CN106503967A - Wisdom laboratory big data platform based on BIM and VR - Google Patents
Wisdom laboratory big data platform based on BIM and VR Download PDFInfo
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- CN106503967A CN106503967A CN201610949817.2A CN201610949817A CN106503967A CN 106503967 A CN106503967 A CN 106503967A CN 201610949817 A CN201610949817 A CN 201610949817A CN 106503967 A CN106503967 A CN 106503967A
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- 238000010276 construction Methods 0.000 claims abstract description 52
- 238000007726 management method Methods 0.000 claims abstract description 33
- 238000005516 engineering process Methods 0.000 claims abstract description 17
- 238000012423 maintenance Methods 0.000 claims abstract description 14
- 238000004458 analytical method Methods 0.000 claims abstract description 7
- 238000013499 data model Methods 0.000 claims abstract description 4
- 238000013500 data storage Methods 0.000 claims abstract description 3
- 238000013461 design Methods 0.000 claims description 33
- 239000000463 material Substances 0.000 claims description 15
- 238000012544 monitoring process Methods 0.000 claims description 13
- 238000011217 control strategy Methods 0.000 claims description 9
- 238000013528 artificial neural network Methods 0.000 claims description 8
- 238000007405 data analysis Methods 0.000 claims description 8
- 230000002093 peripheral effect Effects 0.000 claims description 8
- 238000013439 planning Methods 0.000 claims description 8
- 230000006872 improvement Effects 0.000 claims description 7
- 238000009877 rendering Methods 0.000 claims description 6
- 238000012986 modification Methods 0.000 claims description 5
- 230000004048 modification Effects 0.000 claims description 5
- 230000005540 biological transmission Effects 0.000 claims description 4
- 230000007935 neutral effect Effects 0.000 claims description 4
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- 241001269238 Data Species 0.000 claims description 3
- 230000003749 cleanliness Effects 0.000 claims description 3
- 230000005611 electricity Effects 0.000 claims description 3
- 230000005284 excitation Effects 0.000 claims description 3
- 239000012530 fluid Substances 0.000 claims description 3
- 238000005286 illumination Methods 0.000 claims description 3
- 230000003287 optical effect Effects 0.000 claims description 3
- 230000009467 reduction Effects 0.000 claims description 3
- 230000001954 sterilising effect Effects 0.000 claims description 3
- 239000000126 substance Substances 0.000 claims description 3
- 238000012549 training Methods 0.000 claims description 3
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Abstract
The present invention disclose a kind of management-control method based on BIM and the wisdom laboratory big data platform of VR and construction method.Including the data models such as laboratory building, equipment being built using BIM, be shown in conjunction with VR technology, interact.And use artificial intelligence, technology of Internet of things, engineering management data, ambient parameter, floor data etc. are extracted, are changed from source, is loaded onto big data warehouse, calculating analysis is carried out according to historical data, setting data by big data storage analysis module, so that intelligent management control is carried out to laboratory operation maintenance.The intelligent construction level and safe operation management level of the engineerings such as biology, physics & chemistry lab, clean room by the platform, can be improved, reduces engineering construction and operation expense.
Description
Technical field
The present invention relates to biological, physics & chemistry lab, the intelligent construction field of clean room, and in particular to one kind is based on
BIM is built and operation with the wisdom laboratory big data platform of VR technology.
