CN116016600A - AI monitoring system based on personnel accurate positioning - Google Patents
AI monitoring system based on personnel accurate positioning Download PDFInfo
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Abstract
The invention discloses an AI monitoring system based on accurate personnel positioning, which comprises a switch, a broadcasting security system server, a positioning engine server, an AI video behavior analysis server and a display, wherein the switch is communicated with the broadcasting security system server, the positioning engine server, the AI video behavior analysis server and the display; the exchanger is used for establishing a wired local area network and improving the corresponding data interaction capability; the broadcast security system server is used for monitoring in real time and monitoring according to the authority; the positioning engine server is used for positioning and tracking people and objects in real time and starting corresponding emergency alarms; the AI video behavior analysis server analyzes various summarized information, judges various anomalies and carries out corresponding warning; the display is used for displaying corresponding warning information, real-time supervision pictures and various data; the AI monitoring system based on the accurate positioning of the personnel is convenient for centralized management and high in maintainability.
Description
Technical Field
The invention relates to the field of informatization construction, in particular to an AI monitoring system based on accurate personnel positioning.
Background
In order to deeply implement strategic deployment of an informatization system, new generation information technologies such as the Internet of things, cloud computing, big data, artificial intelligence and the like are fully fused with each service depth of closed management.
Under the current complicated domestic and foreign situations, the number of closed managers is increased in each place, but the number of the closed managers is not increased, and the problem of shortening the time of handling the emergency and improving the working efficiency of the manager is urgent under the condition that the number of the managers is not increased. The video monitoring system, the alarm system and the access control system of each current closed environment run in a comprehensive network environment with complicated and complicated structure, so that the purposes of reasonably and efficiently utilizing front-end resources, realizing information sharing intercommunication and seamless linkage and finally achieving intelligent early warning and intelligent alarm are urgent.
In recent years, with the continuous penetration of digital informatization management, management staff has changed from a traditional mode of 'dead guard prevention' to a new digital detection mode, so that the working practice of the management staff is urgently required to relieve the heavy force pressure of limited manpower in heavy duty, inspection, monitoring pictures and the like, and the management staff is required to be intelligent, efficient and quality, and can better ensure the change of supervision safety.
In the existing system, a large amount of equipment does not need to work, so that data transmission is easy to store, the accuracy of data such as personnel in and out quantity is poor, the management mode is centralized, and maintainability is poor. Therefore, an AI behavior analysis and health monitoring and early warning system based on accurate personnel positioning is urgently needed to solve the above problems.
Disclosure of Invention
The invention overcomes the defects of the prior art and provides the AI monitoring system based on accurate personnel positioning, which is convenient for centralized management and has high maintainability.
The technical scheme of the invention is as follows:
the AI monitoring system based on the accurate positioning of personnel comprises a switch, a broadcasting security system server, a positioning engine server, an AI video behavior analysis server and a display, wherein the switch is communicated with the broadcasting security system server, the positioning engine server, the AI video behavior analysis server and the display;
the exchanger is used for establishing a wired local area network and improving the corresponding data interaction capability;
the broadcast security system server is used for monitoring in real time and monitoring according to the authority;
the positioning engine server is used for positioning and tracking people and objects in real time and starting corresponding emergency alarms;
the AI video behavior analysis server analyzes various summarized information, judges various anomalies and carries out corresponding warning;
the display is used for displaying corresponding warning information, real-time supervision pictures and various data.
Further, the display is connected with the card reading controller, the special handheld terminal, the PC management end and the tag intelligent terminal; the broadcasting security system server is connected with the video monitoring system, the access control management system, the digital broadcasting system and the security equipment, and the security equipment is connected with an NFC special-shaped card; the positioning engine server is connected with network equipment, an emergency alarm system, a personnel positioning and health comprehensive management system and an article tracking management system, the network equipment is connected with an Internet of things gateway, the Internet of things gateway is connected with an intelligent tag, and the personnel positioning and health comprehensive management system is connected with an Internet of things sensing system.
Further, the security equipment comprises a security camera, a monitoring camera, an intelligent door lock, an intelligent access control and a receiving controller, wherein the receiving controller is communicated with the security camera, the monitoring camera, the intelligent door lock and the intelligent access control; NFC abnormal shape card is including location intelligence wrist-watch, prevent tearing open location intelligence wrist-watch, electronic tablet and active article location label.
