CN110032131A - Electric vehicle state monitoring processing system and monitoring system based on Storm - Google Patents
Electric vehicle state monitoring processing system and monitoring system based on Storm Download PDFInfo
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- CN110032131A CN110032131A CN201810030082.2A CN201810030082A CN110032131A CN 110032131 A CN110032131 A CN 110032131A CN 201810030082 A CN201810030082 A CN 201810030082A CN 110032131 A CN110032131 A CN 110032131A
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- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/04—Programme control other than numerical control, i.e. in sequence controllers or logic controllers
- G05B19/048—Monitoring; Safety
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Abstract
The electric vehicle state that the invention discloses a kind of based on Storm monitors processing system, comprising: messaging bus, for receiving and to Storm collection pocket transmission electric vehicle state data；Storm cluster handles electric vehicle state data for handling frame in real time by Storm distribution big data, obtains monitoring information；Database, for storing related data；Wherein, related data includes the data and electric vehicle state data that treatment process generates.The system can in real time, steadily realize the supervision to electric vehicle.The electric vehicle state monitoring system based on Storm that the invention also discloses a kind of has above-mentioned beneficial effect.
Description
Technical field
The present invention relates to electronic technology field, in particular to a kind of electric vehicle state based on Storm monitors processing system
And the electric vehicle state monitoring system based on Storm.
Background technique
As people's living standard is continuously improved, vehicle fleet size increases sharply, and traffic safety becomes one and needs to solve as early as possible
Social concern certainly.As an important branch of Internet of Things, car networking be automobile industry using a variety of advanced sensors,
Intelligent control, wireless communication technique, organically apply to entire traffic management system and set up one kind in real time and
Efficient communications and transportation integrated management and monitoring system.
In recent years, the new-energy automobile based on hybrid power or pure electric vehicle progresses into market, and welcomes in China
Extraordinary developing period.Compared with foreign countries, since China's Development of Electric Vehicles is at the early-stage, we are to the special of electric car
The accumulation of industry technology and administrative skill is slightly slow, and maturity is lower, is still in the applicable stage, so national requirements electric car is raw
Enterprise is produced to be monitored all or part of electric car of different developing periods.
With the universal large-scale application with car networking of electric vehicle, a large amount of vehicle can be all generated all the time and is believed in real time
Breath, vehicle monitoring system is all based on greatly conventional individual frame at present, and system real time is lower, and load capacity is not strong, is easy collapse,
Scalability is not high, and under current car networking big data environment, with the expansion of platform service scale, monitoring activity is difficult to locate
Large-scale data is managed, system load is not high, is easy collapse, real-time, reliability be not high, is unable to satisfy current big data era people
To the regulatory requirements of vehicle.
Therefore, it how in real time, steadily to realize the supervision to electric vehicle, is the skill that those skilled in the art need to solve
Art problem.
Summary of the invention
The object of the present invention is to provide a kind of, and the electric vehicle state based on Storm monitors processing system, which can be real
When, steadily realize supervision to electric vehicle；It is a further object of the present invention to provide a kind of electric vehicle states based on Storm
Monitoring system has above-mentioned beneficial effect.
In order to solve the above technical problems, the present invention provides a kind of electric vehicle state monitoring processing system based on Storm, packet
It includes: messaging bus, for receiving and to Storm collection pocket transmission electric vehicle state data；
Storm cluster, for by Storm distribution big data handle in real time frame to the electric vehicle state data into
Row processing, obtains monitoring information；
Database, for storing related data；Wherein, the related data includes the data and institute that treatment process generates
State electric vehicle state data.
Preferably, the messaging bus specifically: ActiveMq message queue.
Preferably, the database includes: first database and the second database；
The first database is for storing the electric vehicle state data；
Second database is used to store the data that the Storm cluster treatment process generates.
Preferably, the first database specifically: Mysql database.
Preferably, second database specifically: Redis database.
