CN106021613A - Bridge health monitoring system based on Hadoop - Google Patents
Bridge health monitoring system based on Hadoop Download PDFInfo
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- CN106021613A CN106021613A CN201610506979.9A CN201610506979A CN106021613A CN 106021613 A CN106021613 A CN 106021613A CN 201610506979 A CN201610506979 A CN 201610506979A CN 106021613 A CN106021613 A CN 106021613A
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- G06F16/2458—Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
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Abstract
The invention discloses a bridge health monitoring system based on Hadoop. The bridge management system comprises a real-time monitoring device, a manual inspection system, a master station server, a relational data server, a Hadoop platform, a management server and an online monitoring system; a MySQL relational database is used by the relational data server; the Hadoop platform comprises a MapReduce framework, an HBase database and an HDFS file system. The bridge health monitoring system has the advantage that due to the fact that the HBase database and the MapReduce framework of the Hadoop platform are used, the problem that due to the fact that data collected by a sensor is increased unceasingly, the storage efficiency and calculating efficiency are fast reduced is solved.
Description
Technical field
The present invention relates to bridge monitoring technical field, particularly relate to a kind of bridge health based on Hadoop prison
Examining system.
Background technology
In recent years, being affected by natural cause and anthropic factor, Bridges in Our Country cave-in accident happens occasionally,
These accidents cause a number of casualties and huge economic loss, and bridge security problem is subject to
The extensive concern of society.Therefore, it should take good effective monitoring means, in real time monitoring bridge self,
The information of the aspects such as environment, allows staff understand bridge real time information and health status whenever and wherever possible, with
Maintenance is provided for bridge, safeguards the most in time, to ensure bridge health safety, extend bridge service life.
Utilize advanced sensor detecting, the network communications technology and computer technology, the bridge built
Health monitoring systems has begun to use at home.But, though existing monitoring system can monitor letter in real time
The change of breath, but can not accomplish to understand the information monitored in real time whenever and wherever possible, and its data storage side
Formula the most all uses relevant database, being continuously increased along with data volume, and storage, computational efficiency can be bright
Aobvious decline, the analyzing and processing of mass data can be more difficult.In addition, bridge is patrolled by staff
Inspection work, still uses a traditional paper record, is unfavorable for management and the monitoring of the information of patrolling and examining.
Summary of the invention
The technical problem to be solved in the present invention is for the storage efficiency of mass data in prior art and meter
Calculate the defect of inefficiency, it is provided that a kind of bridge health monitoring system based on Hadoop.
The technical solution adopted for the present invention to solve the technical problems is:
Thering is provided a kind of bridge health monitoring system based on Hadoop, described bridge management system includes in real time
Monitoring device, manual inspection system, main website server, relationship data server, Hadoop platform, pipe
Reason server and on-line monitoring system；
Described Hadoop platform includes MapReduce framework, HBase data base and HDFS file system
System；
Described real-time monitoring device, connects main website server, is used for detecting and process bridge real time data and obtains
To the first packet, and this first packet is sent to main website server；
Described manual inspection system, connects main website server, during typing processing manual inspection
Bridge health data obtain the second packet, and this second packet is sent to main website server；
Described main website server, connects described Hadoop platform, be used for receiving and parsing through the first packet and
Second packet, writes HBase non-relational database by the first analysis result by HBase client,
Second analysis result is write MySQL relevant database by MySQL client；
Described on-line monitoring system, connection management server, for real-time management of monitor server basis
The warning message listened to notifies, to staff, to send the data inquiry request of bridge health situation
To managing server, and feedback result show staff, described data inquiry request include data
Add up, screen, classify and the request such as inquiry；
Described management server, connects Hadoop platform, for monitoring Hadoop platform in real time and by prison
The warning message heard is sent to on-line monitoring system, is managed this data inquiry request and dispatches
To each operation, each operation transmission is carried out being calculated this feedback result to Hadoop platform and is sent to
On-line monitoring system；
Described relationship data server, connects main website server, the second data resolved by main website server
Fruit stores in MySQL relevant database inclusion；
Described Hadoop platform, is used for calling MapReduce framework to the first analysis result, the second solution
Analysis result and each operation carry out parallel computation.