Further, the network equipment comprises a POE switch and 5G edge computing equipment; the internet of things gateway comprises an indoor UWB Bluetooth internet of things positioning gateway, an outdoor waterproof UWB Bluetooth internet of things positioning gateway, an explosion-proof UWB Bluetooth internet of things positioning gateway, 5G edge computing equipment and an outdoor positioning activation gateway; the intelligent label comprises an SOS alarm button, an audible and visual alarm, a manager positioning intelligent watch, a manager anti-disassembly positioning intelligent watch manager electronic work card, an infrared laser positioning anchor point, a manager active article positioning label and a Bluetooth sleep detection mattress.
Further, the internet of things sensing system comprises a personnel information management module, a personnel position management module, a personnel vital sign management module, an article tracking management module, an outgoing supervision management module, an auxiliary alarm management module and a system linkage fusion management module.
Further, the management content of the personnel information management module comprises the basic information of the supervised personnel and the basic information of the management personnel, wherein the basic confidence of the supervised personnel comprises the supervised number, accommodation number, name, sex, age, cultural degree, native place, personnel type, time limit, electronic fence access authority and mutual supervision team, and the basic information of the management personnel comprises the name, manager number, sex, age, supervision area, policer and electronic fence access authority;
the personnel position management module comprises closed area planar map modeling, real-time monitoring of personnel positions, real-time roll calling, alarm prompting, intelligent analysis, personnel resource management analysis and report statistics;
the personnel vital sign management module comprises real-time heart rate monitoring, real-time blood pressure monitoring, real-time pressure emotion monitoring, sleep monitoring, real-time body temperature monitoring and activity real-time monitoring;
the system linkage fusion module comprises personnel information linkage, video linkage management, one-card communication fusion management and broadcast linkage management.
Further, the AI video behavior analysis server is connected with an AI video behavior analysis module, and the AI video behavior analysis module has the functions of personnel occurrence detection, personnel entrance detection, personnel departure detection, personnel border crossing detection, personnel climbing detection, personnel loitering detection, personnel retention detection, personnel leaving bed detection, personnel independent detection, personnel taking frame detection, personnel falling detection, gesture help detection, personnel gathering detection, personnel leaving guard detection, personnel sleeping guard detection, single person examination, access trailing detection, personnel retrograde detection, limb contact detection, conveyed article detection, other detection algorithms, clothing recognition, sound abnormality detection and video abnormality diagnosis.
The invention has the advantages that:
the scheme adopts a communication strategy with unique design, so that all devices in the system can work in a manageable state, data errors caused by unordered work of a large number of devices can be avoided, and the accuracy of important data such as the number of people entering and exiting can be ensured; the large-scale supervision units with a large number of people can be satisfied, and the capacity is large; and the system adopts a layered management mode, so that the self-detection of the state of the system equipment can be realized, and the maintainability of the system can be improved. The real-time system can realize unlimited capacity expansion of the base station in a cascading mode, has unlimited quantity limitation and has strong maintainability; meanwhile, the positioning accuracy is higher and the scanning speed is faster according to different positioning accuracy requirements of different places.
Drawings
FIG. 1 is a schematic diagram of a system according to the present invention.
The marks in the figure are as follows: 1. a switch; 2. broadcasting security system server; 3. a positioning engine server; 4. security equipment; 5. a video monitoring system; 6. an access control system; 7. a digital broadcasting system; 8. a network device; 9. an Internet of things gateway; 10. a smart tag; 11. an emergency alarm system; 12. a personnel positioning and health comprehensive management system; 13. an item tracking management system; 14. a display; 15. a card reading controller; 16. a dedicated handheld terminal; 17. a PC management end; 18. a label intelligent terminal; 19. the Internet of things sensing system; 20. AI video behavior analysis server.
Detailed Description
The invention is further described below with reference to the drawings and the detailed description. It should be understood that the specific embodiments described herein are for illustrative purposes only and are not intended to limit the present invention, and that the portions of the present invention that are not described in detail can be implemented by conventional means.
As shown in fig. 1, the AI monitoring system based on the accurate positioning of personnel comprises a switch 1, a broadcast security system server 2, a positioning engine server 3, an AI video behavior analysis server 20 and a display 14, wherein the switch 1 is communicated with the broadcast security system server 2, the positioning engine server 3, the AI video behavior analysis server 20 and the display 14.