The present invention discloses a kind of electric vehicle state monitoring system based on Storm, comprising:
Car-mounted terminal, for sending the electric vehicle state data of acquisition；
Vehicle-mounted backstage, for receiving and sending the electric vehicle state data to electric vehicle state monitoring processing system；
Electric vehicle state monitors processing system, real by Storm distribution big data for receiving electric vehicle state data
When processing frame the electric vehicle state data are handled, obtain monitoring information, store related data；Wherein, the phase
Closing data includes the data and the electric vehicle state data that treatment process generates；
Output device carries out output processing to the monitoring information for obtaining the monitoring information, will treated prison
Control information is exported.
Preferably, the vehicle-mounted backstage is also used to classify received electric vehicle state data according to system function,
The data for needing to handle in real time are sent to the electric vehicle state monitoring processing system.
Preferably, the output device includes: the backstage Web and web front end；
The backstage Web is used to from database and messaging bus obtain monitoring data, before being sent to Web after processing
End；
The web front end is shown for receiving treated monitoring data.
Preferably, the vehicle-mounted backstage uses Netty frame.
Preferably, the car-mounted terminal is also used to connect with the vehicle-mounted backstage, receives and the monitoring number that shows that treated
According to.
Electric vehicle state monitoring system provided by the invention based on Storm includes messaging bus, Storm cluster and number
According to library, the electric vehicle state data of acquisition are received by messaging bus, and to Storm collection pocket transmission electric vehicle state data；
Storm cluster handles frame by Storm distribution big data in real time and handles electric vehicle state data, Storm distribution
Formula big data handle in real time frame with respect to single machine processing for, it is per second can processing data volume it is more, more rapidly, therefore improve
To the real-time of electric vehicle supervision, data-handling capacity is greatly improved, also more stable, passes through the distributed big number of Storm
Frame is handled when factually to can be monitored information after electric vehicle state data processing, passes through database purchase related data.
It is thereby achieved that in real time, steadily realizing the purpose of the supervision to electric vehicle.
The electric vehicle state monitoring system based on Storm that the invention also discloses a kind of has above-mentioned beneficial effect, herein
It repeats no more.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, to embodiment or will show below
There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only this
The embodiment of invention for those of ordinary skill in the art without creative efforts, can also basis
The attached drawing of offer obtains other attached drawings.
Fig. 1 is the structural block diagram that the electric vehicle state provided in an embodiment of the present invention based on Storm monitors processing system；
Fig. 2 is the structural block diagram of the electric vehicle state monitoring system provided in an embodiment of the present invention based on Storm；
Fig. 3 is the structural schematic diagram of the electric vehicle state monitoring system provided in an embodiment of the present invention based on Storm.
Specific embodiment
Core of the invention is to provide a kind of electric vehicle state monitoring processing system based on Storm, which can be real
When real, steadily realize supervision to electric vehicle；Another core of the invention is to provide a kind of electric vehicle based on Storm
Condition monitoring system has above-mentioned beneficial effect.
In order to make the object, technical scheme and advantages of the embodiment of the invention clearer, below in conjunction with the embodiment of the present invention
In attached drawing, technical scheme in the embodiment of the invention is clearly and completely described, it is clear that described embodiment is
A part of the embodiment of the present invention, instead of all the embodiments.Based on the embodiments of the present invention, those of ordinary skill in the art
Every other embodiment obtained without making creative work, shall fall within the protection scope of the present invention.
It is traditional to mostly being used in the monitoring technology of electric car both at home and abroad now since the Development of Electric Vehicles time is not grown
The single machine frame of vehicle, the vehicle real-time status data that terminal is sent on electric vehicle are monitored, or is stored in database, or be transmitted to
Car networking, which monitors, feeds back to electric vehicle terminal for result after backstage is analyzed.But under current car networking big data environment, with
The expansion of platform service scale, monitoring activity be difficult to handle large-scale data, system load is not high, be easy collapse, in real time
Property, reliability be not high, oneself is through being unable to satisfy the demand of current big data era.
