CN107918800A - The maintenance system and maintenance method of harbour machinery - Google Patents
The maintenance system and maintenance method of harbour machinery Download PDFInfo
- Publication number
- CN107918800A CN107918800A CN201711127479.5A CN201711127479A CN107918800A CN 107918800 A CN107918800 A CN 107918800A CN 201711127479 A CN201711127479 A CN 201711127479A CN 107918800 A CN107918800 A CN 107918800A
- Authority
- CN
- China
- Prior art keywords
- data
- maintenance
- module
- harbour machinery
- failure
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Withdrawn
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/20—Administration of product repair or maintenance
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0631—Resource planning, allocation, distributing or scheduling for enterprises or organisations
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/08—Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
-
- 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
- H04L67/02—Protocols based on web technology, e.g. hypertext transfer protocol [HTTP]
- H04L67/025—Protocols based on web technology, e.g. hypertext transfer protocol [HTTP] for remote control or remote monitoring of applications
Landscapes
- Business, Economics & Management (AREA)
- Engineering & Computer Science (AREA)
- Human Resources & Organizations (AREA)
- Economics (AREA)
- Strategic Management (AREA)
- Entrepreneurship & Innovation (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Operations Research (AREA)
- Tourism & Hospitality (AREA)
- Marketing (AREA)
- General Business, Economics & Management (AREA)
- General Physics & Mathematics (AREA)
- Quality & Reliability (AREA)
- Development Economics (AREA)
- Game Theory and Decision Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Educational Administration (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
Present invention is disclosed a kind of maintenance system of harbour machinery, including：Monitoring of tools server, gathers the operation data of harbour machinery, and the operation data to harbour machinery are monitored, and obtain the failure diagnosis information of harbour machinery, and data exchange is carried out with maintenance terminal and data analytics server.Data analytics server, slave device monitoring server obtains the operation data and failure diagnosis information of harbour machinery, monitoring of tools server and maintenance terminal are supplied to according to the operation data of preservation and the historical data of failure diagnosis information generation accident analysis data and failure prediction data, accident analysis data and failure prediction data.Maintenance terminal, with monitoring of tools server communication, obtains and feeds back maintenance information, receives accident analysis data and failure prediction data, obtains the operation data of harbour machinery.Fault diagnosis terminal, obtains the operation data of harbour machinery and the operation data based on harbour machinery carry out fault diagnosis, generates failure diagnosis information.
Description
Technical field
The present invention relates to harbour machinery field, maintenance and maintenance technology more specifically to harbour machinery.
Background technology
Harbour machinery is the important component of port logistics system.In order to meet the annual throughput demand at harbour, harbour
Machinery must in open-air atmosphere for a long time, work continuously to high intensity.For the work for making harbour machinery be maintained at good
Industry state is, it is necessary to suitably maintain it；When harbour machinery breaks down, it is necessary to carry out on-call maintenance to it, make it most
It is fast to recover normal operation.
Harbour machinery has the characteristics that bulky, complicated, strongly professional；During using machinery at the scene,
The job state of machinery is different, and the time broken down and reason are also all different." being repaired after fixed cycle maintenance+failure "
It is the mainstream harbour machinery maintenance method that scene uses at present.This method it is not intended that machinery job state, always according to
Fixed time interval safeguards machinery, and can just arrange to carry out maintenance after machinery is out of order.This method it is main
Defect is：(1) it is unrelated with the job state of machinery that project and service time interval are maintained, therefore maintains lack of targeted；Machine
Maintenance resource is wasted when tool job state is preferable, again can not trouble saving when job state is poor.(2) failure is just organized after occurring
Maintenance, the time of diagnosis, spare part and repairing were included in fault time, and downtime is longer.In addition, existing maintenance work
Often carried out by live maintenance staff, it is unrelated with manufacturer.Due to the complex characteristics of equipment, live maintenance staff are in maintenance
It is likely to seem unable to do what one wishes in journey；If live maintenance staff can obtain coming from manufacturer during mechanical maintenance
Technical support, it is clear that help to improve machinery maintenance effect, and contribute to shorten machinery the maintenance time.
In terms of comprehensive, at present during the maintenance of harbour machinery, there are the difficulty of following several respects：
1) manufacturer can not carry out instant, support immediately to the equipment of field failure.
