CN101945122A - Configurable intelligent video monitoring platform and monitoring method thereof - Google Patents
Configurable intelligent video monitoring platform and monitoring method thereof Download PDFInfo
- Publication number
- CN101945122A CN101945122A CN2010102556362A CN201010255636A CN101945122A CN 101945122 A CN101945122 A CN 101945122A CN 2010102556362 A CN2010102556362 A CN 2010102556362A CN 201010255636 A CN201010255636 A CN 201010255636A CN 101945122 A CN101945122 A CN 101945122A
- Authority
- CN
- China
- Prior art keywords
- module
- video
- functional module
- platform
- configuration
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
Images
Abstract
The invention discloses a configurable intelligent video monitoring platform and a monitoring method thereof. The monitoring platform comprises a core platform, a scheduling mechanism on demand and a Web operation interface, wherein the core platform is provided with functional modules which are connected and combined through the script language; the scheduling mechanism on demand distributes the processor resource according to the configuration of the functional modules; and the Web operation interface can automatically generate a administration and configuration interface for the functional modules. By using the video monitoring platform and monitoring method thereof of the invention, high reusability of the codes of the video algorithm and high configurable ability of the intelligent monitoring system can be realized, the increasingly numerous monitoring requirements can be satisfied, and the demand on the rapid development ability of the monitoring system can be met.
Description
Technical field
The present invention relates to a kind of video monitoring platform and method for supervising thereof of field of video image processing, be specifically related to a kind of can implementation algorithm the height reusable and the configurable configurable intelligent video monitoring platform and the method for supervising thereof of height of system.
Background technology
At present, intelligent monitoring technology develops rapidly, and intelligent monitor system is being brought into play more and more important effect at aspects such as national defence, traffic, public security and logistics managements.The core of intelligent monitor system is Video processing and behavioural analysis algorithm, and video processnig algorithms strengthens denoising to video, and the behavioural analysis algorithm is cut apart the human body vehicle behavior in the video and discerned.The exploitation of intelligent monitor system is exactly to make up the system that these algorithms realize adapting to particular demands.
Existing Development of supervision system based on PLC technology is normally write a program, makes up on the development library of input-output equipment and gathers and output function, then video algorithm is embedded into, adds configuration and administration interface more for it.The defective of this technology is: the degree of modularity is low, code coupling between the video algorithm, and video algorithm and software interface are coupled, and can't really realize the high reusability of video algorithm.Existing supervisory control system lacks the configuration ability, and supervisory control system is highly customized on the one hand, and new demand can only realize by rewriteeing, can't the quick reconfiguration supervisory control system; Video algorithm can only use computational resource by flow process on the other hand, has complicated stationary problem under multi-core environment, causes computing resource waste inevitably.
Summary of the invention
Goal of the invention: in order to overcome the deficiencies in the prior art, the invention provides a kind of can implementation algorithm the height reusable and the configurable configurable intelligent video monitoring platform and the method for supervising thereof of height of system.
Technical scheme: for achieving the above object, configurable intelligent video monitoring platform of the present invention comprises product platform, scheduling mechanism and Web operation and control interface as required; Described product platform is provided with functional module, connects and combination (system configuration) by script between each functional module; Described scheduling mechanism as required is according to the configuration distribution processor resource of functional module, the use of optimization computation resource; Described Web operation and control interface can generate the administration configuration interface for functional module automatically.
The invention provides a kind of scheduling mechanism as required, carry out the processing of monitor video data, and finally realize expectation function by the algorithm that encapsulates in the user's request drive functional module.Described scheduling mechanism as required comprises following mechanism: module machine, be a kind of modular video algorithm exploitation and issue mechanism, hide execution environment, contextual variation to algorithm, algorithm is encapsulated as the variation that only needs and can only observe the input data after the functional module, high reusable that can implementation algorithm; Scheduler mechanism, the execution mechanism synchronous with the video sequential carried out the distribution of processor resource, the use of optimization computation resource; Signal and mechanism slot with the asynchronous execution mechanism of video sequential, are handled and the asynchronous incident of video sequential; Metadata mechanism, the configuration interface that is used for functional module generates automatically.
