message quantity of the type exceeds caching Quantity early warning value, then
According to the sequencing of the efficient message receiving time, the efficient message for setting quantity is subjected to persistence preservation, and The efficient message for the setting quantity for persisting preservation is deleted in the efficient message cached.
6. a kind of message processing apparatus, the message processing apparatus is message reception facility, which is characterized in that including:
Receiving unit, for receiving message;
Processing unit, the key message for parsing the message that the receiving unit receives, and will be closed in the message Key information is that the illegal message of empty message and key message is deleted, and deleting the key message according to punishment strategy determination is The redundancy message in message after the illegal message of empty message and key message and deletion, wherein the punishment strategy is used In filtering out message reception facility redundancy message to be deleted.
7. device as claimed in claim 6, which is characterized in that wrapped in the redundancy message that the processing unit processes obtain The punishment strategy included includes preset punishment condition, and the punishment condition is used to filter out redundancy message to be deleted, or For filtering out pending efficient message.
8. device as claimed in claim 6, which is characterized in that wrapped in the redundancy message that the processing unit processes obtain The punishment strategy included includes preset penalty threshold, and the penalty threshold includes duration threshold value and amount threshold;
The processing unit determines redundancy message according to punishment strategy, including:
If in the duration for meeting the duration threshold value, the quantity for receiving identical message is less than the amount threshold, then should Other message in identical message in addition to the message received for the first time, as redundancy message.
9. such as claim 6 to 8 any one of them device, which is characterized in that the processing unit is additionally operable to:
After deleting the redundancy message, effectively disappear according to the classification of type of the efficient message in message caching is described Breath, the efficient message are that remaining message after redundancy message is deleted in the message received;
For the efficient message of each type, it can be handled in the efficient message for determining the type and be cached with the type In the case of efficient message, distribute the efficient message of the type.
10. device as claimed in claim 9, which is characterized in that the processing unit is additionally operable to:
After caching the efficient message according to the classification of type of the efficient message in the message, for having for each type Imitate message, however, it is determined that the efficient message quantity of the type is beyond caching quantity early warning value, then
According to the sequencing of the efficient message receiving time, the efficient message for setting quantity is subjected to persistence preservation, and The efficient message for the setting quantity for persisting preservation is deleted in the efficient message cached.
CN201710100780.0A 2017-02-23 2017-02-23 A kind of message treatment method and device Pending CN108471618A (en)

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Application Number Priority Date Filing Date Title
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Publication number Priority date Publication date Assignee Title
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CN105022823A (en) * 2015-07-20 2015-11-04 陕西红方软件测评实验室有限责任公司 Cloud service performance early warning event generating method based on data mining
CN106161400A (en) * 2015-04-22 2016-11-23 腾讯科技(深圳)有限公司 Communication information safety detection method, Apparatus and system
CN106446255A (en) * 2016-10-18 2017-02-22 安徽天达网络科技有限公司 Data processing method based on cloud server

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101938769A (en) * 2010-09-08 2011-01-05 中兴通讯股份有限公司 Method and system for processing optimized data for wireless communication network
CN104539514A (en) * 2014-12-17 2015-04-22 广州酷狗计算机科技有限公司 Information filtering method and device
CN106161400A (en) * 2015-04-22 2016-11-23 腾讯科技(深圳)有限公司 Communication information safety detection method, Apparatus and system
CN105022823A (en) * 2015-07-20 2015-11-04 陕西红方软件测评实验室有限责任公司 Cloud service performance early warning event generating method based on data mining
CN106446255A (en) * 2016-10-18 2017-02-22 安徽天达网络科技有限公司 Data processing method based on cloud server

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Application publication date: 20180831