CN117875711A - Intelligent building management method and system based on big data - Google Patents
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Abstract
The invention provides an intelligent building management method and system based on big data, comprising an interactive interface unit, a central processing unit and a communication collaboration platform, wherein the interactive interface unit is provided with an interactive interface for connecting the central processing unit and the communication collaboration platform, and the interface is responsible for coordinating data flow and communication between the two system units; the system adopts a multi-layer data processing architecture, comprises a data collecting layer, a data integrating layer and a data analyzing layer, collects data from a plurality of building projects in real time, ensures the accuracy of the data through a data quality management technology, integrates the data of different projects into a unified database in the data integrating layer, ensures that information from different projects and data sources can be accurately associated and integrated, performs multi-aspect analysis on the integrated data in the data analyzing layer, and ensures that the data from a plurality of building projects can be collected, integrated and multi-aspect through the multi-layer data processing architecture, thereby providing comprehensive data analysis capability for project management.
Description
Technical Field
The invention relates to building management, in particular to an intelligent building management method and system based on big data, and belongs to the technical field of big data intelligent buildings.
Background
Along with rapid development of technology, the building industry is continuously evolving and innovating, and an intelligent building management system is a method for improving the management efficiency and quality of building projects by applying modern technology, and utilizes sensors, the Internet of things and big data analysis technology to bring all aspects of the building projects into centralized management so as to realize more intelligent, efficient and sustainable building project management;
however, the data processing efficiency of the conventional system is relatively low, and cannot cope with the real-time processing requirement of a large amount of data, so that information update is delayed, the influence of human errors or data inconsistency is easily caused in the aspect of data accuracy, the accuracy of project decision is influenced, and in addition, multi-level comprehensive project data analysis is lacking in a basic data summary report, so that deep insight cannot be provided.
Therefore, an intelligent building management method and system based on big data are provided.
Disclosure of Invention
In view of the above, the present invention provides an intelligent building management method and system based on big data, so as to solve or alleviate the technical problems existing in the prior art, and at least provide a beneficial choice.
The technical scheme of the invention is realized as follows: intelligent building management method and system based on big data, comprising
The interactive interface unit is provided with an interactive interface for connecting the centralized data processing unit and the communication collaboration platform, and the interface is responsible for coordinating data flow and communication between the two system units;
a centralized data processing unit through which key information from a plurality of building projects is collected, integrated and analyzed in real time, including project cost, progress, personnel distribution and resource allocation;
the communication collaboration platform is used for supporting real-time communication and information sharing among project management personnel, contractors and staff;
the interactive interface supports the bidirectional data flow, is used for generating intelligent prompts and suggestions according to project data collected in real time by the data processing unit, directly transmits the intelligent prompts and suggestions to the communication collaboration platform, and can receive feedback and input from the communication collaboration platform.
It is further preferred that the centralized data processing unit comprises an advanced data analysis module, which uses data processing techniques to ensure that the information collected from the plurality of items is accurate and provides in-depth data insight into the management decisions.
Further preferably, the communication collaboration platform includes an interactive interface, and the interactive interface adopts intuitive graphics and control elements, so that a user can easily access information, communicate and share files.
Further preferably, the bi-directional data stream and feedback unit includes a feedback mechanism that automatically adjusts the analysis parameters and output of the data processing unit based on the discussion and feedback on the communication collaboration platform.
Further preferably, the system further comprises an early warning unit, wherein the early warning unit identifies potential project risk problems based on the output of the data analysis module and historical data, and sends early warning notification to related personnel through the communication collaboration platform.
Further preferably, the centralized data processing unit further comprises a resource optimization module that makes optimization suggestions for resource allocation based on the collected data and the analysis results.
Further preferably, the communication collaboration platform further includes a real-time collaboration tool that supports simultaneous online editing and discussion of project documents by multiple users, including drawings, progress plans, and reports, all team members having immediate access to and contribution to the latest information.
Further preferably, the centralized data processing unit further comprises a project progress tracking module, which monitors and analyzes deviations of project progress from the plan in real time.
