CN110019415A - Cloud computing big data digging system based on mobile terminal - Google Patents
Cloud computing big data digging system based on mobile terminal Download PDFInfo
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- CN110019415A CN110019415A CN201711491887.9A CN201711491887A CN110019415A CN 110019415 A CN110019415 A CN 110019415A CN 201711491887 A CN201711491887 A CN 201711491887A CN 110019415 A CN110019415 A CN 110019415A
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- data
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- cloud computing
- mobile terminal
- data mining
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Classifications
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/245—Query processing
- G06F16/2458—Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
- G06F16/2465—Query processing support for facilitating data mining operations in structured databases
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/951—Indexing; Web crawling techniques
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2216/00—Indexing scheme relating to additional aspects of information retrieval not explicitly covered by G06F16/00 and subgroups
- G06F2216/03—Data mining
Abstract
The invention discloses a kind of cloud computing big data digging system based on mobile terminal, which includes: client layer, data mining platform layer and cloud computing platform layer;Wherein, the client layer mainly includes the held mobile terminal of user and runs the application program in this terminal, is responsible for providing operation of the platform to user's downloading application and to data;The data mining platform layer is responsible for whole data mining tasks and most of operation to data, and responds the operation requests that the client layer is submitted;The cloud computing platform layer is the basis of whole system, is responsible for storage mass data, provides data for the data mining platform layer and supports.The present invention program introduces cloud computing technology, and data mining platform is transplanted to mobile terminal, by data mining technology, realizes whole data mining tasks and most of operation to data, realizes the real-time processing on mobile terminals to data.
Description
Technical field
The invention belongs to big data digging technology fields, are related to a kind of cloud computing big data excavation system based on mobile terminal
System.
Background technique
With the arrival that the increasingly increase of network information and 4G are applied, intelligent terminal especially mobile intelligent terminal
It will certainly significantly be applied, and it is also that mobile subscriber needs that the information useful to user how is obtained from the data of magnanimity
The key point asked.Mobile intelligent terminal can carry out wireless networking by major network operator at present, therefore at any time
Access Internet application becomes possibility everywhere.
The situation that a hundred flowers blossom is presented in present mobile phone operating system, possesses the Android mobile phone that extensive mobile phone vendor commercial city is supported
The WindowsPhone operating system of operating system, the iOS system of Apple Inc. and Microsoft, and it is based on these mobile terminals
The application and development of operating system is more and more mature, how to realize and has become to the real-time processing of data on mobile terminals
One hot topic.
But data to be processed are all often magnanimity, this directly accesses mobile terminal and handle data information and causes
Very big difficulty.
Summary of the invention
It is an object of that present invention to provide a kind of cloud computing big data digging system based on mobile terminal, for mobile subscriber
The status to oneself useful information can not be obtained from mass data using traditional data mining system, introduces cloud computing technology,
Data mining platform is transplanted to mobile terminal, by data mining technology, realizes whole data mining tasks and big portion
The operation of decilog evidence solves the problems, such as that mobile terminal directly accesses and handle data information, realizes in movement
To the real-time processing of data in terminal.
In order to solve the above technical problems, the present invention adopts the following technical scheme that: a kind of cloud computing based on mobile terminal
Big data digging system, the system include: client layer, data mining platform layer and cloud computing platform layer;Wherein, the user
Layer mainly including the held mobile terminal of user and runs the application program in this terminal, and the responsible platform that provides is answered to user's downloading
With and to data operation;The data mining platform layer is responsible for whole data mining task and major part to data
Operation, and respond the operation requests that the client layer is submitted;The cloud computing platform layer is the basis of whole system, is responsible for storage
Mass data provides data for the data mining platform layer and supports.
Further, the client layer passes through the application access goal systems of downloading, to realize the operation to data.
Further, the data mining layer is made of subscriber interface module, business logic modules and data processing module;
Wherein, the subscriber interface module mainly shows user interface to user, is the entrance of entire data mining platform;The business
Logic module is the core of entire data mining layer, using next layer provide uniform data source come realize various businesses logic with
And management interface;The data processing module is a buffering of the cloud computing platform layer and the data mining platform layer,
It is responsible for that the data stored in the cloud computing platform layer are grabbed and handled.
