CN110182244A - A kind of tramcar cloud platform based on cloud computing and AI intelligence - Google Patents
A kind of tramcar cloud platform based on cloud computing and AI intelligence Download PDFInfo
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- CN110182244A CN110182244A CN201910330198.2A CN201910330198A CN110182244A CN 110182244 A CN110182244 A CN 110182244A CN 201910330198 A CN201910330198 A CN 201910330198A CN 110182244 A CN110182244 A CN 110182244A
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- tramcar
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- cloud computing
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B61—RAILWAYS
- B61L—GUIDING RAILWAY TRAFFIC; ENSURING THE SAFETY OF RAILWAY TRAFFIC
- B61L27/00—Central railway traffic control systems; Trackside control; Communication systems specially adapted therefor
- B61L27/60—Testing or simulation
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/10—Protocols in which an application is distributed across nodes in the network
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/12—Protocols specially adapted for proprietary or special-purpose networking environments, e.g. medical networks, sensor networks, networks in vehicles or remote metering networks
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- Engineering & Computer Science (AREA)
- Mechanical Engineering (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
The tramcar cloud platform based on cloud computing and AI intelligence that the present invention relates to a kind of, cloud platform is built in tramcar control centre's data computer room, server cluster is got up by network connection, dispose and install on the server cloud platform application software, calculating task is distributed in a large amount of servers and constituted on resource pool by cloud platform, each server is set to obtain calculating power as needed, memory space and various software services, realize cloud platform centralized management, shared resource, break information island, the cloud platform includes physical layer, service layer and application layer Three Tiered Network Architecture, the computational efficiency of tramcar system is promoted by cloud platform cloud computing technology；The office of tramcar distal end, mobile office are realized by cloud platform WEB service；It is horizontal that tramcar operation security is promoted by cloud platform AI analytical technology.
Description
Technical field
The invention belongs to tramcar technical field more particularly to a kind of tramcar clouds based on cloud computing and AI intelligence
Platform.
Background technique
The system of tramcar usually press profession divide can for Traffic dispatching system, communication system, electric power monitoring system,
Multiple systems such as super capacitor monitoring system, information display system, security system, the office automation system, ticket selling and checking system；No
Homologous ray is related to different manufacturers and various criterion, and each system needs independent design and construction, and each system independent operating is not interfere with each other,
The system integration be exactly by multiple system globe areas in a system, private communication interface is established with each system, using unified soft
Part management；The major function of each system all in a system, conveniently manages and maintains, and information exchange, function are realized between system
Integrality is good.But also there are many drawbacks:
(1) it there are information island phenomenon, runs, does not interfere with each other, the friendship between cross-system independently of each other between each professional system
It is mutually completed by unified integrated platform mode, interaction data is limited to construction plan early period and consideration, and it is existing that there are information islands
As, it is difficult to adapt to the variation of later period O&M；
(2) resource utilization is low, and the mass data and calculating business of tramcar system are concentrated mainly on integrated system
It is on server, high to the server hardware performance requirement of integrated platform, for some beyond single device service ability scale
Calculating business is helpless, and the server of most of other systems is underutilized, and results in waste of resources；
(3) share it is low, between server-side and client, cross-system, it is trans-regional between information sharing degree it is low, share journey
Degree is confined on the basis of construction early period limit of consideration, and for later period O&M changes in demand, system suitability is poor, often refers to increase
Add dilatation expense and workload；
(4) level of security is not comprehensive, at present guarantee of the tramcar system in terms of system operational safety, superfluous using being arranged
The mode of remaining standby usage server and storage array, redundancy AB net carrys out reliable, such way early period of safeguards system and equipment
Construction cost is higher or even causes cost double, because of that, usually for early period build Meteorological the considerations of and compel cut
Logical demand, and take and preferentially put into effect, the way of gradual perfection in operation causes whole level of security not comprehensive, together
When the phenomenon that also resulting in current tramcar operation upgrading higher cost；
(5) AI degree is low, and many data of traditional intelligence system still rely on labor costs and the plenty of time go typing and tune
Examination, the ability that system itself lacks innovation ability and learns automatically.