Further preferably, the system further comprises an automatic document generation and management module, wherein the automatic document generation and management module automatically generates project reports, logs and audit files according to project data and communication contents.
By adopting the technical scheme, the embodiment of the invention has the following advantages:
the system adopts a multi-layer data processing architecture, comprises a data collecting layer, a data integrating layer and a data analyzing layer, collects data from a plurality of building projects in real time, ensures the accuracy of the data through a data quality management technology, integrates the data of different projects into a unified database in the data integrating layer, ensures that information from different projects and data sources can be accurately associated and integrated, performs multi-aspect analysis on the integrated data in the data analyzing layer, and ensures that the data from a plurality of building projects can be collected, integrated and multi-aspect through the multi-layer data processing architecture, thereby providing comprehensive data analysis capability for project management.
The foregoing summary is for the purpose of the specification only and is not intended to be limiting in any way. In addition to the illustrative aspects, embodiments, and features described above, further aspects, embodiments, and features of the present invention will become apparent by reference to the drawings and the following detailed description.
Drawings
In order to more clearly illustrate the embodiments of the present application or the technical solutions in the prior art, the drawings that are required in the embodiments or the description of the prior art will be briefly described below, it being obvious that the drawings in the following description are only some embodiments of the present application, and that other drawings may be obtained according to these drawings without inventive effort for a person skilled in the art.
FIG. 1 is a flow chart of the interaction of the system modules of the present invention.
Detailed Description
Hereinafter, only certain exemplary embodiments are briefly described. As will be recognized by those of skill in the pertinent art, the described embodiments may be modified in various different ways without departing from the spirit or scope of the present invention. Accordingly, the drawings and description are to be regarded as illustrative in nature and not as restrictive.
Embodiments of the present invention will be described in detail below with reference to the accompanying drawings.
As shown in FIG. 1, the embodiment of the invention provides an intelligent building management method and system based on big data, comprising the following steps of
The interactive interface unit realizes seamless connection and coordination between the centralized data processing unit and the communication collaboration platform, and adopts a data exchange protocol and an interface to ensure high efficiency and safety of data flow and communication between the two system units;
specifically, the interactive interface unit includes a data converter and a protocol adapter, the data converter is responsible for converting the output of the centralized data processing unit into a format suitable for the communication collaboration platform, the protocol adapter ensures that the communication protocols among different system units are compatible, whether the internal data format, the communication frequency or the safety standard, and in addition, the interactive interface unit has a data buffering and synchronizing function so as to cope with the network delay or the processing speed difference between the data processing unit and the communication collaboration platform, ensure the real-time update and synchronization of information, and enable project management decisions to be performed based on the latest data.
The centralized data processing unit is responsible for collecting, integrating and analyzing project cost, progress, personnel distribution and resource allocation from a plurality of building projects in real time, and adopts a multi-layer data processing architecture of a data collecting layer, a data integrating layer and a data analyzing layer; at the data collection layer, data is collected from a variety of data sources for each building project, including but not limited to project management software, financial systems, human resources systems, using custom data capture and reception algorithms; in the data integration layer, integrating the data of different projects into a unified database by using a relation mapping and data association technology, so as to ensure that information from different projects and data sources can be accurately associated and integrated; in the data analysis layer, analysis algorithms and machine learning models are adopted to analyze the integrated data in multiple aspects of cost, progress prediction, resource optimization and personnel configuration, and a real-time data stream processing technology is adopted to ensure that the data and analysis results can be updated in real time even if the data volume is extremely large;
the communication collaboration platform adopts a message queue technology to build in an instant message transfer function, when a user sends a message, the message is quickly transferred to a receiver, real-time and low-delay communication experience is ensured, the user is allowed to upload and share files, including documents, drawings and pictures, the cloud storage technology is adopted to ensure the safety and accessibility of the files, the communication collaboration platform comprises a project discussion area, a distributed database technology is adopted to support a large number of users to access and participate simultaneously, the communication collaboration platform is used for organizing and recording discussion and decision related to the project, and the discussion theme can be created to make comments and vote.
