CN114550359A - Intelligent park management system and management method - Google Patents
Intelligent park management system and management method Download PDFInfo
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- CN114550359A CN114550359A CN202111641384.1A CN202111641384A CN114550359A CN 114550359 A CN114550359 A CN 114550359A CN 202111641384 A CN202111641384 A CN 202111641384A CN 114550359 A CN114550359 A CN 114550359A
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- G07C9/00—Individual registration on entry or exit
- G07C9/20—Individual registration on entry or exit involving the use of a pass
- G07C9/22—Individual registration on entry or exit involving the use of a pass in combination with an identity check of the pass holder
- G07C9/25—Individual registration on entry or exit involving the use of a pass in combination with an identity check of the pass holder using biometric data, e.g. fingerprints, iris scans or voice recognition
- G07C9/253—Individual registration on entry or exit involving the use of a pass in combination with an identity check of the pass holder using biometric data, e.g. fingerprints, iris scans or voice recognition visually
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- G06F18/213—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods
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- G07C9/00—Individual registration on entry or exit
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- G07C9/27—Individual registration on entry or exit involving the use of a pass with central registration
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- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B7/00—Signalling systems according to more than one of groups G08B3/00 - G08B6/00; Personal calling systems according to more than one of groups G08B3/00 - G08B6/00
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Abstract
The invention discloses an intelligent park management system and a management method, wherein the intelligent park management system comprises a cloud server, the input end of the cloud server is electrically connected with a safety monitoring terminal, the output end of the cloud server is electrically connected with an information identification module, and the output end of the information identification module is electrically connected with a convolutional neural network. According to the invention, facial features of passing personnel and identity card information in a park are collected through the safety monitoring terminal, the convolutional neural network and the noise reduction self-encoder can perform dimension reduction processing on facial images, the noise-reduced images generate facial models by using the facial feature production module, and the comparison unit extracts and compares the facial models of the personnel stored in the recent storage module, so that the effect of identifying and authenticating the park personnel information is achieved, and the problems that the existing intelligent park management mode is single, the effect of authenticating and grasping personal information of passing personnel is not achieved, and the non-park personnel cannot be judged and confirmed are solved.
Description
Technical Field
The invention relates to the technical field of intelligent parks, in particular to an intelligent park management system and a management method.
Background
The intelligent park refers to a standard building or building group which is complete in water supply, power supply, gas supply, communication, roads, storage and other supporting facilities, reasonable in layout and capable of meeting the requirements of production and scientific experiments in a certain specific industry, but the existing intelligent park management mode is single, does not have the effect of authenticating and mastering personal information of passers-by, and cannot judge and confirm non-park personnel.
Disclosure of Invention
In order to solve the problems in the background art, the present invention is directed to an intelligent campus management system and a management method thereof, which have the advantage of performing intelligent authentication on personnel information, and solve the problems that the existing intelligent campus management method is single, does not have the effect of authenticating and grasping personal information of a passer, and cannot determine and confirm non-campus personnel.
In order to achieve the purpose, the invention provides the following technical scheme: an intelligent park management system and a management method thereof comprise a cloud server;
the input electricity of high in the clouds server is connected with safety monitoring terminal, the output electricity of high in the clouds server is connected with information identification module, information identification module's output electricity is connected with convolution neural network, convolution neural network's output electricity is connected with the self-encoder of making an uproar, the output electricity of the self-encoder of making an uproar is connected with facial feature production module, facial feature production module's output electricity is connected with storage module and contrast unit respectively, contrast unit and storage module electric connection.
Preferably, the output end of the cloud server is electrically connected with an internet of things gateway, and the input end of the internet of things gateway is electrically connected with the output ends of the plurality of safety monitoring terminals in a bidirectional mode.
Preferably, the security monitoring terminal comprises a monitoring device, an access control device and an audible and visual alarm.