Background technology
Laboratory engineering is different from common building engineering, is applied to the laboratory of scientific research, inspection, medicine and hygiene fieldses
It is a complicated system engineering.Laboratory engineering to ventilation, purification of air, safe consumption, communication, power supply, water supply, draining all
There is the requirement higher compared to common industrial and civil architecture.The project staff of lab design should be familiar with laboratory work stream
The professional knowledges such as journey, laboratory apparatus operation principle, experiment safety, while should also have the specialty of architectural design in the engineering of laboratory
Knowledge, at present, laboratory engineering of most designing institutees in the face of different industries lacks the experience of specialty, it is difficult to planning and designing rationally,
Advanced specialized laboratory, greatly hinders the development of lab construction.And the Construction Party for laboratory engineering, often to this
The workflow of industry, environmental requirement are familiar, but lack the professional knowledge of engineering design.Therefore, in current experiment
In the engineering construction of room, lack the platform that both sides efficiently link up so that the inefficiency of laboratory engineering construction, in some works
Also occur in journey build up rear functional requirement can not be completely up to standard, cause huge loss.Also, the day-to-day operation in laboratory
More accurate, more intelligent control is needed to safeguard.At present, have benefited from BIM(BIM)With VR(Virtual reality) skill
The development of art, it is possible to use BIM professional designers build the model of the project data such as laboratory building, equipment, to laboratory
The visual design is carried out, in conjunction with VR technology, artificial intelligence, technology of Internet of things, a big data platform is built, is built with engineering
If each side carry out efficiently, visualization link up, the professional ability of abundant incorporation engineering personnel and laboratory industry professional ability, greatly
Improve its construction level of laboratory engineering.
Content of the invention
It is an object of the invention to provide a kind of wisdom laboratory big data platform and its structure side based on BIM and VR
Method, by the real BIM of laboratory engineering, collective virtual reality technology, artificial intelligence, technology of Internet of things, builds
One big data platform for serving engineering design side, management side, Construction Party, construction party, operation maintenance personnel.
The technical scheme is that:A kind of wisdom laboratory big data platform based on BIM and VR.Characterized in that,
Including:Building that planning, design phase are set up by BIM technology, equipment, the proprietary model in laboratory such as instrument.For storing
The cloud service platform of established model, platform by three-dimensional real building general layout, scene model data storehouse, equipment and instrument model database and
Control module is constituted.
Wherein, the built-in control strategy of control module, can receive and be connected to laboratory equipment, the prison of the sensor transmission of instrument
Data are surveyed, and Monitoring Data is incorporated to the model database of BIM cloud platforms.The instruction using VR platforms can also be received.Can be by
Instruction passes to the various actuators in laboratory, and the equipment to laboratory, instrument are controlled.Can also be according to Monitoring Data
Contrasted with the historical data in database, provided control strategy, the safe and stable operation of battle support laboratory.VR platforms and BIM
Platform carries out information exchange.From BIM platform reading model data, calculating service using batch carries out rendering output to model, and
The instruction of receives input.
The monitoring data includes:Temperature, pressure, pressure reduction, cleanliness factor, sterilizing time, the flow of fluid, flow velocity, pressure head
Loss, gas leak data, electric leakage data, electricity, strong and weak electric signal, intensity of illumination, optical signal, the sound intensity, acoustical signal.
The VR platforms are an application service, and which is installed on Cloud Server, using BIM model constructions, can pass through client
Access, viewing is accessed using VR glasses, and can receive the instruction of VR peripheral hardware hardware.
A kind of wisdom laboratory big data platform construction method based on BIM and VR.
Step one:Project planning, design, bidding stage in laboratory, engineering design side use BIM technology, foundation to build
Build, the data model of equipment, instrument, and model is uploaded to Cloud Server, carries out rendering displaying by server.
Step 2:Laboratory engineering construction side is in software client, web page, mobile phone A PP program real time execution, viewing
Achievement, and improvement idea is passed to by design side by internet, being continued according to feedback modification model by design side, improvement sets
Meter, until Construction Party is satisfied with.
Step 3:After the completion of BIM designs, pass through client, web terminal, APP ends viewable access by construction party with management side
The BIM construction drawings of cloud platform, and the engineering management application with reference to cloud platform, the whole guidance of purchase, sales and stock management application complete to apply
Work.