The implementation of the bi-directional data flow relies on coordination and data transmission of the interactive interface unit, and when the centralized data processing unit collects, integrates and analyzes project data, intelligent prompts and suggestions generated in real time are directly transmitted to the communication collaboration platform, which is implemented through the bi-directional data channel, including data transmission protocols and definitions of data formats, so as to ensure the integrity and consistency of the data, otherwise, the communication collaboration platform can also send requests or inputs to the centralized data processing unit, and the centralized data processing unit uses advanced data analysis modules and machine learning algorithms to generate intelligent prompts and suggestions, which include real-time monitoring and analysis of the project data.
In one embodiment, the centralized data processing unit includes an advanced data analysis module that employs data quality management techniques to detect and correct errors and inconsistencies in the data during the data cleansing phase by the advanced data analysis module to ensure accuracy of the data, deduplication techniques to identify and consolidate duplicate data records to reduce data redundancy, data integration and correlation techniques to integrate data from different projects into a unified database, and then advanced data analysis modules employ a variety of data analysis algorithms for statistical analysis, machine learning, deep learning to extract useful information and insight from the integrated data.
In one embodiment, the communication collaboration platform includes an interactive interface that uses intuitive graphics and control elements to enable users to easily access information, communicate, and share files.
In one embodiment, the bi-directional data flow and feedback unit includes a feedback mechanism that automatically adjusts the analysis parameters and output of the data processing unit based on the discussion and feedback on the communication collaboration platform, primarily to receive feedback and input from the communication collaboration platform, and monitors messages and requests from the platform in a message queue and event driven manner, and passes the corresponding data to the centralized data processing unit upon receipt of the feedback.
In one embodiment, the system further comprises an early warning unit, the early warning unit identifies potential project risk problems based on the output of the data analysis module and historical data, and sends early warning notification to related personnel through the communication collaboration platform, and the early warning unit specifically comprises:
data analysis and risk identification: the early warning unit firstly receives output data from the data analysis module, wherein the data comprise project cost, progress and personnel distribution information, and meanwhile, the early warning unit compares and analyzes historical project data with a current project to identify potential project budget hyperbranched, progress lag and resource deficiency risk problems;
risk rule definition: a risk rule is defined in the pre-warning unit, the rule comprising the following:
cost super budget rule: the actual cost of the project exceeds 10% of the budget, and then the cost early warning is triggered; when the project cost exceeds a certain percentage of the initial budget, a cost pre-warning notification will be sent to alert relevant personnel to review and take action.
Progress-lag rule: the project progress delay exceeds 15% of the plan, and progress early warning is triggered; when the project progress lags behind a certain percentage of the original plan, a progress early warning notification is sent out to warn the project team to take action in time to reduce the gap.
Rule of personnel resource shortage: the working efficiency is reduced due to insufficient key skill personnel in a certain project stage, and personnel resource early warning is triggered; when the personnel resource shortage in the project key stage affects the project progress, personnel resource early warning notification is sent out so as to promote resource allocation.
Material supply delay rules: the material supply delay required by the project exceeds 20% of the plan, and material supply early warning is triggered; when the material supply delay negatively affects project progress, a material supply warning notification will be issued to coordinate the resolution.
Security risk rules: safety accidents or illegal behaviors occur for a plurality of times, and safety risk early warning is triggered; when a plurality of safety accidents or illegal behaviors occur to the project, a safety risk early warning notification is sent out so as to ensure the safety of the project;
finally, the item data and the risk rules are monitored in real time through the early warning unit, and once the potential item risk problem is identified, the early warning unit can generate early warning notification.
In one embodiment, the centralized data processing unit further comprises a resource optimization module, the resource optimization module carries out optimization suggestion on resource allocation based on the collected data and analysis results, the resource optimization module collects relevant data from each building project in real time, the collected data is subjected to deep data analysis to identify resource allocation problems in terms of potential resource utilization rate, cost distribution and working progress, and an optimal resource allocation scheme is formulated according to project requirements and targets through a linear programming algorithm.
In one embodiment, the communication collaboration platform further includes a real-time collaboration tool that supports simultaneous online editing and discussion of project documents by multiple users, including drawings, progress plans, and reports, all team members having immediate access to and contribution to the latest information.