Preferably, the output end of the storage module is bidirectionally and electrically connected with a wireless gateway, the output rear end of the wireless gateway is bidirectionally and electrically connected with a park monitoring platform, and the wireless gateway is bidirectionally and electrically connected with an internet of things gateway.
Preferably, the output end of the convolutional neural network is electrically connected with an intelligent learning module, the output end of the intelligent learning module is electrically connected with a data caching module, and the data caching module is electrically connected with the noise reduction self-encoder.
Preferably, the output end of the facial feature production module is electrically connected with a reading and writing filing unit, and the output end of the reading and writing filing unit is bidirectionally and electrically connected with the input end of the storage module.
Preferably, the output end of the comparison unit is electrically connected with a long-short term memory network, the output end of the long-short term memory network is electrically connected with a action route recording module, the output end of the action route recording module is electrically connected with the input end of the storage module, and the long-short term memory network is electrically connected with the read-write filing unit in a bidirectional mode.
The invention discloses a preferable intelligent park management system and a management method, which comprises the following steps:
s1: the safety monitoring terminal is used for collecting facial features of passing personnel and identity card information in the park, the internet of things gateway can transmit the information to the cloud server, and the cloud server is compared with personal information in the storage module through the information identification module;
s2: the convolutional neural network and the noise reduction self-encoder can perform dimension reduction processing on the facial image, and the image subjected to noise reduction generates a facial model by using a facial feature production module;
s3: the comparison unit utilizes the long-term and short-term memory network to extract and compare the employee face model stored in the recent storage module, and the action route recording module records the employee advancing route when the employee face model passes the verification;
s4: and when the verification fails, the wireless gateway transmits the alarm information to the park monitoring platform for manual review.
Compared with the prior art, the invention has the following beneficial effects:
1. according to the invention, the face characteristics of passing personnel and identity card information in the park are collected through the safety monitoring terminal, the convolutional neural network and the noise reduction self-encoder can perform dimension reduction processing on a face image, the noise-reduced image generates a face model by using the face characteristic production module, and the comparison unit extracts and compares the face model of the staff stored in the recent storage module, so that the effect of identifying and authenticating the park personnel information is achieved, and the problems that the existing intelligent park management mode is single, the effect of authenticating and mastering the personal information of passers is not achieved, and the judgment and confirmation of non-park personnel cannot be performed are solved.
2. According to the invention, the management efficiency of the safety monitoring terminal can be improved and the data transmission stability can be improved by arranging the Internet of things gateway.
3. According to the invention, the safety monitoring terminal is composed of the monitoring equipment, the entrance guard equipment and the acousto-optic alarm, so that the information acquisition accuracy can be improved.
4. By arranging the wireless gateway and the park monitoring platform, the invention can improve the response speed of alarm processing and avoid the phenomenon of misjudgment.
5. According to the invention, by arranging the intelligent learning module and the data cache module, the management system has a self-learning function, and the facial feature processing and collecting efficiency is improved.
6. The invention can facilitate the integrated management of the files by arranging the reading and writing filing unit, and is convenient for an operator to quickly search and extract the files according to the personnel information.
7. According to the invention, by arranging the long-term and short-term memory network, the human face model features can be rapidly compared according to recently extracted information, and the personnel authentication comparison efficiency is greatly improved.
Drawings
FIG. 1 is a schematic diagram of the system of the present invention.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
As shown in fig. 1, the intelligent park management system and the management method provided by the present invention include a cloud server;
the input electricity of high in the clouds server is connected with safety monitoring terminal, the output electricity of high in the clouds server is connected with information identification module, information identification module's output electricity is connected with convolution neural network, convolution neural network's output electricity is connected with the self-encoder of making an uproar that falls, the output electricity of the self-encoder of making an uproar that falls is connected with facial feature production module, facial feature production module's output electricity respectively is connected with storage module and contrast unit, contrast unit and storage module electric connection.
