CN108268656A - A kind of big data intelligent cloud auditing method and system - Google Patents
A kind of big data intelligent cloud auditing method and system Download PDFInfo
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- CN108268656A CN108268656A CN201810097451.XA CN201810097451A CN108268656A CN 108268656 A CN108268656 A CN 108268656A CN 201810097451 A CN201810097451 A CN 201810097451A CN 108268656 A CN108268656 A CN 108268656A
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Abstract
The invention discloses a kind of big data intelligent cloud auditing method and systems, are related to information audit technical field.This method includes:Audit data acquisition, Audit data pretreatment, data mining, audit data processing analysis and Audit data management;The system includes:Audit data collecting unit, Audit data pretreatment unit, Audit data analytic unit and Audit data administrative unit.The present invention by backing up storage, visualization output and data encryption in time by pretreated data and analysis result data, ensure the safety of data, the property checked, the accuracy of Data Audit and sharing is made to be improved the ability for strengthening audit trail and carrying out aggregate analysis, the ability of audit is enhanced, audit cost is reduced, improves audit quality, reduces audit risk.
Description
Technical field
The invention belongs to information audit technical field, more particularly to a kind of big data intelligent cloud auditing method and system.
Background technology
Cloud computing is considered as the 4th revolution of IT industry after mainframe computer, personal computer, internet.
Cloud computing adheres to the theory of " on-demand service ", is a kind of calculating pattern proposed recently;Cloud computing technology applies to audit process
In, it produces " cloud audit ", cloud audit refers to build a platform on the basis of cloud computing, real by the cloud storage of data
The digitlization of existing all kinds of audit informations, makes various audit resources, including auditor, program and relevant hardware device, passes through
Cloud cooperates, and audit resources is made to obtain abundant Optimum utilization, to promote the exchange of information and shared.In cloud audit process
In, auditor can according to oneself time, mode audit, without concern using which kind of computer program, without
The storing of focused data is shared and work limitation sex chromosome mosaicism, it is only need to pay close attention to be exactly audit task in itself, and high in the clouds is seen not
The cumbersome technology seen all leaves technology backstage for solve, and does not need to know how backstage operates, it is important to foreground
It is whether handy using whether convenient.This be also the information age it is developing it is a kind of necessarily change, when also having become new
A kind of demand of auditing information under phase.
The universal of management information system in enterprise brings a large amount of data accumulation, and traditional audit has the acquisition of data
Purpose and selectivity are above not accurate enough to cause data too fat to move, influences audit analysis result.Invention content
The purpose of the present invention is to provide a kind of big data intelligent cloud auditing method and system, by the cleaning to data and
Conversion improves the quality of data, and by the way that pretreated data results data are backed up storage in time in time, visualization exports
Ensure the safety of data, the property checked with data encryption.The accuracy of Data Audit and sharing is made to be improved reinforcement
Audit trail and the ability for carrying out aggregate analysis.
In order to solve the above technical problems, the present invention is achieved by the following technical solutions:
The present invention is a kind of big data intelligent cloud auditing method, including:
Audit data acquires:Acquisition target is determined according to collection rule, collects initial data source;
Audit data pre-processes:Initial data source is cleaned and is converted to according to the data prediction rule of setting
Audit source data;
Data mining:Audit source data is excavated;
Audit data processing is analyzed:To being analyzed and being assessed using different analysis method data mining results;
Audit data management:The storage of management audit analysis result data, visualization output and data encryption.
Further, the management of the Audit data includes audit result data being stored in central database.
Further, the data mining includes one in artificial neural network, genetic algorithm, cluster analysis, decision tree
Kind or several method.
Further, the pretreatment of the Audit data further includes data conversion, the cleaning and merging of repeated data, data
Sequence.
The invention also includes a kind of big data intelligent cloud auditing system, including:
Audit data collecting unit:Initial data source is collected for collection rule;
Audit data pretreatment unit:Initial data source is cleaned and integrated for the data prediction rule of setting
Obtain audit source data;
Audit data analytic unit:Data mining is carried out to audit source data for audit regulation and analyzing and processing is examined
Count result data;
Audit data administrative unit:For the storage of management audit result data, visualization output and data encryption.