In one embodiment, the centralized data processing unit further comprises a project schedule tracking module that monitors and analyzes deviations of project schedules from the plans in real time.
In one embodiment, the system further comprises an automatic document generation and management module which automatically generates project reports, logs and audit files according to project data and communication content.
Embodiment one: cost optimization and real-time early warning
In this embodiment, the interactive interface unit includes a data converter and a protocol adapter, the data converter converts cost data of the centralized data processing unit into a format usable by the communication collaboration platform, the protocol adapter ensures compatibility of communication protocols of the data, ensures efficient and safe data flow and communication, the centralized data processing unit is responsible for collecting, integrating and analyzing project costs from multiple building projects in real time, a multi-layer data processing architecture is adopted, the multi-layer data processing architecture includes a data collecting layer, a data integrating layer and a data analyzing layer, the data analyzing layer ensures data accuracy by using a data quality management technology, and meanwhile, statistical analysis and machine learning algorithms are adopted for cost analysis;
the communication collaboration platform adopts a message queue technology, an instant message transmission function is built in, real-time and low-delay communication is ensured, a user supports a large number of users to access and participate in project discussion simultaneously through uploading and sharing cost reports and drawings, the realization of bidirectional data flow depends on coordination and data transmission of an interactive interface unit, a centralized data processing unit generates a cost analysis result and transmits the cost analysis result to the communication collaboration platform, otherwise, the communication collaboration platform can send a request to the centralized data processing unit, and a feedback mechanism ensures consistency and timely update of data in a message queue and event driven mode;
the early warning unit identifies potential project cost hyperbranched risks according to the output of the data analysis module and the historical data, the risk rule definition comprises a cost hyperbranched rule, when the actual cost of the project exceeds 10% of the budget, the early warning unit triggers cost early warning, and once the potential cost hyperbranched problem is identified, the early warning unit sends early warning notification to related personnel;
in the embodiment, cost optimization and real-time early warning are realized, and project cost control and risk management are ensured.
Embodiment two: progress monitoring and resource optimization
The interactive interface unit plays a role of connecting and coordinating the centralized data processing unit and the communication collaboration platform in the embodiment, ensures high-efficiency and safe transmission of data, collects, integrates and analyzes progress data from a plurality of building projects in real time through the centralized data processing unit, adopts a multi-layer data processing architecture, comprises a data collecting layer, a data integrating layer and a data analyzing layer, wherein the data analyzing layer monitors progress through a statistical analysis and machine learning algorithm, the communication collaboration platform adopts a message queue technology and has an instant message transmission function, real-time communication is ensured, users edit and discuss project documents online simultaneously through uploading and sharing the progress plan and report, and the distributed database technology supports multiple users;
the realization of the bidirectional data flow depends on coordination and data transmission of the interactive interface unit, the centralized data processing unit generates a progress monitoring result and transmits the progress monitoring result to the communication collaboration platform, otherwise, the communication collaboration platform can send a request to the centralized data processing unit, and a feedback mechanism ensures consistency and timely updating of data.
The centralized data processing unit comprises a resource optimization module, wherein the resource optimization module carries out optimization suggestion on resource allocation based on collected data and analysis results, and adopts a linear programming algorithm to formulate an optimal resource allocation scheme so as to meet project requirements and targets;
in the embodiment, project progress monitoring and resource optimization are realized, and project on-time delivery and effective resource utilization are ensured.