Step 4:After the completion of construction, entity building, equipment, instrument are connected by Internet of Things, are docked to cloud by industry control agreement
The ETL servers of platform.Data are extracted, are changed from source, being loaded onto big data warehouse by ETL servers, are stored by big data
Analysis module carries out output after calculating analysis according to historical data, setting data and enters to master control room, client, web terminal, APP ends
Row monitors, reports to the police and generate analytical statement, the operation maintenance stable so as to know laboratory safety.
In step one described in wisdom laboratory big data platform construction method based on BIM and VR, BUILDINGS MODELS, equipment mould
The equal designated model ratio of type, instrument models, coordinate system standard, race storehouse set up rule.
In step 2 described in wisdom laboratory big data platform construction method based on BIM and VR, Construction Party and design side,
Construction party, management side, by internet, virtual reality technology, realize strange land, the exchange of real-time scheme.
In step 3 described in wisdom laboratory big data platform construction method based on BIM and VR, engineering management application, enter
Salestock management application is connected with BIM databases, be can read, changes, is stored and is shown by client and the visualization of VR peripheral hardwares
Equipment and materials coding, price, manufacturer's information, date of marching into the arena, the data of equipment and materials physico-chemical properties in BIM models.
In step 4 described in wisdom laboratory big data platform construction method based on BIM and VR, big data analysis module
It is to pass through the continuous self-teaching of artificial neural network using the historical data that similar and itself laboratory building security maintenance runs, no
Disconnected improvement control strategy.The artificial neural network adopts three layers of backpropagation(BP neural network)Structure, including input layer, hidden
Contain layer, output layer, excitation function uses Sigmoid functions.
A kind of operation maintenance management method based on BIM and the wisdom laboratory big data platform of VR.Characterized in that, passing
Monitoring Data is sent to big data platform by sensor, is stored in database, and the data in VR platform readable datas storehouse are carried out
Visualize and show, operation maintenance personnel can read remotely, in real time at client, WEB terminal, mobile phone A PP end and observe data, and to
Control module sends instruction, is executed by actuator.Data in big data analysis module readable data storehouse are entered to neutral net
Row training.
A kind of execution management method therefor based on BIM and the wisdom laboratory big data platform of VR.Characterized in that, engineering is applied
During work, workman, material, plant equipment are interconnected by Internet of Things and big data platform, and labor and materials machine is allotted, attachment less radio-frequency
Identification label(RFID), construction is whole to carry out intelligent management by big data platform.
Description of the drawings
Fig. 1 is the system structure diagram of the present invention.
Specific embodiment
Wisdom laboratory big data platform as shown in Fig. 1 based on BIM and VR, including BIM platforms, VR platforms, engineering management
Application, goods entry, stock and sales application, ETL servers, big data store analysis module.
Wherein BIM platforms set up building, equipment, instrument etc. by engineering design side by BIM technology in planning, design phase
The proprietary model in laboratory.By three-dimensional real building general layout, scene model data storehouse, equipment and instrument model database and control module
Database is imported, and is stored in Cloud Server.
Wherein, the built-in control strategy of control module, can receive and be connected to laboratory equipment, the prison of the sensor transmission of instrument
Data are surveyed, and Monitoring Data is incorporated to the model database of BIM cloud platforms.The instruction using VR platforms can also be received.Can be by
Instruction passes to the various actuators in laboratory, and the equipment to laboratory, instrument are controlled.Can also be according to Monitoring Data
Contrasted with the historical data in database, provided control strategy, the safe and stable operation of battle support laboratory.VR platforms and BIM
Platform carries out information exchange.From BIM platform reading model data, calculating service using batch carries out rendering output to model, and
The instruction of receives input.
The result of design of platform is watched by client, WEB terminal, APP ends, VR peripheral hardwares in engineering construction side, it is possible to send
Interactive instruction, presents one's view to laboratory planning and design scheme.All modifications instruction feeds back to design side by big data platform,
Continue modification model and update data storage storehouse in design side.