Described functional module comprises with lower module: protocol module, by Data Transport Protocols such as http, ftp visit teledata; Acquisition module flows from the collecting device reading video data; Video processing module is handled input video, and the result is exported to analysis module; Analysis module is analyzed objects in video motion and behavior, and analysis result is issued as incident by signal and mechanism slot; Service module, for other functional modules provide data, services, as daily record, Web protocol access etc.
The invention provides metadata mechanism and Web operation and control interface, generate the configuration interface of its Webization according to the metadata of functional module.Being described Web operation and control interface, is the configuration interface that generates its Webization according to the metadata of functional module.
Configurable intelligent video monitoring platform of the present invention, its video algorithm is encapsulated as functional module, and can connect and combination (configuration) by patterned script, thereby allow the developer to use existing functional module, make up supervisory control system for new demand apace; The one cover execution mechanism of scheduling as required is provided, allows Video processing analytic function module use the hardware platform computational resource as required, optimized processor is used, thereby the waste of stopping computational resource can efficiently move on embedded development platforms such as DSP; Use the management and the operation and control interface of Webization,, be functional module generation administration configuration interface automatically, thereby the overlapping development on the operation and control interface is avoided in separating fully of realization policing algorithm and interface logic according to the metadata description of functional module.
The method for supervising of configurable intelligent video monitoring platform of the present invention may further comprise the steps:
(1) analysis monitoring demand is determined the configuration mode of functional module;
(2) from the existing capability module, choose the module that can satisfy the monitoring demand; If certain monitoring demand can not realize by the existing capability module, then write new functional module for this demand;
(3) use script that functional module is connected, promptly carry out system configuration, inputoutput buffer, signal and the groove of correct linkage function module;
(4) commissioning test carries out parameter configuration by the Web operation and control interface to functional module;
(5) dispose and move.
Configurable intelligent video monitoring platform of the present invention and method for supervising thereof compared with prior art, have the following advantages:
1, high modularization design can be carried out configuration by patterned script, thereby allows the developer to use existing functional module, makes up supervisory control system for new demand apace;
2, make functional module use the hardware platform computational resource as required by scheduling mechanism as required, optimized processor is used, and can avoid the waste of computational resource;
3, use the operation and control interface of Webization, be functional module generation administration configuration interface automatically, thereby the operation and control interface overlapping development is avoided in separating fully of realization policing algorithm and interface logic according to the functional module metadata;
4, by the lightweight modular implementation, be easy to study and grasp, make things convenient for the developer to develop and the expanding system function.
Description of drawings
Fig. 1 is that the platform of configurable intelligent video monitoring platform of the present invention constitutes block diagram;
Fig. 2 is the exploitation and the application system block diagram of configurable intelligent video monitoring platform of the present invention;
Fig. 3 is the schematic diagram of scheduler mechanism distribution according to need processor among the present invention;
Fig. 4 is the functional module configuration schematic diagram in the embodiments of the invention 1;
Fig. 5 is the functional module configuration schematic diagram in the embodiments of the invention 2;
Fig. 6 is the functional module configuration schematic diagram in the embodiments of the invention 3.
Embodiment
Below in conjunction with accompanying drawing the present invention is done further explanation.
As shown in Figure 1 to Figure 3, configurable intelligent video monitoring platform of the present invention comprises product platform, script interface, Web operation and control interface and scheduling mechanism as required.Product platform is provided with functional module, connects and combination, i.e. system configuration by a kind of semantization, patterned script between each functional module; Scheduling mechanism is according to the configuration distribution processor resource of functional module, the use of optimization computation resource as required; The Web operation and control interface can generate the administration configuration interface for functional module automatically.
Scheduling mechanism comprises following mechanism as required: module machine, be a kind of modular video algorithm exploitation and issue mechanism, hide execution environment, contextual variation to algorithm, algorithm is encapsulated as the variation that only needs and can only observe the input data after the functional module, high reusable that can implementation algorithm; Scheduler mechanism, synchronous with the video sequential, carry out the distribution of processor resource, the use of optimization computation resource; Signal and mechanism slot, asynchronous as replenishing of scheduler mechanism with the video sequential, handle and the asynchronous incident of video sequential; Metadata mechanism, the configuration interface that is used for functional module generates automatically.
Wherein, functional module is divided into following a few class again: protocol module, by Data Transport Protocols such as http, ftp visit teledata; Acquisition module flows from the collecting device reading video data; Video processing module is handled input video, and the result is exported to analysis module; Analysis module is analyzed objects in video motion and behavior, and analysis result is issued as incident by signal and mechanism slot; Service module provides data, services for other modules, as daily record, and Web protocol access etc.