Summary of the invention
In view of the deficiencies of the prior art, which provides a kind of tramcar cloud platform based on cloud computing and AI intelligence,
Cloud platform is built in tramcar control centre's data computer room, server cluster is got up by network connection, passes through cloud computing
Each system of tramcar data collected are carried out logical process by module, and it is converted into character image letter by software
It ceases and is accessed to user's operation；And analysis optimization can be carried out to each system using AI intelligent object, excavate mass data value,
Predict and judge risk.
To achieve the goals above, which provides a kind of tramcar cloud platform based on cloud computing and AI intelligence, packet
Physical layer, service layer and application layer Three Tiered Network Architecture are included, the physical layer includes calculating equipment, storage equipment, the network equipment
And safety equipment provides data service to handle database for service layer；The service layer includes cloud computing mould
Block, AI intelligent object and WEB service module, the data service to provide physical layer carries out logical process, and is transferred to and answers
With layer；The application layer includes the service application of fixing end and mobile terminal, to call the data service logic of service layer's offer,
Character image information is translated into access to user's operation.
It is a kind of by the further improvement of cloud computing and the tramcar cloud platform of AI intelligence as the present invention: based on the cloud
It is support that module, which is calculated, with big data support and virtualization technology, and the static data of tramcar and dynamic data are concentrated；
The dynamic data includes Real-time Monitoring Data, control instruction and the operating status of tramcar；The static data includes GIS
The data that system and BIM system provide, including tramcar vehicle, station, track, all buildings of trackside and pipeline, equipment
Spatial data.
As a kind of further improvement of the tramcar cloud platform based on cloud computing and AI intelligence of the present invention: the AI intelligence
Energy module is to tramcar vehicle scheduling safety and efficiency aspect, system energy consumption and energy conservation aspect, operation management economy and efficiency
Intellectual analysis and optimization are carried out in terms of aspect three, are excavated mass data value, are passed through automatic learning ways prediction and judgement
Risk finds to handle early early.
As a kind of further improvement of the tramcar cloud platform based on cloud computing and AI intelligence of the present invention: rail electricity
Vehicle cloud platform is covered by the mode of internet and track private network；Office and monitoring are completed to access cloud platform by internet,
And cloud platform manages guarantee data safety by the technical measures for authorizing and encrypting, and autonomous selection is opened according to the demand of user
Put content and degree；Completely transmission data are penetrated through by cable network, and establish barrier, protect privacy of user and safeguards system
It is safe and reliable.
As a kind of further improvement of the tramcar cloud platform based on cloud computing and AI intelligence of the present invention: the application
The fixing end service application of layer includes that the fixing end service application based on C/S framework and the fixing end business based on B/S framework are answered
With the fixing end service application based on C/S framework installs client control software, the fixing end service application based on B/S framework
It is connect with tramcar network；The mobile terminal service application of the application layer is based on WEB service, supports IOS, Android phone
Operating system.
As a kind of further improvement of the tramcar cloud platform based on cloud computing and AI intelligence of the present invention: the physics
The data service that layer provides includes scheduling system, communication system, electric power monitoring system, vehicle-mounted super capacitor system and security system
Data collected.
Beneficial effect
A kind of tramcar cloud platform based on cloud computing and AI intelligence of the invention relies on cloud computing that tramcar is each
The various data of system carry out distributed data digging, provide big data calculation resources pond, handle data interaction between each subsystem
With instant linkage, realizes and efficiently cooperate between each system；And by AI module to tramcar vehicle scheduling, operation management, safety wind
The intellectual analysis of danger, computational efficiency and the operation security for promoting tramcar system are horizontal；And rail is realized by WEB service
Electric car telecommuting, mobile office, realize national tramcar trade information resource-sharing, and experience is shared.