Further, the cloud computing platform layer only needs to access whole system by interface.
The present invention have compared with prior art it is below the utility model has the advantages that
The present invention program can not be obtained from mass data to oneself for mobile subscriber using traditional data mining system
The status of useful information introduces cloud computing technology, data mining platform is transplanted to mobile terminal, by data mining technology,
It realizes whole data mining tasks and most of operation to data, efficiently solves mobile terminal and directly access and locate
The problem for managing data information, realizes the real-time processing on mobile terminals to data.
Detailed description of the invention
Fig. 1 is the integrated stand composition of the cloud computing big data digging system based on mobile terminal.
Specific embodiment
With reference to the accompanying drawing and specific embodiment to the present invention carry out in further detail with complete explanation.It is understood that
It is that described herein the specific embodiments are only for explaining the present invention, rather than limitation of the invention.
Cloud computing (Cloud Computing) is the increase, use and delivery mode of service Internet-based, is usually related to
And the resource of dynamic easily extension and often virtualization is provided by internet.System based on cloud computing will make full use of cloud
The advantage of calculating, such as: cloud computing provides most reliably, and safest data storage center, this is that this platform needs most utilization
Cloud computing advantage.In addition it is cheap also to possess such as equipment for cloud computing technology, facilitates many advantages such as extension.
Data mining technology (Data Mining) is a cross discipline, its task is exactly that discovery in the database is known
Know (Knowledge Discovery in Database, abbreviation KDD).The relevant analysis of the task of data mining, cluster point
Analysis, classification analysis, anomaly analysis, special cohort analysis and evolution analysis etc..
Referring to Fig.1, a kind of cloud computing big data digging system based on mobile terminal of the invention, which includes: use
Family layer, data mining platform layer and cloud computing platform layer;Wherein, the client layer mainly include the held mobile terminal of user and
The application program in this terminal is run, is responsible for providing operation of the platform to user's downloading application and to data;The data
Mining Platform layer is responsible for whole data mining tasks and most of operation to data, and responds what the client layer was submitted
Operation requests;The cloud computing platform layer is the basis of whole system, is responsible for storage mass data, is the data mining platform
Layer provides data and supports.
It is linked between first layer and the second layer by internet, so that goal systems seems more simple
It is clean, while allowing user quickly without the access target system by time restriction.Entirely goal systems is transparent for users,
User requires no knowledge about and how to operate inside goal systems, it is only necessary to which the service needed for oneself is defeated by specific interface
Entering platform can wait platform to feed back to result required for user.
Client layer: the application program of this layer of main mobile terminal held including user and operation at the terminal, user
The application that can be developed by the Internet download based on goal systems, and realized by these application access goal systems to data
Operation.
Data mining layer: this layer is the core of entire goal systems, completes whole data mining task and major part
Operation to data.By Fig. 1 it can be seen that being also to have divided three layers, including subscriber interface module, business are patrolled inside data mining layer
Collect module and data processing module.
1. subscriber interface module: this module mainly shows user interface to user, it may be said that is that entire data mining is flat
The entrance of platform.The major function of this module includes: (1) user's registration function: as its name suggests, this function is exactly to make new user's registration
To access data mining platform.(2) it user authentication feature: is verified when to chartered logging in system by user.
(3) user's authorization function: the permission of user is by the pass as the calling various services of lower layer, therefore the user of different rights obtains
To service be different, this function also ensures that the safety of entire platform.
2. business logic modules: this module can be described as the core of entire data mining layer, this layer is applicable in next layer
Various businesses logic and management interface are realized in the uniform data source of offer.Different service logics needs different function moulds
Block realizes that generally speaking, business logic modules are broadly divided into four functions: management function, task distribution function, algorithm call
Function, data acquisition functions.(1) management function: as its name suggests, exactly the business of entire platform is managed.When user is logical
When crossing interface one mining task of input, management module will generate a work stream file, this document master according to this task
It to include the algorithm to be called, the number etc. for the data set to be operated.(2) task distribution function: this function is mainly exactly
The work stream file of generation is assigned to each functional module, and the service request proposed for user selects suitable task
?.Data mining has many different tasks, such as Association Rule Analysis, clustering, Analysis of Policy Making etc..The core of this function
The heart is exactly to obtain being carried out for task according to the demand of user, to facilitate goal systems to select suitable algorithm and data set.(3)
Algorithm calling function: it according to task distribution as a result, choosing suitable algorithm feeds back to management module, and is executed by management module
Algorithm.(4) data acquisition functions: the data that lower layer has pre-processed are obtained and are used for this layer.