Further, the administrative unit of the Audit data includes data memory module, visualizes output module and data
Encrypting module.
Further, a kind of big data intelligent cloud auditing system, which is characterized in that further include Database Unit.
Further, the pretreatment unit of the Audit data is stored data backup to center by Data Management Unit
Database.
Further, the Audit data analytic unit includes data analysis module and audit project management module.
The invention has the advantages that:
Pretreated data results data by being made a backup store, being visualized output sum number by the present invention in time
According to encryption, ensure the safety of data and the property checked.The accuracy of Data Audit and sharing is made to be improved and strengthen
Audit trail and the ability for carrying out aggregate analysis enhance the ability of audit, reduce audit cost, improve audit quality, drop
Low audit risk.
Certainly, it implements any of the products of the present invention and does not necessarily require achieving all the advantages described above at the same time.
Description of the drawings
In order to illustrate the technical solution of the embodiments of the present invention more clearly, embodiment will be described below required
Attached drawing is briefly described, it should be apparent that, the accompanying drawings in the following description is only some embodiments of the present invention, for ability
For the those of ordinary skill of domain, without creative efforts, it can also be obtained according to these attached drawings other attached
Figure.
Fig. 1 is a kind of big data intelligent cloud auditing method flow diagram of the present invention;
Fig. 2 is a kind of big data intelligent cloud auditing system structure diagram of the present invention;
Fig. 3 is analytic unit structure diagram;
Fig. 4 is administrative unit structure diagram.
Specific embodiment
Below in conjunction with the attached drawing in the embodiment of the present invention, the technical solution in the embodiment of the present invention is carried out clear, complete
Site preparation describes, it is clear that described embodiment is only part of the embodiment of the present invention, instead of all the embodiments.It is based on
Embodiment in the present invention, those of ordinary skill in the art are obtained all other without creative efforts
Embodiment shall fall within the protection scope of the present invention.
Refering to Figure 1, one of the present embodiment has particular application as:A kind of big data intelligent cloud auditing method, including:
(1) Audit data acquisition (S100):The collection rule specified according to the project to be audited determines acquisition target, right
Local data and the relevant information of high in the clouds big data storage include report data, image data, video data etc.;
(2) Audit data pretreatment (S200):Audit initial data source is carried out according to the data prediction rule of setting
Cleaning, the cleaning of repeated data and merging, data sorting and it is converted to audit source data;Obtained audit source data can carry out
Backup is stored in central database;
(3) data mining (S300):Using including one in artificial neural network, genetic algorithm, cluster analysis, decision tree
Kind or several method excavate audit source data;Inherent law, common problem and development become between data between mining data
To;
(4) audit data processing analysis (S400):To using different analysis method data mining results carry out analysis and
Assessment;
(5) Audit data management (S500):Analysis result or Audit data are managed, including will audit source data and
Auditing result carries out data export and high in the clouds storage;Audit source data and auditing result are converted in the visualization output of data
Such as it is converted into the apparent intuitive way such as table, chart, file;Audit data management further includes encrypting module, to locating in advance
The auditing result after audit source data and audit analysis after reason is encrypted and rights management.