Electric vehicle state monitoring processing system provided by the invention based on Storm is handled by Storm cluster, will
The calculating task of data is disassembled and is assigned on the node of each dispersion in cluster, and the concurrent amount of access being capable of handling is big, real
Shi Xingneng is good.Specifically referring to FIG. 1, Fig. 1 is that the electric vehicle state provided in an embodiment of the present invention based on Storm monitors processing system
The structural block diagram of system；The system may include: messaging bus 100, Storm cluster 200 and database 300.
Messaging bus 100 is a kind of means of communication, can transmit message, file etc. mutually between machine.Messaging bus
The role that play a kind of message routing, possesses a set of complete routing mechanism and carrys out decision message transmission direction.Delivery section only needs
Message being issued to messaging bus and not having to pipe message and how to be forwarded, in order to avoid information drop-out, messaging bus is generally provided
The standby mechanism of certain persistent storage and calamity.
Messaging bus 100 is connect with external equipment in the present invention, receives the electric vehicle real-time status data of acquisition, and to
Its Storm collection pocket transmission electric vehicle real-time status data connected.Wherein, electric vehicle real-time status data generally may include electricity
The information such as information, motor CAN message, the vehicle body status information of motor-car.
Messaging bus can there are many types, such as MessageBroker, ActiveMq etc., at this to messaging bus 100
Concrete model without limitation.Wherein it is preferred to which messaging bus 100 is specifically as follows: ActiveMq message queue.
ActiveMq is that an open source is compatible Java Message Service (JMS), between message-oriented middle part, can provide loose coupling
The application architecture of conjunction, may be implemented the asynchronous style framework of heterogeneous platform, and retractility is strong.
In addition, messaging bus 100 is also used to storing data, including vehicle information data and real-time by Storm cluster
Monitoring information that treated etc..
Storm cluster 200 is connected in messaging bus 100, receives the electric vehicle real-time status number that messaging bus 100 is sent
According to handling frame in real time by its Storm distribution big data and handle electric vehicle state data, obtain monitoring information.
Storm uses Master/Slave architecture, and distributed computing is by two class service of Nimbus and Supervisor
Process realizes that Nimbus process operates in the host node of cluster, is responsible for the appointment and distribution of task, and Supervisor operates in collection
The slave node of group receives the task of nimbus distribution, starts and stops the worker process to one's name managed.
Stream Processing is carried out to message using Spout/Bolt programming model in storm framework.Message flow is in storm
To the substantially abstract of data, a message flow is the encapsulation to an input data, and the message flow continually inputted is to be distributed
The mode of formula is processed, and Spout component is the message producer, is the input data source head in storm framework, it can be from a variety of
Heterogeneous data source reads data, and emits message flow, and Bolt component is responsible for receiving the information flow of Spout component transmitting, and completes
Specific processing logic.The Stream Processing of storm, which calculates mode, ensure that task only can be initialized once, it will be able to hold
It is continuous to calculate, while having used ZeroMQ (Netty) as bottom message queue, effectively improve the data processing of overall architecture
Efficiency,
Storm can handle the message for continually flowing into and, and may be implemented to continue calculating；Storm is transmitted using Netty
Message eliminates intermediate queuing process, message is directly flowed between task itself, so that message flow is automatic
Change and efficient；Storm realizes secure Message Processing, and each tuple (Turple) can pass through topological (Topology) knot
Structure carries out overall treatment, if it find that a tuple is also untreated, it can be retransmitted from Spout automatically；Storm, which is also achieved, to be appointed
The fault detection for grade of being engaged in, when a task breaks down, message can be redistributed automatically quickly to start the process over.
Storm includes the processing management more intelligent than Hadoop, is managed by zookeeper, it can be ensured that resource is filled
Divide and uses.