When harbour machinery breaks down, instant, the effective technical support of manufacturer can not be obtained, can only be by scene
Maintenance staff carry out maintenance of equipment.Even if scene can be by some mechanical data transfer to manufacturer, it is also desirable to manufacturer
Engineer is arranged to carry out manual analysis；The engineer of manufacturer is not familiar with harbour scene, therefore only with the data passed back
Often it is not enough to carry out Precise Diagnosis to failure cause, causes the support effect and unobvious of manufacturer.
2) scene lacks diagnostic tool and method based on data, and fault diagnosis depends on artificial experience unduly.
When failure occurs, the existing diagnostic method in scene is：Maintenance staff are according to the description of equipment operator, combination failure
The internal data of phenomenon and equipment (such as electric current, voltage) informix judges, finally by the empirically determined failure of maintenance person
Reason, then carry out maintenance.This method has two shortcomings, first, Diagnostic Time is grown, second, easily there is false judgment.Its reason
That maintenance person profile is different, it may appear that repair halfway situation, cause same fault to occur repeatedly, influence to produce into
Degree., can be big if effective diagnostic tool or diagnostic method can be used when failure occurs although failure is inevitable
Width reduces the time for breakdown maintenance.
3) existing harbour machinery maintenance method, lacks the ability that maintenance project is adjusted according to equipment state, can not provide
Specific aim maintenance based on equipment state.
Existing harbour facilities maintenance, the group that rush repair is combined into when fixing maintenance and failure using fixed cycle
Conjunction method.But because of the frequency of use of equipment, operation load-carrying, and the reason such as operator's custom, the job state of every equipment
It is entirely different.If the abnormal in early stage of equipment can be predicted, the service time of individual device is adjusted, or provide and be directed to
Property maintenance project, then can reduce the resource of input machine maintenance, and the generation of failure can be effectively prevented from, reduce because of failure
Shut down the loss brought.
4) existing harbour machinery maintenance method, lacks the predictive ability to failure, causes maintenance time and Parts Inventory
It is high.
Existing maintenance method it is believed that machinery and mechanical part can be damaged when reaching projected life, maintenance
Plan and service parts planning are mainly formulated by this thinking.However, the projected life of machinery and mechanical part is simply a kind of based on logical
The life prediction of reason condition；In actual use, it is likely that be damaged or arrived when occurring not to projected life
Service life is but and unspoiled situation.Before projected life reaches, when parts damages, device fails, scene is likely to
Lack the preparation of spare part and maintenance, the machine down time time is longer.Due to unpredictable equipment and unit failure, in order to shorten as far as possible
Downtime, the spare part of the often standing redundancy quantity in scene, causes larger Parts Inventory and the occupation of capital.
5) between harbour machinery, live maintenance staff, on-site supervision center, manufacturer's data platform, fail formed with
The balanced constant of effect.
At present, harbour scene generally has monitoring center, and data platform, but two are also generally had in manufacturer
Person does not connect effectively, it is impossible to is used cooperatively in customer support service.According to current troubleshooting process, scene occurs
During mechanical breakdown, maintenance staff are notified to go to carry out maintenance by site operation people or monitoring center.After maintenance staff show up, according to a
People's experience is checked and repaired to equipment.Afterwards, maintenance personnel re-records whole maintenance process.In whole process, manufacture
The data platform of manufacturer is not engaged in breakdown maintenance link, and on-site supervision center also simply plays the role of notice.Such as
The data platform of manufacturer can be connected by fruit with monitoring center, and maintenance staff can just obtain manufacturer during maintenance
Technical support, manufacturer can also obtain the actual conditions at maintenance scene, be conducive to the fast and effective progress of maintenance operation.
The content of the invention
The present invention is directed to propose a kind of real-time, multi-party linkage, the maintenance of harbour machinery based on artificial intelligence technology
System and maintenance method.