In the described system of the present invention, described real-time monitoring device includes:
Fibre Optical Sensor, for detection bridge real time data in real time, described bridge real time data includes bridge
Strain, pressure and temperature etc.；
Fiber Bragg grating (FBG) demodulator, is used for resolving this bridge real time data and obtains the first packet, and by this
One packet sends to main website server.
In the described system of the present invention, described main website server includes:
First interface, connects HBase non-relational database；
Second interface, connects MySQL relevant database；
Data resolution module, is used for receiving and parsing through the first packet and the second packet, respectively obtains
One analysis result and the second analysis result；
HBase client modules, for writing the non-pass of HBase by first interface by the first analysis result
It is type data base；
MySQL client modules, for closing the second analysis result write MySQL by the second interface
It is type data base.
In the described system of the present invention, described data resolution module is carried out according to udp protocol and specific stipulations
Resolve.
In the described system of the present invention, described Hadoop platform is server cluster.
In the described system of the present invention, described manual inspection system includes:
Bridge work attendance module up and down, for taking pictures on the spot and relevant information typing by the photographic head of mobile device
Add the bridge attendance record up and down of staff；
Patrol and examine track module, for being drawn by the GPS module of mobile device and Baidu's map SDK module
Staff patrols and examines track；
Patrol record module, for patrolling and examining bridge damage situation according to Three models writing task personnel
Record；
Transmission module on record, for remembering the work attendance of bridge up and down in mobile device by network or USB interface
Record, patrol and examine track and patrol record is uploaded to main website server.
In the described system of the present invention, described Three models includes:
Daily Round Check, staff carries out patrol task every day；
Often patrolling and examining, bridge parts damaged condition is patrolled and examined by staff by predetermined period；
Regular visit, regulation table content is patrolled and examined by staff at preset timed intervals.
In the described system of the present invention, described real-time monitoring system includes:
Alarm module, pushes will listen to for real-time management of monitor server and by JPUSH aurora
Warning message notifies to staff；
Data inspection module, obtains the first feedback for sending the first data inquiry request to management server
As a result, and use first feedback result update bridge real time data；
Diagrammatic representation module, obtains the second feedback for sending the second data inquiry request to management server
As a result, by AchartEngine schema engine by the second feedback result and historical feedback result drafting pattern
Table；
Data analysis module, obtains the 3rd feedback for sending the 3rd data inquiry request to management server
As a result, according to predetermined comparison item analysis the 3rd feedback result and analysis result is shown by chart.
In the described system of the present invention, described real-time monitoring system passes through the real-time management of monitor of TimeTask class
Server.
In the described system of the present invention, described manual inspection system and described real-time monitoring system are based on peace
Zhuo Pingtai and formed.
The beneficial effect comprise that: use Hadoop platform HBase data base and
MapReduce framework overcomes tradition Detection System for Bridge along with the gathered data of thousands of sensor
Be continuously increased and cause storage efficiency, the problem of computational efficiency rapid decrease, it is achieved that to magnanimity number
According to distributed storage and parallel computation, the online-monitoring software staff of mobile device can at any time with
Ground is understood the data such as the bridge local environment real-time monitored and bridge self information and realizes automatic alarm,
Manual inspection system achieves the with no paper operation of staff, improves work efficiency so that patrol and examine number
According to being easy to management and monitoring.
Accompanying drawing explanation
Below in conjunction with drawings and Examples, the invention will be further described, in accompanying drawing:
Fig. 1 is the structural representation of a kind of based on Hadoop bridge health monitoring system of the embodiment of the present invention
Figure；
Fig. 2 is the architectural schematic of the Hadoop platform of the embodiment of the present invention；
Fig. 3 is the Work attendance method schematic flow sheet of the work attendance module of bridge up and down of the embodiment of the present invention；
Fig. 4 is the method for inspecting schematic flow sheet patrolling and examining track module of the embodiment of the present invention；
Fig. 5 is the alarm method schematic flow sheet of the alarm module of the embodiment of the present invention；
Fig. 6 is the querying method schematic flow sheet of the data inspection module of the embodiment of the present invention.