Script interface permission user delays by a kind of script graphical, semantization and carries out system configuration.Allow the developer to utilize existing functional module on the one hand, make up intelligent monitor system fast, can carry out the variation of reconfiguration to system easily and fast on the other hand with adaption demand.
The operation and control interface of Webization allows user access monitoring system whenever and wherever possible, and need not to install in advance client software.Webization operation and control interface and hardware platform are irrelevant, have reduced development difficulty on the one hand, need not to develop client specially for embedded client; On the other hand, allow user access monitoring system and need not to install client software whenever and wherever possible, can reduce lower deployment cost.
Basic thought of the present invention is: provide data passes between the unified machine-processed Processing Algorithm of a cover with synchronously, under this cover mechanism, the height reusable of implementation algorithm and the height of system are configurable.Intelligent monitor system is by the configuration mode decision of interior video functional module.After the configuration mode of functional module was determined, the optimum execution sequence of algorithm and synchronization mechanism just can be determined by dispatching algorithm.
As shown in Figure 1, the scheduling mechanism as required of intelligent monitoring platform of the present invention comprises: module machine provides the mechanism of a kind of function package and issue; Scheduler mechanism provides the synchronous functional module of a kind of and video sequential execution mechanism as required; Signal and mechanism slot as replenishing of scheduler mechanism, provide a kind of and the asynchronous execution mechanism of video sequence, the processing of the incident that is used for occurring at random; Metadata mechanism, functional module is described self function and interface, and the configuration interface automation that can be used for functional module generates.This outer platform provides the script interface, provides a kind of semantization, patterned configuration mode by script to the user.
Particularly, module machine requires functional module that factory method is provided, and platform is by factory method creation module example.Module instance comprises a symbol table, is used for writing down the input and output buffering of this example, algorithm parameter, and signal and groove function.Configuration is exactly the input buffering that the output of link block is buffered to the next stage module, on the signal that the groove of link block is subscribed to needs.
Particularly, scheduler mechanism requires functional module to provide data to handle function.Data function is handled the data of input block, and the data after output is handled are to output buffer.After a prime module that module relied on was all finished calculating, this module entered standby condition.Scheduler can be dispatched idle processor and carry out the data processing function that is in the standby condition module.Scheduler is the execution mechanism synchronous with the video sequential, and the execution sequence relative fixed of functional module is not influenced by enchancement factor.
Particularly, signal and mechanism slot require functional module that name signal and slot definition are provided.Module triggers the name signal of self as required, and the groove function that is connected to this signal will obtain carrying out.Signal and mechanism slot are realized a kind of and asynchronous execution mechanism of video sequential, and be not controlled the opportunity of functional module triggering signal.
Particularly, metadata mechanism requires functional module that description to module itself, inputoutput buffer, algorithm parameter, signal and groove function is provided, and saves as formatted text and read for the platform core.Platform uses management and the configuration interface of these metadata as functional module generation Webization, is that parameter generates input control, and the parameter area inspection is provided.
Functional module in the platform has five kinds: protocol module, acquisition module, video processing module, analysis module, service module.Protocol module is responsible for reading video from the URL address, is mainly used in the video data of reading disk file (protos test suite PROTOS uses the test video on the disk) or Web camera; Acquisition module is responsible for reading video flowing from video capture device; Video processing and analysis module are mainly used in the Treatment Analysis video data, and the core algorithm of intelligent monitor system is just in these modules; Service module provides data, services for other modules, as daily record, and Web protocol access etc.
The application program of usage platform mainly contains three kinds: protos test suite PROTOS, figure editing machine and supervisory control system:
Protos test suite PROTOS is used for the correctness of authentication function module, and (whether algorithm parameter is effective, whether inputoutput buffer is handled correct, whether signal is realized consistent with metadata with the groove function), performance (performance of data processing function, the performance of groove function call) and stability (work long hours and the internal memory leakage whether occurs); Can also be used to verifying the validity (to test video, whether supervisory control system provides the warning of expection, the verification and measurement ratio and the false alarm rate of test anomalous event) of supervisory control system.
The figure editing machine is used for making up fast supervisory control system, allows the user to use gui interface to carry out the configuration and the parameter setting of functional module, and need not to write code.