Detailed description of the invention
Fig. 1 is cloud platform framework map of the present invention；
Fig. 2 is the acquisition schematic diagram data of the module of cloud computing of the present invention；
Fig. 3 is AI module of the present invention alarm schematic diagram；
Fig. 4 is fixing end man-machine interface schematic diagram of the present invention；
Specific embodiment
As shown, a kind of tramcar cloud platform based on cloud computing and AI intelligence, including physical layer, service layer and answer
With layer Three Tiered Network Architecture, the physical layer includes calculating equipment, storage equipment, the network equipment and safety equipment, to logarithm
It is handled according to library, provides data service for service layer.The service layer is to patrol the data service that physical layer provides
Processing is collected, and is transferred to application layer；The application layer is translated into text to the data service logic for calling service layer to provide
Word image information is accessed to user's operation.
The service layer mainly includes cloud computing module, AI intelligent object and WEB service module, and cloud computing module is to count greatly
It is support according to branch and virtualization technology, the static data of tramcar and dynamic data is concentrated: the dynamic data packet
Include Real-time Monitoring Data, control instruction and the operating status of tramcar: roadway sign and the track signal for dispatching system are comprehensive
Control, main line turnout control, vehicle driving supervision, carshop's signal；The network device communications state and failure report of communication system
Alert, wireless talkback communications status and fault alarm, telephone communication line line state and fault alarm, program circuit state and failure report
It is alert；Electricity consumption data, the device failure alert of electric power monitoring system；The operating status of vehicle-mounted super capacitor system, malfunction,
The monitoring of the data points such as Current Voltage；Station/crossing/electric substation of security system/vehicle-mounted/parking lot video monitoring data passes through figure
As the analysis volume of the flow of passengers and abnormal conditions etc..The static data includes the data that generalized information system and BIM system provide, including rail
Electric car vehicle, station, track, all buildings of trackside and pipeline, equipment spatial data, wherein GIS is geography information system
System, a kind of specific highly important space information system, for showing tramline, vehicle and station, control along the line
Center, rolling stock section geography information state, BIM system, that is, Building Information Model system, by establishing virtual architectural engineering three
Dimension module provides the complete and consistent architectural engineering information bank of actual conditions using digitizing technique, right in the present invention
Three-dimensional position in the spaces such as vehicle, the station of street railway is precisely shown.Acquisition to each system put together
Data carry out distributed data digging, provide big data calculation resources pond, handle data interaction and linkage immediately between each subsystem,
It realizes and efficiently cooperates between each system, to promote the computational efficiency of tramcar system.
AI intelligent object is to tramcar vehicle scheduling safety and efficiency aspect, system energy consumption and energy conservation aspect, O&M pipe
Three aspects carry out intellectual analysis and optimization in terms of managing economy and efficiency, excavate mass data value, pass through automatic learning ways point
Analysis is predicted and judges risk, finds to handle early early, is constantly accumulated by AI and study makes system have valence more running
Value.AI analysis module carries out each inter-system data, historical trend data comparison automatically, finds key point, analyzes accident rate, energy consumption
Rate, vehicle scheduling efficiency, front and back comparing, finds differences, system voluntarily corrects or propose to entangle as unit of week, the moon, year etc.
It is positive to suggest human intervention, it is analyzed according to history similar to damage curve and realizes early warning and alert, predict equipment fault omen in advance, reminded
Staff replaces in time, and the accident of can avoid, which is brought, can not estimate loss, by taking tramcar is alarmed as an example, 1# tramcar
Equipment A there is alert data, corresponding early warning feature, the early warning characteristic value are analyzed and found according to the alert data
It is set according to the type of specific equipment, different alert data corresponds to different early warning features, the same alert data
There can be multiple early warning features, then the early warning feature for concentrating all tramcars to be met, the more alarms of early warning feature met
Rank is higher, rank 1 can alert operation personnel equipment A is replaced at once, rank 2 can remind staff to overhaul of the equipments,
Rank 3 can remind staff to maintain, so that it is horizontal to promote tramcar operation security.