Detailed description of the invention
In order to make the purpose of the present invention, technical scheme and advantage clearer, below in conjunction with accompanying drawing and
Embodiment, is further elaborated to the present invention.Should be appreciated that described herein being embodied as
Example only in order to explain the present invention, is not intended to limit the present invention.
In embodiments of the invention, as it is shown in figure 1, a kind of bridge health monitoring system based on Hadoop,
Bridge management system includes that real-time monitoring device, manual inspection system, main website server, relation data take
Business device, Hadoop platform, management server and on-line monitoring system；
As in figure 2 it is shown, Hadoop platform includes MapReduce framework, HBase data base and HDFS
File system；
Hadoop be one by the distributed system architecture of Apache fund club exploitation.Hadoop
Achieve a distributed file system (Hadoop Distributed File System, HDFS).HDFS
There is high fault tolerance, and can be deployed on cheap hardware；It provides high-throughput (high throughput)
Carry out the data of access application, be suitable for those application journeys having super large data set (large data set)
Sequence.HDFS relaxes POSIX, and (Portable Operating System Interface, transplantation operates
System interface) requirement, can access in the form of streaming in (streaming access) file system
Data.
The most crucial design of Hadoop framework is: HDFS and MapReduce.HDFS is mass data
Provide storage, then MapReduce is that the data of magnanimity provide calculating.
Hadoop is made up of many elements, and its bottommost is HDFS file system, HDFS file system
File on all memory nodes in storage Hadoop cluster.The upper strata of HDFS is that MapReduce draws
Holding up, this engine is made up of JobTrackers and TaskTrackers.
Real-time monitoring device, connects main website server, is used for detecting and process bridge real time data and obtains the
One packet, and this first packet is sent to main website server；Bridge real time data includes bridge
The data such as strain, pressure and temperature；
Manual inspection system, connects main website server, for typing the bridge during processing manual inspection
Beam health data obtains the second packet, and sends this second packet to main website server；Bridge is good for
Health data include that bridge is overall or the damage unusual condition (such as burn into deformation etc.) at each position and bridge institute
The data such as the temperature at place, weather；
Main website server, connects Hadoop platform, is used for receiving and parsing through the first packet and the second data
Bag, writes HBase non-relational database by the first analysis result by HBase client, by second
Analysis result writes MySQL relevant database by MySQL client；
On-line monitoring system, connection management server, for real-time management of monitor server and according to monitoring
To warning message notify to staff, the data inquiry request of bridge health situation will be sent to pipe
Reason server, and feedback result shows staff, data inquiry request include data statistics, sieve
Choosing, classify and the request such as inquiry；
Management server, connects Hadoop platform, monitors Hadoop platform for real-time and will listen to
Warning message be sent to on-line monitoring system, this data inquiry request is managed and scheduling obtains respectively
Individual operation, carries out being calculated this feedback result by each operation transmission to Hadoop platform and is sent to online
Monitoring system；
Described relationship data server, connects main website server, the second data resolved by main website server
Fruit stores in MySQL relevant database inclusion.
Hadoop platform, is used for calling MapReduce framework to the first analysis result, the second analysis result
Parallel computation is carried out with each operation.
In above-described embodiment, MapReduce framework is to mass data parallel processing, by HBase data base
In data as data input source or output target, use TableInputFormat,
The interfaces such as TableOutputFormat, are used as MapReduce operation the Table in HBase data base
Data are carried out parallel computation by data.MapReduce framework includes Map node and Reduce node,
Wherein, the corresponding Reduce node of several Map nodes, first divides calculative All Jobs
Dispensing all Map node carries out parallel computation, and result of calculation focuses on each Reduce node the most again
Conclude, obtain final calculation result, in this way can be with parallel processing mass data, significantly
Improve computational efficiency.