Referring to fig. 1, the output end of the cloud server is electrically connected to an internet of things gateway, and the input end of the internet of things gateway is electrically connected to the output ends of the plurality of safety monitoring terminals in a bidirectional manner.
As a technical optimization scheme of the invention, the management efficiency of the safety monitoring terminal can be improved and the data transmission stability can be improved by arranging the Internet of things gateway.
Referring to fig. 1, the security monitoring terminal is composed of a monitoring device, an entrance guard device and an audible and visual alarm.
As a technical optimization scheme of the invention, the safety monitoring terminal is formed by the monitoring equipment, the entrance guard equipment and the acousto-optic alarm, so that the information acquisition accuracy can be improved.
Referring to fig. 1, the two-way electricity of the output end of the storage module is connected with a wireless gateway, the two-way electricity of the output rear end of the wireless gateway is connected with a garden monitoring platform, and the wireless gateway is connected with the thing allies oneself with the gateway two-way electricity.
As a technical optimization scheme of the invention, by arranging the wireless gateway and the park monitoring platform, the response speed of alarm processing can be improved, and the phenomenon of misjudgment is avoided.
Referring to fig. 1, the output end of the convolutional neural network is electrically connected to an intelligent learning module, the output end of the intelligent learning module is electrically connected to a data caching module, and the data caching module is electrically connected to the noise reduction self-encoder.
As a technical optimization scheme of the invention, the intelligent learning module and the data cache module are arranged, so that the management system has a self-learning function, and the facial feature processing and collecting efficiency is improved.
Referring to fig. 1, the output end of the facial feature production module is electrically connected to a read-write filing unit, and the output end of the read-write filing unit is bidirectionally and electrically connected to the input end of the storage module.
As a technical optimization scheme of the invention, the integrated management of the files can be facilitated by arranging the reading and writing filing unit, and an operator can search and extract the files quickly according to the personnel information.
Referring to fig. 1, the output terminal of the comparison unit is electrically connected to the long-term and short-term memory network, the output terminal of the long-term and short-term memory network is electrically connected to the action route recording module, the output terminal of the action route recording module is electrically connected to the input terminal of the storage module, and the long-term and short-term memory network is electrically connected to the read-write filing unit in a bidirectional manner.
As a technical optimization scheme of the invention, by setting the long-term and short-term memory network, the human face model features can be quickly compared according to recently extracted information, and the personnel authentication comparison efficiency is greatly improved.
Referring to fig. 1, an intelligent park management system and a management method includes the following steps:
s1: the safety monitoring terminal is used for collecting facial features of passing personnel and identity card information in the park, the internet of things gateway can transmit the information to the cloud server, and the cloud server is compared with personal information in the storage module through the information identification module;
s2: the convolutional neural network and the noise reduction self-encoder can perform dimension reduction processing on the facial image, and the image subjected to noise reduction generates a facial model by using a facial feature production module;
s3: the comparison unit utilizes the long-term and short-term memory network to extract and compare the employee face model stored in the recent storage module, and the action route recording module records the employee advancing route when the employee face model passes the verification;
s4: and when the verification fails, the wireless gateway transmits the alarm information to the park monitoring platform for manual review.
The working principle and the using process of the invention are as follows: during the use, gather through safety monitoring terminal inside passerby facial feature and identity card information in the garden, the thing allies oneself with the gateway can be with information transmission to high in the clouds server, the high in the clouds server passes through information identification module and the inside personal information of storage module contrasts, convolution neural network can reduce the dimension with falling the self-encoder simultaneously and handle facial image, the image after falling the noise utilizes facial feature production module to generate facial model, the contrast unit utilizes long and short term memory network to draw the contrast to the staff facial model of the inside storage of recent storage module, when through verifying, action route record module advances the route to the staff and records, when verifying the failure, wireless gateway transmits alarm information to garden monitoring platform and carries out artifical review.