Supervisory control system is used to carry out intelligent monitoring, and functional module of using in the supervisory control system and monitoring strategies should be to use the protos test suite PROTOS strictness to test.
As shown in Figure 2, platform provides calling various functional modules by one group of succinct stable API to application program, accomplish separating of application development and Development of Module: the function of the API Access module that application program only provides by platform, the not data of direct control module; Module only is the development platform service, and only needing provides required interface to platform, and does not consider complicated intermodule communication.
As shown in Figure 3, the supervisory control system function determines the configuration mode of functional module, has also just determined the execution sequence and the synchronization policy of functional module.In the algoritic module dependence graph, the state of each algoritic module is: A is finished, and B carries out, and the dependence of C and D is satisfied, and the dependence of E, F, G is not still satisfied.So as a CPU during just at Executive Module B, scheduler is dispatched module C to the 2nd CPU and is carried out.That is, when having processor idle in the system, scheduler schedules is in the functional module of standby condition to be carried out to this processor, with the computing resource waste of avoiding the processor free time to bring, and the maximum resource utilance.
The method for supervising of configurable monitor supervision platform of the present invention may further comprise the steps:
The first step, the analysis monitoring demand is determined the configuration mode of functional module;
In second step, from the existing capability module, choose the functional module that can satisfy the demands, if certain monitoring demand can not then be write new functional module for this demand by the realization of existing capability module;
The 3rd step, use script that functional module is connected, promptly carry out system configuration, inputoutput buffer, signal and the groove of correct linkage function module;
In the 4th step, commissioning test carries out parameter configuration by the Web operation and control interface to functional module;
In the 5th step, dispose and operation.
Below, describe configurable intelligent monitoring platform of the present invention and method for supervising thereof in detail by several embodiment.
Embodiment 1
Present embodiment is single channel valuables nursing systems, and this intelligent monitor system is nursed the valuables in the fixed scene, when being removed or being stolen by the nurse article, and system's alarm of sounding.The method for supervising step is as follows:
The first step, according to the monitoring demand, can determine system configuration as shown in Figure 4: acquisition module is handled dynamic image distribution from the camera collection video to subordinate; The nurse module is an analysis module, analyzes the human body behavior in the video, to specific behavior warning (being to move, steal the nurse article in the present embodiment); The audible alarm module is responsible for driving buzzer and is sent alarm sound; The Web module allows the user that system is provided with;
Second step, from existing module, choose acquisition module, nurse module and Web module, the audible alarm module need be write according to hardware;
The 3rd step, use script configuration monitoring system configuration, connect the inputoutput buffer of each functional module, connect the alarm signal of nurse module and the warning groove of audible alarm module;
In the 4th step, commissioning test is by Web layout setting nurse module parameter, nurse zone;
In the 5th step, dispose and move new intelligent monitor system.
Embodiment 2
Present embodiment is the two-way intrusion alarm system, and reporting to the police to the intrusion behavior of crossing over forbidden line in these two crossings of supervisory control system monitoring, sends a daily record to control centre.
The first step, determine that system configuration is as shown in Figure 5: system accepts the input of two-way monitor video, carries out intrusion detection respectively, communicates by letter with control centre by common daily record sending module at last;
Second step, from existing module, choose acquisition module, intrusion detection module, daily record sending module and Web module, these functional modules can satisfy the demands, so need not to write new functional module;
In the 3rd step, use script that system is carried out configuration, the inputoutput buffer of linkage function module, connection alarm signal;
In the 4th step, the intrusion detection module is provided with the supervisory control system that commissioning test is new by the Web module;
In the 5th step, dispose.
Embodiment 3
Present embodiment is that the two-way intruding detection system among the embodiment 2 is transformed, in first via video, adds video and strengthens module, and to improve the intrusion detection effect, when the two-way monitor video all detects invasion, the warning of sounding.The functional module configuration of present embodiment is as shown in Figure 6: in embodiment 2, add one between the acquisition module of first via video and the intrusion detection module and strengthen module; The alarm signal of two-way intrusion detection is connected to one and operational module, should be connected the audible alarm module with operational module, thereby the realization audible alarm " with " logical triggering.Whole implementation process only needs to revise the configuration script, need not to redeploy.