Be stored in big data platform design a model improve after, construction party, management side by client, WEB terminal, APP ends,
VR peripheral hardwares are familiar with result of design, and carry out engineering construction.
In work progress, workman, material, plant equipment are interconnected by Internet of Things and big data platform, and labor and materials machine is allotted, patch
Dress wireless radio frequency identification mark(RFID), construction is whole to carry out intelligent management by big data platform.Wherein, workman's allocation has right
The wireless radio frequency identification mark that answers, material supplier before transporting goods and marching into the arena require to paste for material in advance according to engineering management
Dress label, plant equipment generate label according to BIM databases and mount label in advance.The discrepancy of whole construction process labor and materials machine
By computer intelligence management and control, and by real-time Data Transmission to big data platform.
After the completion of engineering construction, the sensor real-time monitoring for being connected to big data platform includes:Temperature, pressure, pressure reduction, clean
Cleanliness, sterilizing time, the flow of fluid, flow velocity, loss in head, gas leak data, electric leakage data, electricity, strong and weak electric signal,
Intensity of illumination, optical signal, the sound intensity, acoustical signal.
Operation maintenance personnel is by client, WEB terminal, APP ends, the various data of VR peripheral access, and input instruction.Data
Platform executes operations staff's instruction by the actuator of connection.
Wherein, the structure of big data platform is comprised the following steps.
Step one:Project planning, design, bidding stage in laboratory, engineering design side use BIM technology, foundation to build
Build, the data model of equipment, instrument, and model is uploaded to Cloud Server, carries out rendering displaying by server.
Step 2:Laboratory engineering construction side is in software client, web page, mobile phone A PP program real time execution, viewing
Achievement, and improvement idea is passed to by design side by internet, being continued according to feedback modification model by design side, improvement sets
Meter, until Construction Party is satisfied with.
Step 3:After the completion of BIM designs, pass through client, web terminal, APP ends viewable access by construction party with management side
The BIM construction drawings of cloud platform, and the engineering management application with reference to cloud platform, the whole guidance of purchase, sales and stock management application complete to apply
Work.
Step 4:After the completion of construction, entity building, equipment, instrument are connected by Internet of Things, are docked to cloud by industry control agreement
The ETL servers of platform.Data are extracted, are changed from source, being loaded onto big data warehouse by ETL servers, are stored by big data
Analysis module carries out output after calculating analysis according to historical data, setting data and enters to master control room, client, web terminal, APP ends
Row monitors, reports to the police and generate analytical statement, the operation maintenance stable so as to know laboratory safety.
In the step one, the equal designated model ratio of BUILDINGS MODELS, device model, instrument models, coordinate system standard, race storehouse
Set up rule.
In the step 2, Construction Party and design side, construction party, management side, by internet, virtual reality technology, reality
Existing strange land, the exchange of real-time scheme.
In the step 3, engineering management application, purchase, sales and stock management application are connected with BIM databases, can read, change,
Store and pass through client and VR peripheral hardwares visualization show BIM models in equipment and materials coding, price, manufacturer's information,
March into the arena date, the data of equipment and materials physico-chemical properties.
In the step 4, big data analysis module is the history that is run using similar and itself laboratory building security maintenance
Data update control strategy by the continuous self-teaching of artificial neural network.The artificial neural network is anti-using three layers
To propagation(BP neural network)Structure, including input layer, hidden layer, output layer, excitation function uses Sigmoid functions.Sensing
Monitoring Data is sent to big data platform by device, is stored in database, and the data in VR platform readable datas storehouse are carried out can
Show depending on changing, operation maintenance personnel can read observation data remotely, in real time at client, WEB terminal, mobile phone A PP end, and to control
Molding block sends instruction, is executed by actuator.Data in big data analysis module readable data storehouse are carried out to neutral net
Training.
These are only the specific embodiment of the present invention, the not restriction to protection scope of the present invention.All setting according to this case
Some improvement and supplement that meter thinking is done, each fall within the protection domain of this case.