An embodiment according to the present invention, proposes a kind of maintenance system of harbour machinery, including：Monitoring of tools server,
Data analytics server, maintenance terminal and fault diagnosis terminal.The operation data of monitoring of tools collection of server harbour machinery are right
The operation data of harbour machinery are monitored, and obtain the failure diagnosis information of harbour machinery, and maintenance information is carried out with maintenance terminal
Exchange, with data analytics server carry out data exchange.Data analytics server slave device monitoring server obtains harbour machine
The operation data and failure diagnosis information of tool, failure is generated according to the operation data of preservation and the historical data of failure diagnosis information
Analysis data and failure prediction data, accident analysis data and failure prediction data are supplied to monitoring of tools server and by equipment
Monitoring server is supplied to maintenance terminal.Maintenance terminal and monitoring of tools server communication, obtain and feed back maintenance information, receive
Accident analysis data and failure prediction data, obtain the operation data of harbour machinery.Fault diagnosis terminal obtains harbour machinery
Run data and the operation data based on harbour machinery carry out fault diagnosis, generate failure diagnosis information and be supplied to monitoring of tools
Server.
In one embodiment, monitoring of tools server includes：Log in and Authority Verification module, equipment running monitoring mould
Block, data memory module, maintenance module, visualization model and data interface module.Log in Authority Verification module to equipment or
The identity and authority of personnel's login service device are verified.Equipment running monitoring module gathers the operation data of harbour machinery, prison
Control the operating status of harbour machinery.Data memory module stores gathered operation data.Maintenance module is carried out with maintenance terminal
The exchange of maintenance information, maintenance information include maintenance task and assign, maintain plan, service parts planning.Visualization model is to scheme
Shape mode display data, data include historical data, current data and prediction data.Data interface module and data analysis service
Device carries out data exchange.
In one embodiment, data analytics server includes：Log in and Authority Verification module, failure analysis module and event
Hinder prediction module.Login verifies the identity and authority of equipment or personnel's login service device with Authority Verification module.Failure
Analysis module is according to current operation data and failure diagnosis information, and the operation data that preserve and failure diagnosis information are gone through
History data generate accident analysis data.Failure predication module is according to current operation data and failure diagnosis information, and preserves
Operation data and failure diagnosis information historical data generation failure prediction data.
In one embodiment, fault diagnosis terminal includes：Log in and Authority Verification module, data acquisition module, failure
Diagnostic module, data interface module and data communication module.Log in Authority Verification module to equipment or personnel's login service device
Identity and authority verified.The operation data of data collecting module collected harbour machinery.Fault diagnosis mould is based on harbour machine
The operation data of tool carry out fault diagnosis, generate failure diagnosis information.The device controller of data interface module and harbour machinery
Carry out data exchange.Data communication module and monitoring of tools server are into row data communication.
In one embodiment, maintenance terminal includes：Log in and Authority Verification module, maintenance task processing module, maintenance
Operation module, on-line fault diagnosis module, data interface module and data communication module.Log in Authority Verification module to equipment
Or the identity and authority of personnel's login service device are verified.Maintenance task processing module carries out maintenance with monitoring of tools server
The exchange of information, maintenance information include maintenance task and assign, maintain plan, service parts planning.Maintenance operation module and harbour
The device controller of machinery carries out data exchange, and parameter setting and debugging are carried out to harbour machinery.On-line fault diagnosis module obtains
Accident analysis data and failure prediction data are taken, with reference to the operation data of the current harbour machinery of collection, carries out online failure
Diagnosis.The device controller of data interface module and harbour machinery carries out data exchange.Data communication module takes with monitoring of tools
Device be engaged in into row data communication.
In one embodiment, maintenance terminal is realized by running on the application program on smart mobile phone.
An embodiment according to the present invention, proposes a kind of maintenance method of harbour machinery, uses foregoing harbour machinery
Maintenance system, the maintenance method include the steps：
Monitoring step, gathers the operation data of harbour machinery, and the operation data to harbour machinery are monitored；
Troubleshooting step, obtains the operation data of harbour machinery and the operation data based on harbour machinery carry out failure and examine
It is disconnected；
Data analysis step, obtains the operation data and failure diagnosis information of harbour machinery, according to the operation data of preservation
Accident analysis data and failure prediction data are generated with the historical data of failure diagnosis information；
Maintenance task allocation step, according to the operation data of harbour machinery, failure diagnosis information, accident analysis data and event
Barrier prediction data generates and assigns maintenance task；
Maintenance task execution step, maintenance terminal receive and perform maintenance task.