The above only is a preferred implementation of the present invention; be noted that for those skilled in the art; under the prerequisite that does not break away from the principle of the invention, can also make some improvements and modifications, these improvements and modifications also should be considered as protection scope of the present invention.
Claims (4)
1. configurable intelligent video monitoring platform is characterized in that: comprise product platform, scheduling mechanism and Web operation and control interface as required, described product platform is provided with functional module, connects and combination by script between each functional module; Described scheduling mechanism as required is according to the configuration distribution processor resource of functional module; Described Web operation and control interface can generate the administration configuration interface for functional module automatically.
2. configurable intelligent video monitoring platform according to claim 1, it is characterized in that: described functional module comprises:
Protocol module is by Data Transport Protocol visit teledata;
Acquisition module flows from the collecting device reading video data;
Video processing module is handled input video, and the result is exported to analysis module;
Analysis module is analyzed objects in video motion and behavior, and analysis result is issued as incident by signal and mechanism slot;
Service module for other functional modules provide data, services, comprises daily record and Web protocol access.
3. configurable intelligent video monitoring platform according to claim 1 is characterized in that: described scheduling mechanism as required comprises:
Module machine is a kind of modular video algorithm exploitation and issue mechanism;
Scheduler mechanism, the execution mechanism synchronous with the video sequential carried out the distribution of processor resource, the use of optimization computation resource;
Signal and mechanism slot with the asynchronous execution mechanism of video sequential, are handled and the asynchronous incident of video sequential;
Metadata mechanism, the configuration interface that is used for functional module generates automatically.
4. the method for supervising of each described configurable intelligent video monitoring platform of claim 1 to 3 is characterized in that may further comprise the steps:
(1) analysis monitoring demand is determined the configuration mode of functional module;
(2) from the existing capability module, choose the functional module that can satisfy the monitoring demand; If the existing capability module can not satisfy the monitoring demand, then write new functional module;
(3) use script that functional module is connected;
(4) commissioning test carries out parameter configuration by the Web operation and control interface to functional module;
(5) dispose and move.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN2010102556362A CN101945122A (en) | 2010-08-17 | 2010-08-17 | Configurable intelligent video monitoring platform and monitoring method thereof |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN2010102556362A CN101945122A (en) | 2010-08-17 | 2010-08-17 | Configurable intelligent video monitoring platform and monitoring method thereof |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN101945122A true CN101945122A (en) | 2011-01-12 |
Family
ID=43436889
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN2010102556362A Pending CN101945122A (en) | 2010-08-17 | 2010-08-17 | Configurable intelligent video monitoring platform and monitoring method thereof |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN101945122A (en) |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103203277A (en) * | 2013-04-15 | 2013-07-17 | 鞍钢集团矿业公司 | Ball mill monitoring system based on smart cloud computing platform and monitoring method |
| CN109309575A (en) * | 2017-07-26 | 2019-02-05 | 贵州白山云科技股份有限公司 | A kind of method and apparatus of determining monitoring system health degree |
| CN109343366A (en) * | 2018-11-30 | 2019-02-15 | 上海上实龙创智慧能源科技股份有限公司 | A kind of smart home configuration system |
| CN109344853A (en) * | 2018-08-06 | 2019-02-15 | 杭州雄迈集成电路技术有限公司 | A kind of the intelligent cloud plateform system and operating method of customizable algorithm of target detection |
| CN110687884A (en) * | 2019-02-25 | 2020-01-14 | 上海核工程研究设计院有限公司 | Automatic testing method for alarm configuration |
Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1320874A (en) * | 2001-05-25 | 2001-11-07 | 清华大学 | Program mining method and system in network environment |
| US20050117576A1 (en) * | 2000-11-28 | 2005-06-02 | Mci, Inc. | Network access system including a programmable access device having distributed service control |
| CN1953542A (en) * | 2006-11-03 | 2007-04-25 | 张帆 | A system for network video transmission and its processing method |
| CN101030139A (en) * | 2007-04-18 | 2007-09-05 | 杭州华为三康技术有限公司 | Web interface extending method and device |