3. data processing module: this module can be regarded as cloud computing layer and one of entire data mining platform layer slow
Punching, the main task of this module is that the data stored in cloud computing platform are grabbed and handled.In practical applications,
The data that obtain in all its bearings can not all be it is smooth, the data in reality are all coarse, it is impossible to directly to its into
Row operation, therefore certain processing will be carried out to it, such as: centralization, denoising, dimensionality reduction, smooth, specification, transformation etc..Logarithm
After carrying out certain processing, the workload of computing terminal can be made to reduce, to improve real time reaction rate.
Cloud computing platform layer: it does not need that entire goal systems is installed in mobile terminal, it is only necessary to visiting by interface
Ask whole system.Therefore this layer is the foundation of whole system, we need to dispose entire data mining on it
Platform, and the data of magnanimity are stored in it.
The Interface design of goal systems
Because whole system is layered to be managed, and linking between at all levels is exactly each interface.Interface
Design be vital for the design of goal systems.The design of whole system interface can come according to open interface
Design.By these interfaces, developer and user can use or update various resources or service provided by platform,
The design of interface also provides convenience to the connection between at all levels simultaneously.Interface can be based on REST
(Representational State Transfer, declarative state transfer) design, and REST be based on http protocol,
Http all controls in these four operations of GET, POST, PUT, DELETE the operation of resource, exactly corresponds to data
CRUD (Create, Read, Update, Delete) operation, can be applicable in URI (Universal for the positioning of resource
Resource Identifier, uniform resource identifier), do not have to concern of data thus and causes repetitive operation too much.
The above description is only a preferred embodiment of the present invention, is not intended to restrict the invention, for those skilled in the art
For, the invention can have various changes and changes.All any modifications made within the spirit and principles of the present invention are equal
Replacement, improvement etc., should all be included in the protection scope of the present invention.
Claims (4)
1. the cloud computing big data digging system based on mobile terminal, which is characterized in that the system comprises: client layer, data
Mining Platform layer and cloud computing platform layer;Wherein, the client layer mainly includes the held mobile terminal of user and runs herein
Application program in terminal is responsible for providing operation of the platform to user's downloading application and to data;The data mining platform
Layer is responsible for whole data mining tasks and most of operation to data, and responds the operation that the client layer is submitted and ask
It asks;The cloud computing platform layer is the basis of whole system, is responsible for storage mass data, provides for the data mining platform layer
Data are supported.
2. the cloud computing big data digging system according to claim 1 based on mobile terminal, which is characterized in that the use
Family layer passes through the application access goal systems of downloading, to realize the operation to data.
3. the cloud computing big data digging system according to claim 1 based on mobile terminal, which is characterized in that the number
It is made of according to tap layer subscriber interface module, business logic modules and data processing module;Wherein, the subscriber interface module master
User interface is shown to user, be the entrance of entire data mining platform;The business logic modules are entire data minings
The core of layer realizes various businesses logic and management interface using the uniform data source of next layer of offer;At the data
Reason module is a buffering of the cloud computing platform layer and the data mining platform layer, is responsible for the cloud computing platform layer
The data of middle storage are grabbed and are handled.
4. the cloud computing big data digging system according to claim 1 based on mobile terminal, which is characterized in that the cloud
Computing platform layer only needs to access whole system by interface.
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Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
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CN115686867A (en) * | 2022-11-30 | 2023-02-03 | 北京市大数据中心 | Data mining method, device, system, equipment and medium based on cloud computing |
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Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
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CN115686867A (en) * | 2022-11-30 | 2023-02-03 | 北京市大数据中心 | Data mining method, device, system, equipment and medium based on cloud computing |
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Application publication date: 20190716 |