Wherein the tramcar cloud platform is covered by the mode of internet and track private network；By internet to access cloud
Platform completes office and monitoring, and cloud platform manages guarantee data safety by the technical measures for authorizing and encrypting, according to
The demand of user independently selects open content and degree；Completely transmission data are penetrated through by cable network, and establish barrier, are protected
Protect the safe and reliable of privacy of user and safeguards system.The fixing end service application of the application layer includes consolidating based on C/S framework
Fixed end service application and fixing end service application based on B/S framework, the fixing end service application based on C/S framework install client
Monitoring software is held, the fixing end service application based on B/S framework is connect with tramcar network；The mobile terminal industry of the application layer
Business application is based on WEB service, supports IOS, Android phone operating system.By taking mobile phone is by internet telecommuting as an example, do
Public interface includes action bar, status bar, work order column, monitoring column, and action bar is including taking pictures, recording a video, two dimensional code is swept (can use
To check facility information, O&M information, documentation, scene photograph and evidence etc.), status bar includes that each system equipment is implemented
The state of monitoring, work order column includes that workflow is declared, task distributes, examines, tracks, completing confirmation etc., monitoring column includes adjusting
Take real time monitoring, holder operation, history monitoring and inquiry；By fixing end by internet handle official business for, man-machine interface mainly by
Alarm column, function bar, monitoring column, menu bar and five part of status bar composition, Alarm column is to show three warning messages；Function
Column includes button module and display content, and button module includes that trend analysis button, backstage rights management button, Realtime Alerts are pressed
Button, history alarm button, log button, equipment query button show content to show current operation user name；It is first to monitor column
Aobvious GIS map monitoring interface can carry out the switching at different monitoring interface according to menu bar, support level-two menu option, in option
Appearance can freely be configured according to user demand, according to option switching monitoring column information；Status bar is to show each system communication shape
State and system time.Consequently facilitating user checks and controls, accomplish that user need to search any monitoring device information interface operation not
It is guided more than the second level page.The secondary interface can be divided by professional system, including Traffic dispatching system, power monitoring system
System, super capacitor monitoring system etc..Then realize the office of tramcar distal end, mobile office.
The above described is only a preferred embodiment of the present invention, be not intended to limit the present invention in any form, though
So the present invention has been disclosed as a preferred embodiment, and however, it is not intended to limit the invention, any technology people for being familiar with this profession
Member, without departing from the scope of the present invention, when the technology contents using the disclosure above make a little change or modification
It is right according to the technical essence of the invention for the equivalent embodiment of equivalent variations, but without departing from the technical solutions of the present invention
Any simple modification, equivalent change and modification made by above embodiments, all of which are still within the scope of the technical scheme of the invention.
Claims (6)
1. a kind of tramcar cloud platform based on cloud computing and AI intelligence, including physical layer, service layer and application layer three-layer network
Network structure, the physical layer includes calculating equipment, storage equipment, the network equipment and safety equipment, to database
Reason, provides data service for service layer；It is characterized by: the service layer includes cloud computing module, AI intelligent object and WEB clothes
Business module, the data service to provide physical layer carries out logical process, and is transferred to application layer；The application layer includes solid
The service application of fixed end and mobile terminal is translated into character image letter to the data service logic for calling service layer to provide
It ceases and is accessed to user's operation.
2. a kind of tramcar cloud platform based on cloud computing and AI intelligence according to claim 1, it is characterised in that: described
Cloud computing module is support with big data support and virtualization technology, and the static data of tramcar and dynamic data are concentrated
Come；The dynamic data includes Real-time Monitoring Data, control instruction and the operating status of tramcar；The static data includes
The data that generalized information system and BIM system provide, including tramcar vehicle, station, track, all buildings of trackside and pipeline, set
Standby spatial data.
3. a kind of tramcar cloud platform based on cloud computing and AI intelligence according to claim 1, it is characterised in that: described
AI intelligent object in terms of tramcar vehicle scheduling safety and efficiency, system energy consumption and energy conservation aspect, operation management economy and
Three aspects carry out intellectual analysis and optimization in terms of efficiency, excavate mass data value, by automatic learning ways prediction and
Judge risk, finds to handle early early.