The exchanger 1 is used for establishing a wired local area network and improving corresponding data interaction capacity;
the broadcasting security system server 2 is used for monitoring in real time and monitoring according to the authority;
the positioning engine server 3 is used for positioning and tracking people and objects in real time and starting corresponding emergency alarms;
the AI video behavior analysis server 20 analyzes various summarized information, judges various anomalies and carries out corresponding warning;
the display 14 is used for displaying corresponding warning information, real-time supervision images and various data.
The display 14 is connected with the card reading controller 15, the special handheld terminal 16, the PC management end 17 and the tag intelligent terminal 18; the broadcasting security system server 2 is connected with the video monitoring system 5, the access control system 6, the digital broadcasting system 7 and the security equipment 4, and the security equipment 4 is connected with an NFC special-shaped card; the positioning engine server 3 is connected with the network equipment 8, the emergency alarm system, the personnel positioning and health integrated management system 12 and the article tracking management system, the network equipment 8 is connected with the Internet of things gateway 9, the Internet of things gateway 9 is connected with the intelligent tag 10, and the personnel positioning and health integrated management system 12 is connected with the Internet of things sensing system 19.
Preferably, the security device 4 comprises a security camera, a monitoring camera, an intelligent door lock and a receiving controller, wherein the receiving controller is communicated with the security camera, the monitoring camera, the intelligent door lock and the intelligent door lock; NFC abnormal shape card is including location intelligence wrist-watch, prevent tearing open location intelligence wrist-watch, electronic tablet and active article location label.
The network equipment 8 comprises POE switch 1 and 5G edge computing equipment; the internet of things gateway 9 comprises an indoor UWB Bluetooth internet of things positioning gateway, an outdoor waterproof UWB Bluetooth internet of things positioning gateway, an explosion-proof UWB Bluetooth internet of things positioning gateway, 5G edge computing equipment and an outdoor positioning activation gateway; the intelligent tag 10 comprises an SOS alarm button, an audible and visual alarm, a manager positioning intelligent watch, an anti-disassembly positioning intelligent watch manager electronic work card, an infrared laser positioning anchor point, a manager active article positioning tag and a Bluetooth sleep detection mattress. The infrared Bluetooth anchor point positioning is used for indoor positioning in a narrow space, base station position data is effectively reduced, cost is reduced, and two wireless transmission technologies of Bluetooth and UWB are integrated, so that the system has strong integration and expansion, and meanwhile, the construction cost of the whole system can be effectively reduced by adopting the Bluetooth technology.
Preferably, the internet of things sensing system 19 comprises a personnel information management module, a personnel position management module, a personnel vital sign management module, an article tracking management module, an outgoing supervision management module, an auxiliary alarm management module and a system linkage fusion management module.
The management content of the personnel information management module comprises the basic information of the supervised personnel and the basic information of the management personnel, wherein the basic confidence of the supervised personnel comprises the supervised number, accommodation number, name, sex, age, cultural degree, native, personnel type, time limit, electronic fence access authority and mutual supervision formation, and the basic information of the management personnel comprises the name, manager number, sex, age, supervision area, policer and electronic fence access authority;
the personnel position management module comprises closed area planar map modeling, real-time monitoring of personnel positions, real-time roll calling, alarm prompting, intelligent analysis, personnel resource management analysis and report statistics;
when the closed area plane map is modeled, an electronic fence area is arranged on the closed area plane geographic model, and the attribute of the electronic fence area can be provided with information such as a monitoring area, a lodging number or a channel, a monitoring video number, forbidden time, a monitoring level and the like;
the process of monitoring the positions of the personnel in real time is as follows:
101. displaying 1 or more personnel movement tracks in real time through an electronic map;
102. tracking designated personnel: the map is automatically switched along with the movement of the label, and a mouse is moved to the label so that the current state of the label can be seen;
103. the alarm state of the person is displayed through different colors and shapes on the plane electronic map, the mouse is moved to the icon of the person to be monitored, the current state of the person to be monitored can be seen, and the state information can be customized;
104. and tracing and inquiring the activity route of the personnel in any time period. The location information of the corresponding time point may be queried according to the time axis.
Real-time roll calling includes regional roll calling and access statistics: the regional roll call is in the appointed region, the actual number, personnel and state are displayed, the system automatically distinguishes, records and counts, and the total number of personnel and personnel detail in the monitoring area can be counted in real time according to the set conditions, such as the monitoring area, the middle team and the small team, and the roll call information of the monitored personnel can be inquired in real time.