Storm exploitation is simple, greatly reduces the complexity for the task that exploitation is handled in real time parallel, supports flexible horizontal
Extension, fault-tolerance is strong, and the message assurance with reliability can rapidly process message, take the real-time distributed processing of Storm
Frame handles the data for needing to handle in time, and opposite single machine is handled for these data, improve it is per second can processing data
Amount, while handling data also more rapidly, improve real-time.Therefore, using Storm distribution real time processing system to electric vehicle
In monitoring system field, data-handling capacity has very big promotion with respect to conventional individual frame, the concurrent amount of access being capable of handling
Also bigger, real-time performance also can be more preferable.
Electric vehicle state monitoring processing system provided by the invention based on Storm further includes database 300, database
300 connect with Storm cluster 200 and external equipment respectively, are mainly used for storing related data；Related data mainly includes place
The data cached and electric vehicle state data generated during reason.
It is excellent for the different role for adapting to different types of data due to being stored with the data of numerous types of data in database
Selection of land, database 300 may include: first database and the second database；First database is for storing electric vehicle state
Data；Second database is used to store the data of Storm cluster treatment process generation, including the intermediate change generated in treatment process
The data such as amount and processing result.
Without limitation to the concrete type of first database and the second database at this, it can according to need and voluntarily select
Suitable database, it is preferable that first database is specifically as follows: Mysql database.Mysql database is traditional relational
Database supports affair mechanism, and security and stability is high, needs to use mysql database persistent storage electric vehicle in the present invention
Related data, the stability that can greatly increase storing data is stored by Mysql database.
Preferably, the second database is specifically as follows: Redis database.Redis database is key- memory-based
Value database, quickly, Storm cluster real-time processing data process needs to use redis database to reading speed in the present invention
Calculating process intermediate variable and calculated result are cached, therefore is stored up at Storm cluster by the Redis database of high reading speed
The data that reason process generates, can improve data processing speed to a certain extent.
In addition, improving processing speed to reduce data volume to be treated, processing in real time is realized, messaging bus 100 receives
Electric vehicle state data can for screening after the data for needing to handle in time.Only to the real-time status number for needing to handle in time
Data redundancy can be reduced according to processing is carried out, greatly improves data processing speed.
Occupied space is stored for reduction, the electric vehicle state data of first database storage can be to be not required to after screening
The data to handle in time.The electric vehicle state data for needing to handle in time directly pass through Storm cluster and are handled, and reduce letter
Cease redundancy.
Based on the above-mentioned technical proposal, the electric vehicle state monitoring processing system provided by the invention based on Storm is by disappearing
Breath bus receives the electric vehicle state data of acquisition, and to Storm collection pocket transmission electric vehicle state data；Storm cluster is logical
It crosses Storm distribution big data and handles frame in real time and electric vehicle state data are handled, Storm distribution big data is real-time
Handle frame with respect to single machine processing for, it is per second can processing data volume it is more, more rapidly, thus improve to electric vehicle supervision
Real-time, data-handling capacity is greatly improved, also more stable, passes through the real-time processing block of Storm distribution big data
Frame passes through database purchase related data to can be monitored information after electric vehicle state data processing.Therefore, the present invention mentions
The electric vehicle state monitoring processing system based on Storm supplied considerably increases electric vehicle monitoring system and handles real-time electric vehicle number
According to handling capacity, meet the needs managed under current big data environment, realize the extending transversely and real-time of system
By force, load performance is good, so that the vehicle number of monitoring service greatly increases simultaneously, reality is may be implemented in stability and high reliablity
When, steadily realize the purpose of supervision to electric vehicle.
The electric vehicle state monitoring system to provided by the invention based on Storm is introduced below, referring to FIG. 2, Fig. 2
For the structural block diagram of the electric vehicle state monitoring system provided in an embodiment of the present invention based on Storm；The system may include: vehicle
Mounted terminal 400, vehicle-mounted backstage 500, electric vehicle state monitor processing system 600 and output device 700.