Embodiment III: real-time collaboration and document management
In this embodiment, the interactive interface unit includes a data converter and a protocol adapter, so as to ensure efficient and safe data exchange and communication between the centralized data processing unit and the communication collaboration platform, and collect, integrate and analyze data from multiple building projects in real time through the centralized data processing unit, and the data analysis layer adopts statistical analysis and machine learning algorithms to extract useful information and insight;
the communication collaboration platform adopts a message queue technology, an instant message transmission function is built in, real-time communication is ensured, users upload and share project documents and drawings, and multiple users are supported to edit and discuss online simultaneously through a distributed database technology;
the interactive interface unit realizes bidirectional data flow, the centralized data processing unit generates intelligent prompts and suggestions and transmits the intelligent prompts and suggestions to the communication cooperation platform, the communication cooperation platform can also send requests to the centralized data processing unit to generate the intelligent prompts and suggestions, the integrity of data and timely update are ensured through a feedback mechanism, the communication cooperation platform comprises a real-time cooperation tool, multiple users are supported to edit and discuss project documents simultaneously on line, and timely access and contribution to latest information are ensured;
the centralized data processing unit comprises an automatic document generation and management module, and automatically generates project reports, logs and audit files according to project data and communication content, so that the document management process is simplified;
in the embodiment, real-time collaboration and document management are realized, and team collaboration efficiency and information sharing capability are improved.
The foregoing is merely illustrative of the present invention, and the present invention is not limited thereto, and any person skilled in the art will readily recognize that various changes and substitutions are possible within the scope of the present invention. Therefore, the protection scope of the present invention shall be subject to the protection scope of the claims.
Claims (9)
1. An intelligent building management method and system based on big data is characterized in that: comprising
The interactive interface unit is provided with an interactive interface for connecting the centralized data processing unit and the communication collaboration platform, and the interface is responsible for coordinating data flow and communication between the two system units;
a centralized data processing unit through which key information from a plurality of building projects is collected, integrated and analyzed in real time, including project cost, progress, personnel distribution and resource allocation;
the communication collaboration platform is used for supporting real-time communication and information sharing among project management personnel, contractors and staff;
the interactive interface supports the bidirectional data flow, is used for generating intelligent prompts and suggestions according to project data collected in real time by the data processing unit, directly transmits the intelligent prompts and suggestions to the communication collaboration platform, and can receive feedback and input from the communication collaboration platform.
2. The intelligent building management method and system based on big data as claimed in claim 1, wherein: the centralized data processing unit comprises an advanced data analysis module, utilizes data processing technology to ensure that information collected from a plurality of projects is accurate and free, and provides deep data insight for management decisions.
3. The intelligent building management method and system based on big data as claimed in claim 1, wherein: the communication collaboration platform comprises an interactive interface, wherein the interactive interface adopts visual graphics and control elements, so that a user can easily access information, communicate and share files.
4. The intelligent building management method and system based on big data as claimed in claim 1, wherein: the bi-directional data flow and feedback unit includes a feedback mechanism that automatically adjusts the analysis parameters and output of the data processing unit based on the discussion and feedback on the communication collaboration platform.
5. The intelligent building management method and system based on big data according to claim 2, wherein: the system further comprises an early warning unit, wherein the early warning unit identifies potential project risk problems based on the output of the data analysis module and historical data, and sends early warning notification to related personnel through the communication collaboration platform.
6. The intelligent building management method and system based on big data according to claim 2, wherein: the centralized data processing unit further comprises a resource optimization module that makes optimization suggestions for resource allocation based on the collected data and analysis results.
7. The intelligent building management method and system based on big data as claimed in claim 1, wherein: the communication collaboration platform further includes a real-time collaboration tool that supports multiple users to edit and discuss project documents, including drawings, progress plans, and reports, on-line, all team members having immediate access to and contribution to the latest information.
8. The intelligent building management method and system based on big data as claimed in claim 1, wherein: the centralized data processing unit further comprises a project progress tracking module which monitors and analyzes deviations of project progress from a plan in real time.
9. The intelligent building management method and system based on big data as claimed in claim 1, wherein: the system also comprises an automatic document generation and management module which automatically generates project reports, logs and audit files according to the project data and the communication content.
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| KR20230012229A (en) * | 2021-07-15 | 2023-01-26 | (주)썸잇 | Collaborative project management platform and method of the same |
| CN116681250A (en) * | 2023-06-07 | 2023-09-01 | 山东天瀚企业管理咨询服务有限公司 | Building engineering progress supervisory systems based on artificial intelligence |
| CN116862199A (en) * | 2023-08-17 | 2023-10-10 | 浙江建设职业技术学院 | Building construction optimizing system based on big data and cloud computing |
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