The access statistics can be used for counting the number of people entering a certain access opening in a certain time period in real time, and statistics can be carried out according to attributes such as a monitoring area, a middle team, a small team and the like.
Wherein, the warning suggestion mainly includes:
201. the monitoring and protection list alarms, and the system immediately alarms after the monitored personnel aiming at the formation in danger leaves the formation for a certain distance;
202. and (5) out-of-range alarm: setting forbidden entry, forbidden exit, retention timeout and the like for some key areas aiming at different supervised personnel, and alarming immediately once the supervised personnel exceeds the set conditions;
203. active help alarm: the management personnel wears a tag card with a calling device distress button, and when danger is met, the system can receive alarm and position information sent by the management personnel as long as the button is pressed;
204. vanishing alarm, when the person to be monitored is out of the effective signal range or illegally shields the wristwatch, the system alarms;
205. and (5) off-duty alarm for management personnel: according to the system display, whether the person on duty takes off duty can be judged;
206. the monitored personnel strings the house and alarms: according to the system display, whether the monitored personnel illegally enter other monitoring houses or not can be judged, and an alarm is triggered;
207. the wristwatch is cut short, the gravity knocking and the breaking alarm are carried out, and when the wristwatch is cut short or the case is disassembled or broken, the system can monitor and alarm in real time;
208. the equipment fault alarm mainly aims at faults set by various labels, base stations and the like, such as signal interruption, insufficient equipment electric quantity, equipment damage and the like.
The intelligent analysis includes:
301. mutual monitoring and prevention single analysis: setting a distance for taking off a list, allowing a list-taking off electronic fence and a list-preventing strategy for a monitored person to mutually monitor formation;
302. timeout prompting: setting a designated label, and staying in a designated area for a designated time;
303. if the appointed time is exceeded, alarming can be carried out, and the stay time of the supervised personnel in the appointed area can be limited, so that dangerous situations can be prevented;
304. people gathering prompt: the number of overnumbers is set for certain specific areas, and if the number of personnel in the specific areas exceeds the warning limit, an alarm is immediately given. The function can judge illegal aggregation in time;
305. management personnel take control measures in time: if a person to be supervised gathers abnormally in the bathroom, the system sends out an alarm signal and automatically jumps out of an early warning picture, and the person to be supervised is shown to fight. The command center can also inform the on-duty manager of processing through the interphone;
306. and (5) alarm management.
The manager resource analysis can facilitate the command center to master the real-time dynamic information such as the number and distribution condition of the management staff at any time through the position distribution of the management staff and the linkage with the alarm places, thereby providing convenience for the allocation of the management staff.
The report statistics function can carry out data statistics according to a certain time period; counting the execution times of patrol, and distributing personnel working time, such as peak time, idle time, stay area, working state and the like; providing statistics of the state of the area where the monitored personnel are located, and reasonably distributing the management personnel; summarizing and analyzing the time of each type of event occurrence area; and according to statistics of set manager patrol time, interval, times and the like, comparing actual patrol time, interval and times.
The article tracking management module is specially designed for mobile article management, and a NFC identification chip is arranged in a tag, so that the tag can be quickly bound with a watch ID of a person to be supervised or a staff card of a manager by using a handheld terminal; the UWB Bluetooth positioning chip is arranged in the tag, so that the range positioning and the accurate position positioning can be performed in the existing network; the tag can be conveniently fixed on a product by the self-provided anti-disassembly steel wire ring. The tag is connected with the article through the steel wire rope, the tag can automatically detect the on-off state of the steel wire, if the steel wire is disconnected, the tag immediately sends out a wireless alarm signal; the police handset can be authorized to issue the equipment at any time, and the specific flow is as follows: the staff cards of the manager can be scanned rapidly, the tag ID is scanned, the supervised person can wear the intelligent watch in a scanning mode, and therefore when the supervised person can take the articles, the manager can finish corresponding borrowing management work on the article checking handheld terminal. A card reader is arranged in the tool checking handheld terminal, and a manager can read an article tracking label and a wristband of a supervised person through the tool checking handheld terminal, and finish borrowing of non-articles by brushing the manager after confirmation; the system receives the issuing information, automatically starts a tag tracking function, does not track the tag after returning the article, starts an alarm once the tag exceeds a limit range, switches to an accurate tracking mode and tracks the manager; and the system immediately gives an alarm when the battery voltage is continuously lower than the early warning value, and a manager can check the use condition of the current non-curing tool and the curing tool through client software.