In one embodiment, maintenance task execution step is included according to accident analysis data and failure prediction data, knot
The operation data of the current harbour machinery of collection are closed, carry out on-line fault diagnosis.
The maintenance system and maintenance method of the harbour machinery of the present invention, which provide, has fault diagnosis and fault prediction function platform, ties
Maintenance terminal is closed, solves the slack relationships between harbour facilities, maintenance person, on-site supervision center, manufacturer's data platform,
Realize the closed loop service system of harbour facilities.By artificial intelligence technology substitution simple manually malfunction elimination and fault diagnosis so that
Fault diagnosis has the uniformity and accuracy of higher, and certain prediction can be carried out to failure.
Brief description of the drawings
The present invention the above and other feature, property and advantage will pass through description with reference to the accompanying drawings and examples
And become apparent, reference numeral identical in the accompanying drawings represents identical feature all the time, wherein：
Fig. 1 discloses the association schematic diagram of the maintenance system of the harbour machinery of an embodiment according to the present invention.
Fig. 2 discloses the structure diagram of the maintenance system of the harbour machinery of an embodiment according to the present invention.
Embodiment
Fig. 1 discloses the association schematic diagram of the maintenance system of the harbour machinery of an embodiment according to the present invention.With reference to figure 1
Shown, the maintenance system of the harbour machinery includes：Monitoring of tools server 102, data analytics server 103, maintenance terminal 104
With fault diagnosis terminal 105.
Monitoring of tools server 102 is by wired or wirelessly collection harbour machinery 101 operation data, to port
The operation data of mouth machinery 101 are monitored, and are obtained the failure diagnosis information of harbour machinery 101, are tieed up with maintenance terminal 104
The exchange of information is protected, data exchange is carried out with data analytics server 103.Monitoring of tools server 102 and maintenance terminal 104 and
The communication of data analytics server 103 can use wired or wirelessly.In general, maintenance terminal 104 is mobile terminal,
Communicated by mobile network and internet with monitoring of tools server 102.
103 slave device monitoring server 102 of data analytics server obtains the operation data of harbour machinery 101 and failure is examined
Disconnected information, according to the operation data of preservation and the historical data of failure diagnosis information generation accident analysis data and failure predication number
According to accident analysis data and failure prediction data are supplied to monitoring of tools server 102 and are provided by monitoring of tools server 102
To maintenance terminal 104.
Maintenance terminal 104 communicates with monitoring of tools server 102, obtains and feeds back maintenance information, receives accident analysis number
According to and failure prediction data, obtain harbour machinery 101 operation data.Maintenance terminal 104 is typically mobile terminal, by maintenance people
Member carries, and under the auxiliary of maintenance terminal 104, maintenance staff carry out maintenance to harbour machinery 101.
Fault diagnosis terminal 105 obtain harbour machinery 101 operation data and based on the operation data of harbour machinery 101 into
Row fault diagnosis, generates failure diagnosis information and is supplied to monitoring of tools server 102.
Fig. 2 discloses the structure diagram of the maintenance system of the harbour machinery of an embodiment according to the present invention.With reference to the institute of figure 2
Show, monitoring of tools server 102 includes：Log in and Authority Verification module 121, equipment running monitoring module 122, data storage mould
Block 123, maintenance module 124, visualization model 125 and data interface module 126.Log in Authority Verification module 121 to equipment
Or the identity and authority of personnel's login service device are verified.Equipment running monitoring module 122 gathers the operation of harbour machinery 101
Data, monitor the operating status of harbour machinery.In one embodiment, the operation data of harbour machinery 101 are by harbour machinery
Device controller provides, the device controller onboard data acquisition module of harbour machinery, data collecting module collected harbour machinery
Operation data after be supplied to equipment running monitoring module 122.Data memory module 123 stores gathered operation data.Dimension
Protect module 124 and carry out exchanging for maintenance information with maintenance terminal 104, maintenance information includes maintenance task and assigns, maintains meter
Draw, service parts planning.Display data, data include historical data, current data and prediction number to visualization model 125 to graphically
According to.Data interface module 126 carries out data exchange with data analytics server 105.