In embodiments of the invention, real-time monitoring device includes:
Fibre Optical Sensor, for detection bridge real time data in real time, bridge real time data includes answering of bridge
Change, pressure and temperature；
The basic functional principle of Fibre Optical Sensor: the optical signal from light source is sent into manipulator through optical fiber,
Make parameter to be measured with enter modulator zone light interact after, cause light optical property (as light intensity,
Wavelength, frequency, phase place, polarization state etc.) change, become the signal source modulated, through light
Fine feeding photo-detector, is demodulated, it is thus achieved that measured parameter.
Fiber Bragg grating (FBG) demodulator, is used for resolving this bridge real time data and obtains the first packet, and by this
One packet sends to main website server.
Fiber Bragg grating (FBG) demodulator has that volume is little, precision is high, Larger Dynamic scope fiber-optic grating sensor is measured
The analysis ability of the spectrum of ability and accuracy.Be mainly used in bridge, dam, skyscraper, tunnel,
The structural strain in the fields such as highway, electric power, petrochemical industry, fire-fighting, HVAC and the real-time prison of temperature
Survey.
In embodiments of the invention, main website server includes:
First interface, connects HBase non-relational database；
Second interface, connects MySQL relevant database；
Data resolution module, is used for receiving and parsing through the first packet and the second packet, respectively obtains
One analysis result and the second analysis result；
HBase client modules, for writing the non-pass of HBase by first interface by the first analysis result
It is type data base；
MySQL client modules, by the second interface by the second analysis result write MySQL relationship type
Data base.
In above-described embodiment, HBase client modules connects HBase non-relational number by first interface
According to storehouse, MySQL client modules connects MySQL relevant database by the second interface.
In embodiments of the invention, data resolution module resolves according to udp protocol and specific stipulations.
In above-described embodiment, udp protocol full name is UDP, in a network it and TCP
Agreement is equally used for processing packet, is a kind of connectionless agreement.These specific stipulations refer to fiber grating solution
Adjust the parsing form of the first packet of instrument regulation.
In embodiments of the invention, main website server connects Hadoop platform by network.
In above-described embodiment, main website server can be by wireless wide-areas such as CDMA, GPRS, CDPD
Network, it is also possible to connect Hadoop platform by LAN, Metropolitan Area Network (MAN) and individual's net.
In embodiments of the invention, Hadoop platform is server cluster.
In above-described embodiment, server cluster refers to get up a lot of server centered carry out same together
Service, similarly is only one of which server in client.Cluster can utilize multiple computer to carry out
Parallel computation thus obtain the highest calculating speed, it is also possible to backup with multiple computers so that
Any one machine is broken whole system still can be properly functioning.
In embodiments of the invention, manual inspection system includes:
Bridge work attendance module up and down, for taking pictures on the spot and relevant information typing by the photographic head of mobile device
Add the bridge attendance record up and down of staff；
As it is shown on figure 3, first, upper and lower bridge work attendance module (including bridge work attendance and lower bridge work attendance) is started,
During upper bridge work attendance, select personnel on duty and weather, fill in bridge attendance record, fill in lower bridge during lower bridge and examine
Diligent record, then shoots photo, adds attendance record.
Patrol and examine track module, for being drawn by the GPS module of mobile device and Baidu's map SDK module
Staff patrols and examines track；
As shown in Figure 4, when the upper bridge of staff starts patrol task, the GPS mould of mobile device is opened
The longitude and latitude of block real time record staff present position, lower bridge terminates to close GPS during patrol task；Work
Make personnel and can check, by clicking on the map option of patrolling and examining of mobile device, the trajectory passed by.
Patrol record module, for patrolling and examining bridge damage situation according to Three models writing task personnel
Record；
Transmission module on record, for remembering the work attendance of bridge up and down in mobile device by network or USB interface
Record, patrol and examine track and patrol record is uploaded to main website server, by upper and lower bridge attendance record, patrol and examine track
And patrol record packing is compressed into ZIP file and is uploaded to main website server.