Claims (10)
1. a kind of wisdom laboratory big data platform based on BIM and VR, it is characterised in that include:
Building that planning, design phase are set up by BIM technology, equipment, the proprietary model in laboratory such as instrument, are built for storage
The cloud service platform of model, platform is by three-dimensional real building general layout, scene model data storehouse, equipment and instrument model database and control
Molding block is constituted;
Wherein, the built-in control strategy of control module, can receive and be connected to laboratory equipment, the monitoring number of the sensor transmission of instrument
According to, and Monitoring Data is incorporated to the model database of BIM cloud platforms, the instruction using VR platforms can be also received, will can be instructed
The various actuators in laboratory are passed to, the equipment to laboratory, instrument are controlled, can also be according to Monitoring Data and number
Historical data according to storehouse is contrasted, and provides control strategy, the safe and stable operation of battle support laboratory, VR platforms and BIM platforms
Information exchange is carried out, and from BIM platform reading model data, service is calculated using batch carries out rendering output to model, and receives
The instruction of input.
2. the wisdom laboratory big data platform based on BIM and VR as claimed in claim 1, it is characterised in that the monitoring
Data include:Temperature, pressure, pressure reduction, cleanliness factor, sterilizing time, the flow of fluid, flow velocity, loss in head, gas leakage number
According to, electric leakage data, electricity, strong and weak electric signal, intensity of illumination, optical signal, the sound intensity, acoustical signal.
3. the wisdom laboratory big data platform based on BIM and VR as claimed in claim 1, it is characterised in that the VR puts down
Platform is an application service, and which is installed on Cloud Server, using BIM model constructions, can be accessed by client, be connect using VR glasses
Enter viewing, and the instruction of VR peripheral hardware hardware can be received.
4. a kind of wisdom laboratory big data platform construction method based on BIM and VR:
Step one:Project planning, design, bidding stage in laboratory, engineering design side use BIM technology, set up building, set
The data model of standby, instrument, and model is uploaded to Cloud Server, carry out rendering displaying by server;
Step 2:Laboratory engineering construction side software client, web page, mobile phone A PP program real time execution, viewing achievement,
And improvement idea is passed to by design side by internet, by design side continue according to feedback modification model, Curve guide impeller, until
Construction Party is satisfied with;
Step 3:After the completion of BIM designs, put down by client, web terminal, APP ends viewable access cloud with management side by construction party
The BIM construction drawings of platform, and the engineering management application with reference to cloud platform, the whole guidance of purchase, sales and stock management application complete to construct;
Step 4:After the completion of construction, entity building, equipment, instrument are connected by Internet of Things, are docked to cloud platform by industry control agreement
ETL servers, data extract, are changed from source, being loaded onto big data warehouse by ETL servers, by big data storage analysis
Module carries out output after calculating analysis according to historical data, setting data and is supervised to master control room, client, web terminal, APP ends
Control, report to the police and generate analytical statement, the operation maintenance stable so as to know laboratory safety.
5. the wisdom laboratory big data platform construction method based on BIM and VR as claimed in claim 4, it is characterised in that
In the step one, the equal designated model ratio of BUILDINGS MODELS, device model, instrument models, coordinate system standard, race storehouse set up rule
Then.
6. the wisdom laboratory big data platform construction method based on BIM and VR as claimed in claim 4, it is characterised in that
In the step 2, Construction Party and design side, construction party, management side, by internet, virtual reality technology, realize strange land, reality
When scheme exchange.
7. the wisdom laboratory big data platform construction method based on BIM and VR as claimed in claim 4, it is characterised in that
In the step 3, engineering management application, purchase, sales and stock management application are connected with BIM databases, be can read, change, are stored and lead to
Cross client and VR peripheral hardwares visualization show BIM models in equipment and materials coding, price, manufacturer's information, the date of marching into the arena,
The data of equipment and materials physico-chemical properties.