Data analytics server 103 includes：Log in and Authority Verification module 131, failure analysis module 132 and failure predication
Module 133.Login verifies the identity and authority of equipment or personnel's login service device with Authority Verification module 131.Failure
Analysis module 132 is according to current operation data and failure diagnosis information, and the operation data and failure diagnosis information preserved
Historical data generation accident analysis data.Current operation data and failure diagnosis information, and the accident analysis generated
Data also can be by as storage of history data P.Failure predication module 133 according to current operation data and failure diagnosis information, with
And the operation data and the historical data generation failure prediction data of failure diagnosis information preserved.
Fault diagnosis terminal 105 includes：Log in and Authority Verification module 151, data acquisition module 152, fault diagnosis mould
Block 153, data interface module 154 and data communication module 155.Log in and equipment or personnel are logged in Authority Verification module 151
The identity and authority of server are verified.Data acquisition module 152 gathers the operation data of harbour machinery.In one embodiment
In, the operation data that data acquisition module 152 gathers harbour machinery are also to be provided by the device controller of harbour machinery, harbour
The device controller onboard data acquisition module of machinery, is supplied to number after the operation data of data collecting module collected harbour machinery
According to acquisition module 152.Operation data of the fault diagnosis mould 153 based on harbour machinery carry out fault diagnosis, generation fault diagnosis letter
Breath.Data interface module 154 and the device controller of harbour machinery carry out data exchange, in one embodiment, data-interface
Module 154 carries out data exchange with the data acquisition module built in the device controller of harbour machinery.Data communication module 155 with
Monitoring of tools server 102 is into row data communication.
Maintenance terminal 104 includes：Log in and Authority Verification module 141, maintenance task processing module 142, maintenance operation mould
Block 143, on-line fault diagnosis module 144, data interface module 145 and data communication module 146.Log in and Authority Verification module
The identity and authority of 141 pairs of equipment or personnel's login service device are verified.Maintenance task processing module 142 takes with monitoring of tools
The exchange for the progress maintenance information of device 102 of being engaged in, maintenance information include maintenance task and assign, maintain plan, service parts planning.Specifically
For, maintenance task that the maintenance module 124 in 142 accepting device monitoring server 102 of maintenance task processing module is assigned,
Maintenance plan or service parts planning, there is provided to maintenance staff.Maintenance staff according to maintenance task, maintenance plan or
Service parts planning feeds back maintenance as a result, the right maintenance task processing module 142 of maintenance result is fed back to after carrying out corresponding maintenance work
Monitoring of tools server 102.Maintenance operation module 143 and the device controller of harbour machinery carry out data exchange, to harbour machine
Tool carries out parameter setting and debugging.In one embodiment, maintenance operation module 143 and the device controller of harbour machinery carry out
Data exchange, parameter setting and debugging are carried out by the device controller of harbour machinery to harbour machinery.On-line fault diagnosis mould
Block 144 obtains accident analysis data and failure prediction data, with reference to the operation data of the current harbour machinery of collection, carries out
Line fault diagnosis, the result of fault diagnosis are supplied to maintenance staff.The device controller of data interface module 145 and harbour machinery
Data exchange is carried out, in one embodiment, data interface module 145 is adopted with the data built in the device controller of harbour machinery
Collect module and carry out data exchange.Data communication module 146 and monitoring of tools server 102 are into row data communication.Maintenance terminal 104
There can be the mode of a variety of realizations.A kind of implementation is to provide dedicated maintenance terminal, which includes foregoing each
A function module, these function modules are realized by the mode of hardware or combination of hardware software.In another implementation, dimension
Protect terminal 104 and realized by running on the application program on smart mobile phone.Above-mentioned each function module is all by running on intelligence
Application program module on mobile phone is realized.
The present invention also proposes a kind of maintenance method of harbour machinery, uses the maintenance system of foregoing harbour machinery, the port
The maintenance method of mouth machinery includes the steps：
Monitoring step, gathers the operation data of harbour machinery, and the operation data to harbour machinery are monitored.
Troubleshooting step, obtains the operation data of harbour machinery and the operation data based on harbour machinery carry out failure and examine
It is disconnected.
Data analysis step, obtains the operation data and failure diagnosis information of harbour machinery, according to the operation data of preservation
Accident analysis data and failure prediction data are generated with the historical data of failure diagnosis information.