In above-described embodiment, manual inspection system includes upper and lower bridge work attendance module, patrols and examines track module, patrols
Inspection logging modle and the upper transmission module of record.Wherein, upper and lower bridge work attendance module is obtained by mobile device photographic head
Take staff's upper and lower bridge attendance record；Patrol and examine track module by mobile equipment GPS function and Baidu ground
Figure SDK (Baidu's map could alternatively be Google Maps, search dog map, high moral map, Tengxun's map etc.)
Drawing personnel patrol and examine track；Patrol record module (Daily Round Check, is often patrolled and examined according to Three models
And regular visit) writing task personnel to bridge information (include self parts of bridge environment, bridge and
His bridge information) patrol record；On record, transmission module passes through network (including wireless network) or USB
Record in mobile device is uploaded to main website server by interface, achieves work by manual inspection system
The with no paper operation of personnel, improves work efficiency so that patrols and examines data and is easy to management and monitoring.
In embodiments of the invention, Three models includes:
Daily Round Check, staff carries out patrol task every day, user specify patrol task every day；
Often patrolling and examining, bridge parts damaged condition is patrolled and examined by staff by predetermined period, presets week
Phase can be one week, two weeks or other cycles, user specify；
Regular visit, regulation table content is patrolled and examined by staff at preset timed intervals, it is stipulated that in form
Hold and also specified by user, the information such as bridge each parts damages degree, temperature, weather can be included.
In embodiments of the invention, real-time monitoring system includes:
Alarm module, pushes will listen to for real-time management of monitor server and by JPUSH aurora
Warning message notifies to staff, and user is possible not only to receive alert notice, it is also possible to check history report
Alarming information；
As it is shown in figure 5, first, start management server, start alarm monitor, inquire about warning message,
Management server determines whether new warning message, if there is new warning message, then by alarm signal
Breath pushes to the client (mobile terminal such as mobile phone, Pad) of user；
JPUSH aurora push has multiple propelling movement mode: notice (pushes content of text and is directly illustrated in use
In the informing at family), self-defined message (push self-defining message content pass through application process) and
Rich Media (pushes and edits the html page content that both pictures and texts are excellent in advance).
Data inspection module, obtains the first feedback for sending the first data inquiry request to management server
As a result, and use first feedback result update bridge real time data；
As shown in Figure 6, data inspection module includes UI thread and the worker thread on backstage on foreground, first
User selects data query option on the UI interface of mobile device, and data inspection resume module user clicks on
Inquiry request is also sent to background server (management server) by operation, and it is fixed that backstage starts worker thread
Time obtain real time data, and return Query Result, then Query Result processed and send back foreground,
UI thread refreshes UI interface display Query Result；
Diagrammatic representation module, obtains the second feedback for sending the second data inquiry request to management server
As a result, by AchartEngine schema engine by the second feedback result and historical feedback result drafting pattern
Table, it is achieved that pictorialization display scene monitoring data and conventional historical data, including bridge structure, ring
Border and the data in terms of vehicle；
In above-described embodiment, obtain data query result by TimeTask class real-time management of monitor server
And it is (sector diagram, straight by AchartEngine schema engine, data query feedback result to be plotted in chart
Fang Tu, curve chart etc.) on, the classification that user by selecting is different, different nodes and date check
Different information.AChartEngine is a graph making engine based on Android (Android), and it is
Android developer provides a lot of practical graph making tool-class.
Data analysis module, obtains the 3rd feedback for sending the 3rd data inquiry request to management server
As a result, according to predetermined comparison item analysis the 3rd feedback result and analysis result is shown by chart.
Data analysis module includes single index analysis and index of correlation analysis, and user can select different
The comparative run such as date, bridge parts or sensing station are analyzed, and by analysis result chart
Show.
In above-described embodiment, the first data inquiry request, the second data inquiry request and the 3rd data are looked into
The request of inquiry is the option-tag set or the keyword (date, bridge parts, the biography that are inputted by user
Sensor etc., bridge strain, pressure, temperature etc.).