It please refers to shown in Fig. 2-4, another of the embodiment of the present invention has particular application as:
A kind of big data intelligent cloud auditing system, Audit data collecting unit 100 are responsible for having detected whether new data, if any
Digital data transmission carries out data acquisition and will obtain initial data source to be transmitted to audit number by the corresponding collection rule of setting
Data preprocess unit 200;
Audit data pretreatment unit 200, in the audit primary data for receiving Audit data collecting unit 100 and being transmitted
Afterwards, audit initial data source is cleaned by the data prediction rule of setting, the cleaning of repeated data and merging, data
Sort and be converted to audit source data;Audit data pretreatment unit 200 is connect with Audit data administrative unit 400;Audit
Data Management Unit 400 receive audit source data after by data encryption module 430 to data encryption, the visit to data is set
It asks permission, data access control is established to data storage, data level differentiation is carried out to data, passes through data memory module 410
Audit source data is stored separately to Database Unit 500, data backup is carried out, convenient for taking at any time;User in permission
It the operations such as can be browsed, changed and be deleted to Backup Data by visualizing output module 420, it more preferably can be to obstructed behaviour
Make such as browsing, modification and delete to set permission respectively.Preferably visualization output module 420, which can convert data, for example turns
Change the apparent intuitive way such as table, chart, file into;
Audit data pretreatment unit 200 is connect with Audit data analytic unit 300;Audit data analytic unit 300 connects
Audit project management module 320 includes artificial neural network according to the algorithmic rule specified using data mining after by audit source data
One or more of methods combined such as network, genetic algorithm, cluster analysis, decision tree excavate audit source data, data point
Analysis module 310 is analyzed result, explained and is assessed;And Audit data administrative unit 400 is transmitted the result to, visualization is defeated
Go out module 420 and analysis result is converted into the mode convenient for the clear and intuitive understanding of user such as table, chart, file;Pass through data
Memory module 410 is stored separately to Database Unit 500 audit source data, is checked convenient for user by network;Pass through
Data encryption module 430 encrypts audit result data, sets the access rights to data, data access is established to data storage
Control, such as data are browsed, changed and are deleted with operation etc., more preferably obstructed operation can such as be browsed, changed and be deleted
Except setting permission respectively.
In the description of this specification, the description of reference term " one embodiment ", " example ", " specific example " etc. means
At least one implementation of the present invention is contained in reference to the embodiment or example particular features, structures, materials, or characteristics described
In example or example.In the present specification, schematic expression of the above terms may not refer to the same embodiment or example.
Moreover, particular features, structures, materials, or characteristics described can close in any one or more embodiments or example
Suitable mode combines.
Present invention disclosed above preferred embodiment is only intended to help to illustrate the present invention.There is no detailed for preferred embodiment
All details are described, are not limited the invention to the specific embodiments described.Obviously, according to the content of this specification,
It can make many modifications and variations.This specification is chosen and specifically describes these embodiments, is in order to preferably explain the present invention
Principle and practical application, so as to which skilled artisan be enable to be best understood by and utilize the present invention.The present invention is only
It is limited by claims and its four corner and equivalent.
Claims (9)
1. a kind of big data intelligent cloud auditing method, which is characterized in that including:
(1) Audit data acquires:Acquisition target is determined according to collection rule, collects initial data source;
(2) Audit data pre-processes:Initial data source is cleaned and is converted to according to the data prediction rule of setting
Audit source data;
(3) data mining:Audit source data is excavated;
(4) audit data processing is analyzed:To being analyzed and being assessed using different analysis method data mining results;
(5) Audit data management:The storage of management audit analysis result data, visualization output and data encryption.
A kind of 2. big data intelligent cloud auditing method according to claim 1, which is characterized in that the pipe of the Audit data
Reason is further included is stored in central database by audit result data.
3. a kind of big data intelligent cloud auditing method according to claim 1, which is characterized in that the data mining includes
One or more of artificial neural network, genetic algorithm, cluster analysis, decision tree method.
4. a kind of big data intelligent cloud auditing method according to claim 1, which is characterized in that the Audit data it is pre-
Processing further includes data conversion, the cleaning and merging of repeated data, data sorting.
5. a kind of big data intelligent cloud auditing system, which is characterized in that including:
Audit data collecting unit:Initial data source is collected for collection rule;
Audit data pretreatment unit:Initial data source is cleaned data prediction rule for setting and integration obtains
Audit source data;
Audit data analytic unit:Data mining is carried out to audit source data for audit regulation and analyzing and processing obtains audit knot
Fruit data;
Audit data administrative unit:For the storage of management audit result data, visualization output and data encryption.
A kind of 6. big data intelligent cloud auditing system according to claim 5, which is characterized in that the Audit data management
Unit includes data memory module, visualizes output module and data encryption module.