Car-mounted terminal 400 is mainly used for sending the electric vehicle state data of acquisition.The electric vehicle that car-mounted terminal provides is real
When status information type without limitation, mainly may include GPS positioning information, motor CAN message, vehicle body status information etc., separately
Outside, car-mounted terminal 400 can be also used for interacting with vehicle-mounted backstage 500 as human-computer interaction terminal, and car-mounted terminal generally comprises vehicle
Multimedia equipment, such as display screen, sound equipment etc. are carried, car-mounted terminal 400 can be also used for display vehicle real time status information.
Vehicle-mounted backstage 500 is mainly used for receiving the electric vehicle state data that car-mounted terminal 400 is sent, and to electric vehicle shape
State monitors processing system and sends electric vehicle state data.Each car-mounted terminal status information of real-time Transmission is to messaging bus and database
In.
Vehicle-mounted backstage is also used to classify received electric vehicle state data according to system function, will need place in real time
The data of reason are sent to electric vehicle state monitoring processing system, do not need the data handled in real time storage into mysql database,
It is used when being needed for background program.
Without limitation to the framework type on vehicle-mounted backstage at this, it is preferable that vehicle-mounted background program can use Netty frame
Frame, Netty frame are the java Open Frameworks provided by JBOSS.Netty provides asynchronous, event driven network and answers
With program frame and tool, there is better handling capacity than core Java API, be delayed low, resource consumption is few, to large capacity number
Simple according to stream process process, quick, safety.
Electric vehicle state monitors processing system 600, is mainly used for receiving electric vehicle state data, passes through distributed big data
Processing frame Storm handles electric vehicle state data in real time, obtains monitoring information, stores related data；Wherein, related
Data include generated in treatment process it is data cached.Specifically the introduction of electric vehicle state monitoring processing system 600 can be joined
Processing system is monitored according to the corresponding electric vehicle state based on Storm of above-mentioned Fig. 1, details are not described herein.
Output device 700, is mainly used for obtaining monitoring information, carries out output processing to monitoring information, will treated prison
Control information is exported.Specifically, the type of output device 700 it is not limited here, can according to need any selection and correspond to
The equipment such as output device, such as mobile terminal, display screen.
Preferably, output device may include: the backstage Web and web front end.
By the end Web to treated monitoring information carries out output may be implemented by it is any can networked devices can be defeated
Out, user carries out real time inspection by real time status information of the end Web to electric vehicle, convenient, low for equipment requirements, without special
The single output equipment of door, favorable expandability.
The backstage Web is used to from database and messaging bus obtain monitoring data, is sent to web front end after processing；Afterwards
Platform can use SpringMVC and Mybatis framework, be responsible for after obtaining data in database and messaging bus and handling in real time
It is shown to front end.
Web front end is shown for receiving treated monitoring data.Front end page can using JSP, HTML,
Javascript technology shows that program is responsible for management and displaying that electric vehicle monitors real time status information by front end.
In addition, car-mounted terminal can also be connect with vehicle-mounted backstage, for receiving the monitoring data after background process, lead to
Crossing car-mounted terminal, monitoring data is shown to treated.
Specifically, the electric vehicle state monitoring system based on Storm may include electric vehicle state monitoring processing system
(ActiveMq messaging bus, Mysql database, Storm cluster and Redis database), car-mounted terminal, vehicle-mounted backstage, Web
Backstage and web front end, structural schematic diagram as shown in figure 3, car-mounted terminal is connect with vehicle-mounted backstage, vehicle-mounted backstage respectively with it is electronic
Car state monitor processing system in Mysql database and ActiveMq messaging bus connection, ActiveMq messaging bus with
The connection of Storm cluster, Storm cluster connect with Redis database, Web from the background respectively with Mysql database and ActiveMq
Messaging bus connection, web front end are connect with the backstage Web.