Maintenance task allocation step, according to the operation data of harbour machinery, failure diagnosis information, accident analysis data and event
Barrier prediction data generates and assigns maintenance task.
Maintenance task execution step, maintenance terminal receive and perform maintenance task.In one embodiment, in maintenance task
Perform in step, including according to accident analysis data and failure prediction data, with reference to the operation of the current harbour machinery of collection
Data, carry out on-line fault diagnosis.
The specific implementation details of the maintenance method is corresponding with foregoing maintenance system, is not repeated to describe herein.
The maintenance system and maintenance method of the harbour machinery of the present invention, which provide, has fault diagnosis and fault prediction function platform, ties
Maintenance terminal is closed, solves the slack relationships between harbour facilities, maintenance person, on-site supervision center, manufacturer's data platform,
Realize the closed loop service system of harbour facilities.By artificial intelligence technology substitution simple manually malfunction elimination and fault diagnosis so that
Fault diagnosis has the uniformity and accuracy of higher, and certain prediction can be carried out to failure.
Above-described embodiment, which is available to, to be familiar with person in the art to realize or use the present invention, and is familiar with this area
Personnel can make above-described embodiment various modifications or change, thus this without departing from the present invention in the case of the inventive idea
The protection domain of invention is not limited by above-described embodiment, and should meet inventive features that claims are mentioned most
On a large scale.
Claims (8)
- A kind of 1. maintenance system of harbour machinery, it is characterised in that including：Monitoring of tools server, gathers the operation data of harbour machinery, and the operation data to harbour machinery are monitored, and obtains port The failure diagnosis information of mouth machinery, exchanging for maintenance information is carried out with maintenance terminal, and data friendship is carried out with data analytics server Change；Data analytics server, slave device monitoring server obtain the operation data and failure diagnosis information of harbour machinery, according to The operation data of preservation and the historical data generation accident analysis data and failure prediction data of failure diagnosis information, accident analysis Data and failure prediction data are supplied to monitoring of tools server and are supplied to maintenance terminal by monitoring of tools server；Maintenance terminal, with monitoring of tools server communication, obtains and feeds back maintenance information, receives accident analysis data and failure is pre- Data are surveyed, obtain the operation data of harbour machinery；Fault diagnosis terminal, obtains the operation data of harbour machinery and the operation data based on harbour machinery carry out fault diagnosis, Generation failure diagnosis information is simultaneously supplied to monitoring of tools server.
- 2. the maintenance system of harbour machinery as claimed in claim 1, it is characterised in that the monitoring of tools server includes：Log in Authority Verification module, log in Authority Verification module to the identity of equipment or personnel's login service device and authority into Row verification；Equipment running monitoring module, equipment running monitoring module gather the operation data of harbour machinery, monitor the fortune of harbour machinery Row state；Data memory module, data memory module store gathered operation data；Maintenance module, carries out exchanging for maintenance information, the maintenance information includes maintenance task and assigns, repairs and protect with maintenance terminal Support plan, service parts planning；Visualization model, display data, data include historical data, current data and prediction number to visualization model to graphically According to；Data interface module, data interface module carry out data exchange with data analytics server.
- 3. the maintenance system of harbour machinery as claimed in claim 1, it is characterised in that the data analytics server includes：Log in Authority Verification module, log in Authority Verification module to the identity of equipment or personnel's login service device and authority into Row verification；Failure analysis module, failure analysis module is according to current operation data and failure diagnosis information, and the operation preserved Data and the historical data of failure diagnosis information generation accident analysis data；Failure predication module, failure predication module is according to current operation data and failure diagnosis information, and the operation preserved Data and the historical data of failure diagnosis information generation failure prediction data.
- 4. the maintenance system of harbour machinery as claimed in claim 1, it is characterised in that the fault diagnosis terminal includes：Log in Authority Verification module, log in Authority Verification module to the identity of equipment or personnel's login service device and authority into Row verification；Data acquisition module, the operation data of data collecting module collected harbour machinery；Fault diagnosis module, operation data of the fault diagnosis mould based on harbour machinery carry out fault diagnosis, generation fault diagnosis letter Breath；The device controller of data interface module, data interface module and harbour machinery carries out data exchange；Data communication module, data communication module and monitoring of tools server are into row data communication.