In embodiments of the invention, real-time monitoring system passes through TimeTask class real-time management of monitor server.
In above-described embodiment, Timer class is a kind of thread facility, can be used to realize some time or certain
Some tasks carrying is arranged once or to repeat at periodic or other desired execution after a period of time.This function and TimerTask
With the use of.TimerTask class is for realizing by arrange once of Timer or certain task of repeating.
What each Timer object was corresponding is a thread, and therefore the task performed by timer should be the completeest
Become, otherwise can postpone follow-up tasks carrying.
In embodiments of the invention, the api interface provided by HBase data base realizes data query.
In embodiments of the invention, manual inspection system and real-time monitoring system are based on Android platform and shape
Become.
It should be appreciated that for those of ordinary skills, can be changed according to the above description
Enter or convert, and all these modifications and variations all should belong to the protection domain of claims of the present invention.
Claims (10)
1. a bridge health monitoring system based on Hadoop, it is characterized in that, described bridge management system includes real-time monitoring device, manual inspection system, main website server, relationship data server, Hadoop platform, management server and on-line monitoring system；
Described Hadoop platform includes MapReduce framework, HBase data base and HDFS file system；
Described real-time monitoring device, connects main website server, is used for detecting and process bridge real time data and obtains the first packet, and sends this first packet to main website server；
Described manual inspection system, connects main website server, obtains the second packet for typing the bridge health data during processing manual inspection, and sends this second packet to main website server；
Described main website server, connect described Hadoop platform and described relationship data server, for receiving and parsing through the first packet and the second packet, by the first analysis result write HBase non-relational database, by the second analysis result write Mysql relevant database；
Described on-line monitoring system, connection management server, for real-time management of monitor server and notify to staff according to the warning message listened to, the data inquiry request of bridge health situation will be sent to managing server, and feedback result shows staff, described data inquiry request include data statistics, screen, classify and the request such as inquiry；
Described management server, connects Hadoop platform, for monitoring Hadoop platform in real time and the warning message listened to is sent to on-line monitoring system；
This data inquiry request is managed and scheduling obtains each operation, each operation transmission is carried out being calculated this feedback result to Hadoop platform and is sent to on-line monitoring system；
Described relationship data server, connects main website server, the second packet result that main website server resolves is stored in MySQL relevant database；
Described Hadoop platform, is used for calling MapReduce framework and the first analysis result, the second analysis result and each operation is carried out parallel computation.
2. bridge health monitoring system as claimed in claim 1, it is characterised in that described real-time monitoring device includes:
Fibre Optical Sensor, for detection bridge real time data in real time, described bridge real time data includes the strain of bridge, pressure and temperature etc.；
Fiber Bragg grating (FBG) demodulator, is used for resolving this bridge real time data and obtains the first packet, and send this first packet to main website server.
3. bridge health monitoring system as claimed in claim 1, it is characterised in that described main website server includes:
First interface, connects HBase non-relational database；
Second interface, connects MySQL relevant database；
Data resolution module, is used for receiving and parsing through the first packet and the second packet, respectively obtains the first analysis result and the second analysis result；
HBase client modules, for writing HBase non-relational database by first interface by the first analysis result；
MySQL client modules, for writing MySQL relevant database by the second interface by the second analysis result.
4. bridge health monitoring system as claimed in claim 1, it is characterised in that described data resolution module resolves according to udp protocol and specific stipulations.
5. bridge health monitoring system as claimed in claim 1, it is characterised in that described Hadoop platform is server cluster.
6. bridge health monitoring system as claimed in claim 1, it is characterised in that described manual inspection system includes:
Bridge work attendance module up and down, for taking pictures on the spot by the photographic head of mobile device and the bridge attendance record up and down of relevant information typing interpolation staff；
Patrol and examine track module, for patrolling and examining track by the GPS module of mobile device and Baidu map SDK module drawing personnel；
Patrol record module, for according to the Three models writing task personnel patrol record to bridge damage situation；
Transmission module on record, for by network or USB interface by the attendance record of bridge up and down in mobile device, patrol and examine track and patrol record is uploaded to main website server.