4. a kind of tramcar cloud platform based on cloud computing and AI intelligence according to claim 1, it is characterised in that: this has
Rail electric car cloud platform is covered by the mode of internet and track private network；Office and prison are completed to access cloud platform by internet
Control, and cloud platform manages guarantee data safety by the technical measures for authorizing and encrypting, autonomous choosing according to the demand of user
Select open content and degree；Completely transmission data are penetrated through by cable network, and establish barrier, protect privacy of user and guarantee
System it is safe and reliable.
5. a kind of tramcar cloud platform based on cloud computing and AI intelligence according to claim 1, it is characterised in that: described
The fixing end service application of application layer includes the fixing end service application based on C/S framework and the fixing end industry based on B/S framework
Business application, the fixing end service application based on C/S framework install client control software, the fixing end business based on B/S framework
It is connect using with tramcar network；The mobile terminal service application of the application layer is based on WEB service, supports IOS, Android
Mobile phone operating system.
6. a kind of tramcar cloud platform based on cloud computing and AI intelligence according to claim 1, it is characterised in that: described
The data service that physical layer provides includes scheduling system, communication system, electric power monitoring system, vehicle-mounted super capacitor system and security protection
System data collected.
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Cited By (6)
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| CN110175368A (en) * | 2019-04-29 | 2019-08-27 | 深圳众维轨道交通科技发展有限公司 | A kind of rail traffic data display systems based on BIM+GIS |
| CN110758486A (en) * | 2019-10-30 | 2020-02-07 | 湖南中车时代通信信号有限公司 | Train operation control method and device and computer readable medium |
| CN113859321A (en) * | 2020-06-30 | 2021-12-31 | 比亚迪股份有限公司 | Train communication-based train automatic control system based on cloud computing |
| CN114331196A (en) * | 2021-12-31 | 2022-04-12 | 深圳市市政设计研究院有限公司 | Rail transit small-traffic comprehensive scheduling system based on cloud platform and cloud platform |
| CN114885854A (en) * | 2022-06-13 | 2022-08-12 | 青岛农业大学 | Cloud platform for live pig breeding |
| CN116244664A (en) * | 2023-03-10 | 2023-06-09 | 上海机动车检测认证技术研究中心有限公司 | Responsibility judgment method, device and equipment for intelligent network-connected automobile automatic driving accident and readable storage medium |
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Cited By (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110175368A (en) * | 2019-04-29 | 2019-08-27 | 深圳众维轨道交通科技发展有限公司 | A kind of rail traffic data display systems based on BIM+GIS |
| CN110758486A (en) * | 2019-10-30 | 2020-02-07 | 湖南中车时代通信信号有限公司 | Train operation control method and device and computer readable medium |
| CN110758486B (en) * | 2019-10-30 | 2022-06-24 | 湖南中车时代通信信号有限公司 | Train operation control method and device and computer readable medium |
| CN113859321A (en) * | 2020-06-30 | 2021-12-31 | 比亚迪股份有限公司 | Train communication-based train automatic control system based on cloud computing |
| CN114331196A (en) * | 2021-12-31 | 2022-04-12 | 深圳市市政设计研究院有限公司 | Rail transit small-traffic comprehensive scheduling system based on cloud platform and cloud platform |
| CN114331196B (en) * | 2021-12-31 | 2022-10-14 | 深圳市市政设计研究院有限公司 | Rail transit small-traffic comprehensive scheduling system based on cloud platform and cloud platform |
| CN114885854A (en) * | 2022-06-13 | 2022-08-12 | 青岛农业大学 | Cloud platform for live pig breeding |
| CN116244664A (en) * | 2023-03-10 | 2023-06-09 | 上海机动车检测认证技术研究中心有限公司 | Responsibility judgment method, device and equipment for intelligent network-connected automobile automatic driving accident and readable storage medium |
| CN116244664B (en) * | 2023-03-10 | 2023-10-20 | 上海机动车检测认证技术研究中心有限公司 | Responsibility judgment method, device and equipment for intelligent network-connected automobile automatic driving accident and readable storage medium |
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Application publication date: 20190830 |