In whole system framework, source of the car-mounted terminal as vehicle information data, vehicle-mounted backstage will not need reality wherein
When the data deposit Mysql database that handles, the data for needing to handle in real time are then sent to ActiveMq messaging bus, Storm
Cluster results back into ActiveMq messaging bus after handling these data in real time and is stored in Redis database.ActiveMq
Result data on messaging bus is pushed to car-mounted terminal and web front end through vehicle-mounted backstage and the backstage Web in real time, is shown to terminal
User and Web backstage manager, to realize the monitoring of electric vehicle real-time status.
Electric vehicle state monitoring system provided by the invention based on Storm considerably increases the processing of electric vehicle monitoring system
The handling capacity of real-time electronic car data, meets the needs managed under current big data environment, realize system it is extending transversely,
And strong real-time, load performance is good, so that the vehicle number of monitoring service greatly increases simultaneously, stability and high reliablity,
The purpose in real time, steadily realizing the supervision to electric vehicle may be implemented.
The electric vehicle state to provided by the present invention based on Storm monitors processing system and based on the electricity of Storm above
Motor-car condition monitoring system is described in detail.Specific case used herein to the principle of the present invention and embodiment into
Elaboration is gone, the above description of the embodiment is only used to help understand the method for the present invention and its core ideas.It should be pointed out that pair
For those skilled in the art, without departing from the principle of the present invention, the present invention can also be carried out
Some improvements and modifications, these improvements and modifications also fall within the scope of protection of the claims of the present invention.
Claims (10)
1. a kind of electric vehicle state based on Storm monitors processing system characterized by comprising
Messaging bus, for receiving and to Storm collection pocket transmission electric vehicle state data；
Storm cluster, for by Storm distribution big data handle in real time frame to the electric vehicle state data at
Reason, obtains monitoring information；
Database, for storing related data；Wherein, the related data includes the data and the electricity that treatment process generates
Motor-car status data.
2. the electric vehicle state based on Storm monitors processing system as described in claim 1, which is characterized in that the message
Bus specifically: ActiveMq message queue.
3. the electric vehicle state based on Storm monitors processing system as described in claim 1, which is characterized in that the data
Library includes: first database and the second database；
The first database is for storing the electric vehicle state data；
Second database is used to store the data that the Storm cluster treatment process generates.
4. the electric vehicle state based on Storm monitors processing system as claimed in claim 3, which is characterized in that described first
Database specifically: Mysql database.
5. the electric vehicle state based on Storm monitors processing system as claimed in claim 3, which is characterized in that described second
Database specifically: Redis database.
6. a kind of electric vehicle state monitoring system based on Storm characterized by comprising
Car-mounted terminal, for sending the electric vehicle state data of acquisition；
Vehicle-mounted backstage, for receiving and sending the electric vehicle state data to electric vehicle state monitoring processing system；
Electric vehicle state monitoring processing system is located for receiving electric vehicle state data by Storm distribution big data in real time
Reason frame handles the electric vehicle state data, obtains monitoring information, stores related data；Wherein, the dependency number
According to the data and the electric vehicle state data for including treatment process generation；
Output device carries out output processing to the monitoring information for obtaining the monitoring information, and by treated, monitoring is believed
Breath is exported.
7. the electric vehicle state monitoring system based on Storm as claimed in claim 6, which is characterized in that the vehicle-mounted backstage
It is also used to classify received electric vehicle state data according to system function, the data for needing to handle in real time is sent to institute
State electric vehicle state monitoring processing system.
8. the electric vehicle state monitoring system based on Storm as claimed in claim 6, which is characterized in that the output device
It include: the backstage Web and web front end；
The backstage Web is used to from database and messaging bus obtain monitoring data, is sent to web front end after processing；
The web front end is shown for receiving treated monitoring data.
9. the electric vehicle state monitoring system based on Storm as claimed in claim 8, which is characterized in that the vehicle-mounted backstage
Using Netty frame.
10. the electric vehicle state monitoring system based on Storm as claimed in claim 6, which is characterized in that the car-mounted terminal
It is also used to connect with the vehicle-mounted backstage, receive and the monitoring data that shows that treated.
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