- 5. the maintenance system of harbour machinery as claimed in claim 1, it is characterised in that the maintenance terminal includes：Log in Authority Verification module, log in Authority Verification module to the identity of equipment or personnel's login service device and authority into Row verification；Maintenance task processing module, maintenance task processing module carries out exchanging for maintenance information with monitoring of tools server, described Maintenance information includes maintenance task and assigns, maintains plan, service parts planning；The device controller of maintenance operation module, maintenance operation module and harbour machinery carries out data exchange, to harbour machinery into Row parameter setting and debugging；On-line fault diagnosis module, on-line fault diagnosis module obtains accident analysis data and failure prediction data, with reference to collection Current harbour machinery operation data, carry out on-line fault diagnosis；The device controller of data interface module, data interface module and harbour machinery carries out data exchange；Data communication module, data communication module and monitoring of tools server are into row data communication.
- 6. the maintenance system of harbour machinery as claimed in claim 5, it is characterised in that the maintenance terminal is by running on intelligence Application program on mobile phone is realized.
- 7. a kind of maintenance method of harbour machinery, uses the maintenance system of the harbour machinery as any one of claim 1-6 System, it is characterised in that including：Monitoring step, gathers the operation data of harbour machinery, and the operation data to harbour machinery are monitored；Troubleshooting step, obtains the operation data of harbour machinery and the operation data based on harbour machinery carry out fault diagnosis；Data analysis step, obtains the operation data and failure diagnosis information of harbour machinery, according to the operation data of preservation and event Hinder the historical data generation accident analysis data and failure prediction data of diagnostic message；Maintenance task allocation step, it is pre- according to the operation data of harbour machinery, failure diagnosis information, accident analysis data and failure Data are surveyed to generate and assign maintenance task；Maintenance task execution step, maintenance terminal receive and perform maintenance task.
- 8. the maintenance method of harbour machinery as claimed in claim 7, it is characterised in that the maintenance task execution step includes According to accident analysis data and failure prediction data, with reference to the operation data of the current harbour machinery of collection, online event is carried out Barrier diagnosis.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201711127479.5A CN107918800A (en) | 2017-11-15 | 2017-11-15 | The maintenance system and maintenance method of harbour machinery |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201711127479.5A CN107918800A (en) | 2017-11-15 | 2017-11-15 | The maintenance system and maintenance method of harbour machinery |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN107918800A true CN107918800A (en) | 2018-04-17 |
Family
ID=61895518
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201711127479.5A Withdrawn CN107918800A (en) | 2017-11-15 | 2017-11-15 | The maintenance system and maintenance method of harbour machinery |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN107918800A (en) |
Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109086895A (en) * | 2018-07-06 | 2018-12-25 | 山东中瑞新能源科技有限公司 | A kind of operation management system and method for heating ventilation air-conditioning system |
| CN109242356A (en) * | 2018-10-25 | 2019-01-18 | 黎泽芝 | Construction of the highway safe production management system based on mobile Internet |
| CN112249910A (en) * | 2020-10-20 | 2021-01-22 | 上海振华重工(集团)股份有限公司 | Processing method and system for shore bridge abnormity, computing equipment and storage medium |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN102541013A (en) * | 2012-01-10 | 2012-07-04 | 天华化工机械及自动化研究设计院 | Remote monitoring, early warning and fault-diagnosing system and method for anodic protection device |
| CN105022373A (en) * | 2015-04-30 | 2015-11-04 | 武汉理工大学 | Port equipment maintenance system based on zigbee technology |
| CN105430091A (en) * | 2015-12-11 | 2016-03-23 | 山东科大机电科技股份有限公司 | Cloud storage based remote equipment health management method and system using same |
| CN105807740A (en) * | 2016-03-08 | 2016-07-27 | 上海振华重工(集团)股份有限公司 | Bulk cargo loading and unloading equipment remote service system |