8. the wisdom laboratory big data platform construction method based on BIM and VR as claimed in claim 4, it is characterised in that
In the step 4, big data analysis module is that the historical data that is run using similar and itself laboratory building security maintenance is passed through
The continuous self-teaching of artificial neural network, updates control strategy;The artificial neural network adopts three layers of backpropagation(BP
Neutral net)Structure, including input layer, hidden layer, output layer, excitation function uses Sigmoid functions.
9. a kind of operation maintenance management method based on BIM and the wisdom laboratory big data platform of VR, it is characterised in that pass
Monitoring Data is sent to big data platform by sensor, is stored in database, and the data in VR platform readable datas storehouse are carried out
Visualize and show, operation maintenance personnel can read remotely, in real time at client, WEB terminal, mobile phone A PP end and observe data, and to
Control module sends instruction, is executed by actuator, and the data in big data analysis module readable data storehouse are entered to neutral net
Row training.
10. a kind of execution management method therefor based on BIM and the wisdom laboratory big data platform of VR, it is characterised in that engineering is applied
During work, workman, material, plant equipment are interconnected by Internet of Things and big data platform, and labor and materials machine is allotted, attachment less radio-frequency
Identification label(RFID), construction is whole to carry out intelligent management by big data platform.
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Cited By (10)
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CN106910049A (en) * | 2017-03-24 | 2017-06-30 | 上海凯泉泵业(集团)有限公司 | A kind of wisdom safety standard pump house AR(Augmented reality)Management system |
CN107092357A (en) * | 2017-04-21 | 2017-08-25 | 厦门中智信系统集成有限公司 | The real border Architectural Equipment management system of holography based on virtual reality |
CN107492050A (en) * | 2017-08-22 | 2017-12-19 | 汪小兵 | Big data platform application after a kind of resource consolidation |
CN108111836A (en) * | 2017-11-21 | 2018-06-01 | 中国建筑第八工程局有限公司 | ICU wards intelligent monitoring management method and system based on VR technologies |
CN108388711A (en) * | 2018-02-07 | 2018-08-10 | 深圳群伦项目管理有限公司 | A kind of engineering design based on BIM and management system |
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CN106910049A (en) * | 2017-03-24 | 2017-06-30 | 上海凯泉泵业(集团)有限公司 | A kind of wisdom safety standard pump house AR(Augmented reality)Management system |
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CN107492050A (en) * | 2017-08-22 | 2017-12-19 | 汪小兵 | Big data platform application after a kind of resource consolidation |
CN109729114A (en) * | 2017-10-30 | 2019-05-07 | 江南大学 | A kind of cloud service Internet of Things opening experiment platform |
CN108111836A (en) * | 2017-11-21 | 2018-06-01 | 中国建筑第八工程局有限公司 | ICU wards intelligent monitoring management method and system based on VR technologies |
CN108388711A (en) * | 2018-02-07 | 2018-08-10 | 深圳群伦项目管理有限公司 | A kind of engineering design based on BIM and management system |
CN108776837A (en) * | 2018-04-09 | 2018-11-09 | 上海大学 | Building operation management system and method based on Building Information Model and virtual reality technology |
CN109117533A (en) * | 2018-07-27 | 2019-01-01 | 上海宝冶集团有限公司 | Electronic workshop fire-fighting method based on BIM combination VR |
CN110688413A (en) * | 2019-09-27 | 2020-01-14 | 重庆渝高科技产业(集团)股份有限公司 | Building data analysis system and method based on big data |
CN111399649A (en) * | 2020-03-19 | 2020-07-10 | 上海建工集团股份有限公司 | Building engineering virtual reality interactive system based on BIM technology |
CN111399649B (en) * | 2020-03-19 | 2023-04-07 | 上海建工集团股份有限公司 | Building engineering virtual reality interactive system based on BIM technology |
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