| CN101079144A (en) * | 2007-07-25 | 2007-11-28 | 中国电信股份有限公司 | Trade informatization integral solving scheme customization method and corresponding system |
| CN101510151A (en) * | 2009-03-23 | 2009-08-19 | 国电南瑞科技股份有限公司 | Synthesis monitoring cross-platform configuration human-machine interface system |
-
2010
- 2010-08-17 CN CN2010102556362A patent/CN101945122A/en active Pending
Patent Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20050117576A1 (en) * | 2000-11-28 | 2005-06-02 | Mci, Inc. | Network access system including a programmable access device having distributed service control |
| CN1320874A (en) * | 2001-05-25 | 2001-11-07 | 清华大学 | Program mining method and system in network environment |
| CN1953542A (en) * | 2006-11-03 | 2007-04-25 | 张帆 | A system for network video transmission and its processing method |
| CN101030139A (en) * | 2007-04-18 | 2007-09-05 | 杭州华为三康技术有限公司 | Web interface extending method and device |
| CN101079144A (en) * | 2007-07-25 | 2007-11-28 | 中国电信股份有限公司 | Trade informatization integral solving scheme customization method and corresponding system |
| CN101510151A (en) * | 2009-03-23 | 2009-08-19 | 国电南瑞科技股份有限公司 | Synthesis monitoring cross-platform configuration human-machine interface system |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103203277A (en) * | 2013-04-15 | 2013-07-17 | 鞍钢集团矿业公司 | Ball mill monitoring system based on smart cloud computing platform and monitoring method |
| CN109309575A (en) * | 2017-07-26 | 2019-02-05 | 贵州白山云科技股份有限公司 | A kind of method and apparatus of determining monitoring system health degree |
| CN109344853A (en) * | 2018-08-06 | 2019-02-15 | 杭州雄迈集成电路技术有限公司 | A kind of the intelligent cloud plateform system and operating method of customizable algorithm of target detection |
| CN109343366A (en) * | 2018-11-30 | 2019-02-15 | 上海上实龙创智慧能源科技股份有限公司 | A kind of smart home configuration system |
| CN110687884A (en) * | 2019-02-25 | 2020-01-14 | 上海核工程研究设计院有限公司 | Automatic testing method for alarm configuration |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN109255523B (en) | Analytical index computing platform based on KKS coding rule and big data architecture | |
| CN101945122A (en) | Configurable intelligent video monitoring platform and monitoring method thereof | |
| Dundar et al. | A big data processing framework for self-healing internet of things applications | |
| CN106156353A (en) | A kind of method and system increasing multilingual on-the-flier compiler enforcement engine for data base | |
| Lin et al. | A semantic agent framework for cyber-physical systems | |
| Hu et al. | Complex event processing in RFID middleware: A three layer perspective | |
| EP3759789A1 (en) | System and method for audio and vibration based power distribution equipment condition monitoring | |
| CN112653749A (en) | Edge computing-based complex event processing system and method for Internet of things | |
| CN114189274A (en) | Satellite ground station monitoring system based on microservice | |
| CN114430331A (en) | Network security situation sensing method and system based on knowledge graph | |
| CN107071716A (en) | Monitoring water environment system and method based on TD-LTE private networks | |
| CN105069029B (en) | A kind of real-time ETL system and method | |
| KR102509374B1 (en) | IT Infrastructure Fault Learning and Analysis System Using Linguistic Analysis Techniques | |
| US9396435B2 (en) | System and method for identification of deviations from periodic behavior patterns in multimedia content | |
| CN103823743A (en) | Monitoring method and monitoring device of software system | |
| CN103268567B (en) | The efficient mass incident detecting of Facing to Manufacturing trade management system and processing method | |
| Campanile et al. | Adaptable parsing of real-time data streams | |
| CN109669402A (en) | Abnormality monitoring method, unit and computer readable storage medium | |
| CN117389792A (en) | Fault checking method and device, storage medium and electronic equipment | |
| CN101060683B (en) | Warning information generation method and device for communication system | |
| CN107622011A (en) | A kind of dynamic log control method and system | |
| CN113835390B (en) | Distributed control method and related equipment for pumped storage power station based on block chain | |
| CN103577312A (en) | Method and device for detecting time performance of software | |
| CN112288225A (en) | Engineering construction management system and method based on AI algorithm and super calculation | |
| CN114697234B (en) | Intelligent data reporting cable |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| C06 | Publication | ||
| PB01 | Publication | ||
| C10 | Entry into substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| C02 | Deemed withdrawal of patent application after publication (patent law 2001) | ||
| WD01 | Invention patent application deemed withdrawn after publication |
Application publication date: 20110112 |