7. a kind of big data intelligent cloud auditing system according to claim 5, which is characterized in that further include database list
Member.
8. a kind of big data intelligent cloud auditing system according to claim 5, which is characterized in that the Audit data it is pre-
Processing unit is also connected with Data Management Unit.
9. according to a kind of big data intelligent cloud auditing system described in claim 5, which is characterized in that the Audit data analysis is single
Member includes data analysis module and audit project management module.
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Cited By (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109688216A (en) * | 2018-12-24 | 2019-04-26 | 南京海曼网络科技有限公司 | A kind of accurate capturing analysis method of variable data |
CN110532301A (en) * | 2019-08-30 | 2019-12-03 | 广西电网有限责任公司南宁供电局 | Auditing method, system and readable storage medium storing program for executing |
CN111027799A (en) * | 2019-10-24 | 2020-04-17 | 山西云时代技术有限公司 | National enterprise productivity analysis system |
CN111552700A (en) * | 2020-04-23 | 2020-08-18 | 国网河北省电力有限公司 | Intelligent audit platform for dynamically auditing project construction process of power system |
CN111556098A (en) * | 2020-04-08 | 2020-08-18 | 深圳供电局有限公司 | Artificial intelligence based analysis system and analysis method for internet of things data |
CN112070338A (en) * | 2020-07-22 | 2020-12-11 | 国网天津市电力公司 | Enterprise internal auxiliary auditing method |
CN112256752A (en) * | 2020-10-13 | 2021-01-22 | 山东三木众合信息科技股份有限公司 | Data prediction processing method based on data mining |
CN113282245A (en) * | 2021-06-15 | 2021-08-20 | 中国建设银行股份有限公司 | Method for auditing supply and host platform |
CN114911798A (en) * | 2022-05-07 | 2022-08-16 | 常州机电职业技术学院 | Information processing integrated system for engineering audit and method thereof |
-
2018
- 2018-01-31 CN CN201810097451.XA patent/CN108268656A/en not_active Withdrawn
Cited By (13)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109688216A (en) * | 2018-12-24 | 2019-04-26 | 南京海曼网络科技有限公司 | A kind of accurate capturing analysis method of variable data |
CN110532301B (en) * | 2019-08-30 | 2023-08-22 | 广西电网有限责任公司南宁供电局 | Audit method, system and readable storage medium |
CN110532301A (en) * | 2019-08-30 | 2019-12-03 | 广西电网有限责任公司南宁供电局 | Auditing method, system and readable storage medium storing program for executing |
CN111027799A (en) * | 2019-10-24 | 2020-04-17 | 山西云时代技术有限公司 | National enterprise productivity analysis system |
CN111556098A (en) * | 2020-04-08 | 2020-08-18 | 深圳供电局有限公司 | Artificial intelligence based analysis system and analysis method for internet of things data |
CN111556098B (en) * | 2020-04-08 | 2023-09-15 | 深圳供电局有限公司 | Analysis system and analysis method for Internet of things data based on artificial intelligence |
CN111552700A (en) * | 2020-04-23 | 2020-08-18 | 国网河北省电力有限公司 | Intelligent audit platform for dynamically auditing project construction process of power system |
CN112070338A (en) * | 2020-07-22 | 2020-12-11 | 国网天津市电力公司 | Enterprise internal auxiliary auditing method |
CN112256752A (en) * | 2020-10-13 | 2021-01-22 | 山东三木众合信息科技股份有限公司 | Data prediction processing method based on data mining |
CN112256752B (en) * | 2020-10-13 | 2021-05-14 | 山东三木众合信息科技股份有限公司 | Data prediction processing method based on data mining |
CN113282245A (en) * | 2021-06-15 | 2021-08-20 | 中国建设银行股份有限公司 | Method for auditing supply and host platform |
CN113282245B (en) * | 2021-06-15 | 2024-04-12 | 中国建设银行股份有限公司 | Method for auditing supply number and host platform |
CN114911798A (en) * | 2022-05-07 | 2022-08-16 | 常州机电职业技术学院 | Information processing integrated system for engineering audit and method thereof |
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