| CN106249646A (en) * | 2016-08-11 | 2016-12-21 | 廖金能 | A kind of internet of things equipment monitoring system based on WIFI and data processing method thereof |
-
2017
- 2017-11-15 CN CN201711127479.5A patent/CN107918800A/en not_active Withdrawn
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN102541013A (en) * | 2012-01-10 | 2012-07-04 | 天华化工机械及自动化研究设计院 | Remote monitoring, early warning and fault-diagnosing system and method for anodic protection device |
| CN105022373A (en) * | 2015-04-30 | 2015-11-04 | 武汉理工大学 | Port equipment maintenance system based on zigbee technology |
| CN105430091A (en) * | 2015-12-11 | 2016-03-23 | 山东科大机电科技股份有限公司 | Cloud storage based remote equipment health management method and system using same |
| CN105807740A (en) * | 2016-03-08 | 2016-07-27 | 上海振华重工(集团)股份有限公司 | Bulk cargo loading and unloading equipment remote service system |
| CN106249646A (en) * | 2016-08-11 | 2016-12-21 | 廖金能 | A kind of internet of things equipment monitoring system based on WIFI and data processing method thereof |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109086895A (en) * | 2018-07-06 | 2018-12-25 | 山东中瑞新能源科技有限公司 | A kind of operation management system and method for heating ventilation air-conditioning system |
| CN109086895B (en) * | 2018-07-06 | 2021-02-12 | 山东中瑞新能源科技有限公司 | Operation and maintenance management system and method for heating, ventilation and air conditioning system |
| CN109242356A (en) * | 2018-10-25 | 2019-01-18 | 黎泽芝 | Construction of the highway safe production management system based on mobile Internet |
| CN112249910A (en) * | 2020-10-20 | 2021-01-22 | 上海振华重工(集团)股份有限公司 | Processing method and system for shore bridge abnormity, computing equipment and storage medium |
| CN112249910B (en) * | 2020-10-20 | 2023-06-27 | 上海振华重工(集团)股份有限公司 | Method, system, computing equipment and storage medium for processing bank bridge exception |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| KR101920372B1 (en) | Visible prognostics system for the machinery out of order and quality failure on the factory | |
| US8694196B1 (en) | Methods and systems for centrally managed maintenance program for aircraft fleets | |
| CN111080140A (en) | Industrial control equipment maintenance scheduling system and method | |
| CN107918800A (en) | The maintenance system and maintenance method of harbour machinery | |
| CN108803569A (en) | Station boiler diagnostic expert system and its method for diagnosing faults | |
| CN102354918A (en) | Method and device for maintaining power transmission and transformation equipment | |
| CN107844892A (en) | A kind of equipment O＆M plan Dynamic Scheduling system and optimization method | |
| CN109840602A (en) | A kind of novel maintenance management system and method for industrial manufacturing equipment | |
| CN103971294B (en) | One kind assesses information display system based on power transmission and transformation equipment state | |
| CN103164775A (en) | Automatic evaluation platform and method for power grid equipment status | |
| CN109884473A (en) | A kind of electric power overhaul system and method | |
| CN108398932A (en) | Automatic driving vehicle detecting system and method | |
| CN113177650A (en) | Predictive maintenance method and device for wagon compartment | |
| KR101278428B1 (en) | Real-time collaborated enterprise asset management system based on condition-based maintenance and method thereof | |
| DE102015225144A1 (en) | System and method for diagnosing at least one component of a device and / or plant requiring maintenance | |
| CN108928744A (en) | A kind of container crane inline diagnosis and maintenance system based on big data | |
| WO2018235399A1 (en) | Plant assistance assessment system and plant assistance assessment method | |
| CN112801313A (en) | Fully mechanized mining face fault judgment method based on big data technology | |
| Xia et al. | Progressive opportunistic maintenance policies for service-outsourcing network with prognostic updating and dynamical optimization | |
| CN117689214A (en) | Dynamic safety assessment method for energy router of flexible direct-current traction power supply system | |
| Singh et al. | Reliability centered maintenance used in metro railways | |
| JP2006268445A (en) | Production line management system | |
| CN102158521A (en) | Ethernet-based computerized flat knitter on-line measurement and control system | |
| CN106373028B (en) | Power maintenance system | |
| CN115239227B (en) | Production station monitoring method and system |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| WW01 | Invention patent application withdrawn after publication | ||
| WW01 | Invention patent application withdrawn after publication |
Application publication date: 20180417 |