The outdoor supervision management module is a special wristwatch provided for the supervised person, and not only supports indoor accurate positioning, but also supports outdoor Beidou GPS positioning and Wi-Fi positioning, and position information can be transmitted back to the background in real time through the built-in Internet of things communication module; the wristwatch is automatically switched to an outdoor mode when the monitored person leaves the closed area, and positioning data is reported to a closed area management background in real time; the wristwatch can establish a connection function with a manager handheld management machine, a safety range is set, and once the wristwatch leaves the safety range, the manager on duty can receive a prompt immediately; the intelligent monitoring system can realize video linkage with a 4G law enforcement recorder worn by an operator on duty, and realize background remote real-time monitoring.
The personnel vital sign management module comprises real-time heart rate monitoring, real-time blood pressure monitoring, real-time pressure emotion monitoring, sleep monitoring, real-time body temperature monitoring and activity real-time monitoring;
the system linkage fusion module comprises personnel information linkage, video linkage management, one-card communication fusion management and broadcast linkage management.
The personnel information linkage customizable development interface automatically acquires the personal information of the monitored personnel from the monitored personnel information base, so that a user can realize the binding of the monitored personnel information and the mobile equipment in the system.
The video linkage management realizes the docking with the video monitoring system 55 through a custom development interface. The system can automatically provide functions of snapshot, real-time video pop-up and the like according to the current position of the monitored person when a specific event occurs according to the management rule. The system can also call the corresponding monitoring video according to the historical key position of the monitored person.
The integrated management of the one-card is that a passive electronic wristband such as an IC or an ID card meeting the management requirement of the one-card in a closed area is arranged in the intelligent watch provided by the person to be supervised, and the integrated management of the one-card can identify the identity of the person to be supervised and realize the corresponding function through the unique anti-dismantling intelligent watch of the person to be supervised, so that a foundation is provided for realizing the one-card management of the person to be supervised.
The manager electronic chest card embeds a passive electronic tag used by the manager, for example: the IC card or the ID card, so that a manager can use the unique electronic chest card device to complete corresponding management functions when brushing the gate inhibition or dining.
The broadcasting linkage management toilet management and call management are all required to be linked with the existing broadcasting system, so that corresponding personnel positions and alarm contents can be provided for the broadcasting system, and the TTS intelligent broadcasting system can automatically send out voice warnings according to the alarms.
In this embodiment, the AI video behavior analysis server 20 is connected with an AI video behavior analysis module, and the AI video behavior analysis module has the functions of personnel occurrence detection, personnel entrance detection, personnel departure detection, personnel crossing detection, personnel climbing detection, personnel loitering detection, personnel detention detection, personnel leaving bed detection, personnel independent detection, personnel taking frame detection, personnel falling detection, gesture distress detection, personnel gathering detection, personnel leaving guard detection, personnel sleeping guard detection, single person examination detection, access trailing detection, personnel retrograde detection, limb contact detection, conveyed article detection, other detection algorithms, clothing recognition, acoustic anomaly detection and video anomaly diagnosis.
The system adopts a communication strategy with unique design, so that all devices in the system can work in a manageable state, data errors caused by unordered work of a large number of devices can be avoided, and the accuracy of important data such as the number of people entering and exiting can be ensured; the large-scale supervision units with a large number of people can be satisfied, and the capacity is large; and the system adopts a layered management mode, so that the self-detection of the state of the system equipment can be realized, and the maintainability of the system can be improved. The real-time system can realize unlimited capacity expansion of the base station in a cascading mode, has unlimited quantity limitation and has strong maintainability; meanwhile, the positioning accuracy is higher and the scanning speed is faster according to different positioning accuracy requirements of different places.
The foregoing is merely a preferred embodiment of the present invention, and it should be noted that modifications and adaptations to those skilled in the art may be made without departing from the concept of the present invention, and such modifications and adaptations are intended to be comprehended within the scope of the present invention.