7. bridge health monitoring system as claimed in claim 6, it is characterised in that described Three models includes:
Daily Round Check, staff carries out patrol task every day；
Often patrolling and examining, bridge parts damaged condition is patrolled and examined by staff by predetermined period；
Regular visit, regulation table content is patrolled and examined by staff at preset timed intervals.
8. bridge health monitoring system as claimed in claim 1, it is characterised in that described real-time monitoring system includes:
Alarm module, notifies the warning message listened to staff for real-time management of monitor server and by the propelling movement of JPUSH aurora；
Data inspection module, obtains the first feedback result for sending the first data inquiry request to management server, and uses the first feedback result to update bridge real time data；
Diagrammatic representation module, obtains the second feedback result for sending the second data inquiry request to management server, by AchartEngine schema engine, the second feedback result and historical feedback result is depicted as chart；
Data analysis module, obtains the 3rd feedback result for sending the 3rd data inquiry request to management server, according to predetermined comparison item analysis the 3rd feedback result and shows analysis result by chart.
9. bridge health monitoring system as claimed in claim 1, it is characterised in that described real-time monitoring system passes through TimeTask class real-time management of monitor server.
10. bridge health monitoring system as claimed in claim 1, it is characterised in that described manual inspection system and described real-time monitoring system are based on Android platform and are formed.
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Cited By (10)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN106709029A (en) * | 2016-12-28 | 2017-05-24 | 上海斐讯数据通信技术有限公司 | File hierarchical processing method and processing system based on Hadoop and MySQL |
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| CN108981821A (en) * | 2018-08-07 | 2018-12-11 | 重庆建筑工程职业学院 | A kind of intelligent monitoring system for bridge |
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Cited By (12)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN106709029A (en) * | 2016-12-28 | 2017-05-24 | 上海斐讯数据通信技术有限公司 | File hierarchical processing method and processing system based on Hadoop and MySQL |
| CN109696316A (en) * | 2017-10-20 | 2019-04-30 | 株洲中车时代电气股份有限公司 | A kind of train remote supervision system |
| CN108228748A (en) * | 2017-12-21 | 2018-06-29 | 华南理工大学 | A kind of lossless cloud detection system of steel construction based on Hadoop |
| CN108981821A (en) * | 2018-08-07 | 2018-12-11 | 重庆建筑工程职业学院 | A kind of intelligent monitoring system for bridge |
| CN109902096A (en) * | 2019-02-20 | 2019-06-18 | 湖北交投智能检测股份有限公司 | Assessment of Highway Bridge Structures health monitoring platform Mass Data Management system and method |
| CN110715684A (en) * | 2019-09-30 | 2020-01-21 | 中国科学院合肥物质科学研究院 | Bridge cable clamp health monitoring system and method based on optical fiber sensing |
| CN110715684B (en) * | 2019-09-30 | 2022-03-22 | 中国科学院合肥物质科学研究院 | Bridge cable clamp health monitoring system and method based on optical fiber sensing |
| CN111190879A (en) * | 2019-12-31 | 2020-05-22 | 安徽省交通规划设计研究总院股份有限公司 | Health monitoring multi-source data fusion system for long and large expressway bridge |
| CN111505010A (en) * | 2020-04-28 | 2020-08-07 | 张地林 | Bridge safety detection system based on cloud platform |
| CN112180861A (en) * | 2020-09-24 | 2021-01-05 | 中铁大桥局集团有限公司 | Integrated bridge monitoring system |
| CN115114231A (en) * | 2022-07-11 | 2022-09-27 | 中南大学 | Qt language-based urban medium and small bridge file information management system |
| CN115114231B (en) * | 2022-07-11 | 2024-04-26 | 中南大学 | Urban medium and small bridge file information management system based on Qt language |
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