In summary, the following steps: this intelligent garden management system and management method, gather through safety monitoring terminal the inside passerby facial feature of garden and identity card information, convolution neural network and the autoencoder of making an uproar of falling can reduce the dimension to facial image and handle, the image after making an uproar falls utilizes facial feature production module to generate facial model, the contrast unit draws the contrast to the staff's facial model that recent storage module is inside to be stored, thereby reach the effect of discerning the authentication to garden personnel information, it is comparatively single to have solved current intelligent garden management mode, do not possess the effect of carrying out the authentication and mastering to passerby's personal information, can't judge the problem of affirming to non-garden personnel.
It is noted that, herein, relational terms such as first and second, and the like may be used solely to distinguish one entity or action from another entity or action without necessarily requiring or implying any actual such relationship or order between such entities or actions. Also, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus.
Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that changes, modifications, substitutions and alterations can be made in these embodiments without departing from the principles and spirit of the invention, the scope of which is defined in the appended claims and their equivalents.
Claims (8)
1. An intelligent park management system and a management method thereof comprise a cloud server;
the method is characterized in that: the input electricity of high in the clouds server is connected with safety monitoring terminal, the output electricity of high in the clouds server is connected with information identification module, information identification module's output electricity is connected with convolution neural network, convolution neural network's output electricity is connected with the self-encoder of making an uproar, the output electricity of the self-encoder of making an uproar is connected with facial feature production module, facial feature production module's output electricity is connected with storage module and contrast unit respectively, contrast unit and storage module electric connection.
2. The intelligent park management system and method of claim 1, wherein: the output electricity of high in the clouds server is connected with the thing allies oneself with the gateway, the input of thing allies oneself with the gateway and is connected with the output two-way electricity of a plurality of safety monitoring terminal.
3. The intelligent park management system and method of claim 1, wherein: the safety monitoring terminal is composed of a monitoring device, an entrance guard device and an audible and visual alarm.
4. An intelligent park management system and method according to claim 2, characterized in that: the two-way electricity of storage module's output is connected with wireless gateway, the two-way electricity of wireless gateway's output rear end is connected with garden monitoring platform, wireless gateway and the two-way electricity of thing allies oneself with the gateway and is connected.
5. The intelligent park management system and method of claim 1, wherein: the output end of the convolutional neural network is electrically connected with an intelligent learning module, the output end of the intelligent learning module is electrically connected with a data caching module, and the data caching module is electrically connected with the noise reduction self-encoder.
6. The intelligent park management system and method of claim 1, wherein: the output end of the facial feature production module is electrically connected with a reading and writing filing unit, and the output end of the reading and writing filing unit is electrically connected with the input end of the storage module in a bidirectional mode.
7. The intelligent park management system and method of claim 6, wherein: the output end of the comparison unit is electrically connected with a long-term and short-term memory network, the output end of the long-term and short-term memory network is electrically connected with a action route recording module, the output end of the action route recording module is electrically connected with the input end of the storage module, and the long-term and short-term memory network is electrically connected with the read-write filing unit in a bidirectional mode.
8. The intelligent park management system and method according to claim 1, wherein: the method comprises the following steps:
s1: the safety monitoring terminal is used for collecting facial features of passing personnel and identity card information in the park, the internet of things gateway can transmit the information to the cloud server, and the cloud server is compared with personal information in the storage module through the information identification module;
s2: the convolutional neural network and the noise reduction self-encoder can perform dimension reduction processing on the face image, and the noise-reduced image generates a face model by using a face feature production module;
s3: the comparison unit utilizes the long-term and short-term memory network to extract and compare the employee face model stored in the recent storage module, and the action route recording module records the employee advancing route when the employee face model passes the verification;
s4: and when the verification fails, the wireless gateway transmits the alarm information to the park monitoring platform for manual review.
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CN115756030A (en) * | 2022-09-26 | 2023-03-07 | 杭州湛川智能技术有限公司 | Monitoring system for BIM data center machine room management and use method thereof |
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