Claims (7)
1. AI monitoring system based on personnel accurate positioning, its characterized in that: the system comprises a switch, a broadcasting security system server, a positioning engine server, an AI video behavior analysis server and a display, wherein the switch is communicated with the broadcasting security system server, the positioning engine server, the AI video behavior analysis server and the display;
the exchanger is used for establishing a wired local area network and improving the corresponding data interaction capability;
the broadcast security system server is used for monitoring in real time and monitoring according to the authority;
the positioning engine server is used for positioning and tracking people and objects in real time and starting corresponding emergency alarms;
the AI video behavior analysis server analyzes various summarized information, judges various anomalies and carries out corresponding warning;
the display is used for displaying corresponding warning information, real-time supervision pictures and various data.
2. The AI monitoring system based on accurate personnel positioning of claim 1, wherein: the display is connected with the card reading controller, the special handheld terminal, the PC management end and the tag intelligent terminal; the broadcasting security system server is connected with the video monitoring system, the access control management system, the digital broadcasting system and the security equipment, and the security equipment is connected with an NFC special-shaped card; the positioning engine server is connected with network equipment, an emergency alarm system, a personnel positioning and health comprehensive management system and an article tracking management system, the network equipment is connected with an Internet of things gateway, the Internet of things gateway is connected with an intelligent tag, and the personnel positioning and health comprehensive management system is connected with an Internet of things sensing system.
3. The AI monitoring system based on accurate personnel positioning of claim 2, wherein: the security equipment comprises a security camera, a monitoring camera, an intelligent door lock, an intelligent access control and a receiving controller, wherein the receiving controller is communicated with the security camera, the monitoring camera, the intelligent door lock and the intelligent access control; NFC abnormal shape card is including location intelligence wrist-watch, prevent tearing open location intelligence wrist-watch, electronic tablet and active article location label.
4. The AI monitoring system based on accurate personnel positioning of claim 2, wherein: the network equipment comprises a POE switch and 5G edge computing equipment; the internet of things gateway comprises an indoor UWB Bluetooth internet of things positioning gateway, an outdoor waterproof UWB Bluetooth internet of things positioning gateway, an explosion-proof UWB Bluetooth internet of things positioning gateway, 5G edge computing equipment and an outdoor positioning activation gateway; the intelligent label comprises an SOS alarm button, an audible and visual alarm, a manager positioning intelligent watch, a manager anti-disassembly positioning intelligent watch manager electronic work card, an infrared laser positioning anchor point, a manager active article positioning label and a Bluetooth sleep detection mattress.
5. The AI monitoring system based on accurate personnel positioning of claim 2, wherein: the internet of things sensing system comprises a personnel information management module, a personnel position management module, a personnel vital sign management module, an article tracking management module, an outgoing supervision management module, an auxiliary alarm management module and a system linkage fusion management module.
6. The person accurate positioning-based AI monitoring system of claim 5, wherein: the management content of the personnel information management module comprises the basic information of the supervised personnel and the basic information of the management personnel, wherein the basic confidence of the supervised personnel comprises the supervised number, accommodation number, name, sex, age, cultural degree, native, personnel type, time limit, electronic fence access authority and mutual supervision formation, and the basic information of the management personnel comprises the name, manager number, sex, age, supervision area, policer and electronic fence access authority;
the personnel position management module comprises closed area planar map modeling, real-time monitoring of personnel positions, real-time roll calling, alarm prompting, intelligent analysis, personnel resource management analysis and report statistics;
the personnel vital sign management module comprises real-time heart rate monitoring, real-time blood pressure monitoring, real-time pressure emotion monitoring, sleep monitoring, real-time body temperature monitoring and activity real-time monitoring;
the system linkage fusion module comprises personnel information linkage, video linkage management, one-card communication fusion management and broadcast linkage management.
7. The AI monitoring system based on accurate personnel positioning of claim 1, wherein: the AI video behavior analysis server is connected with an AI video behavior analysis module, and the AI video behavior analysis module has the functions of personnel appearance detection, personnel entrance detection, personnel departure detection, personnel crossing detection, personnel climbing detection, personnel loitering detection, personnel detention detection, personnel leaving bed detection, personnel independent detection, personnel taking frame detection, personnel falling detection, gesture distress detection, personnel gathering detection, personnel leaving guard detection, personnel sleeping guard detection, single person examination detection, access trailing detection, personnel retrograde detection, limb contact detection, article transfer detection, other detection algorithms, clothing identification, sound abnormality detection and video abnormality diagnosis.
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