CN111768584A - Intelligent safety system capable of automatically alarming in real time when people enter home - Google Patents

Intelligent safety system capable of automatically alarming in real time when people enter home Download PDF

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Publication number
CN111768584A
CN111768584A CN202010602670.6A CN202010602670A CN111768584A CN 111768584 A CN111768584 A CN 111768584A CN 202010602670 A CN202010602670 A CN 202010602670A CN 111768584 A CN111768584 A CN 111768584A
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face image
image information
information
identification
security system
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侯易超
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    • GPHYSICS
    • G08SIGNALLING
    • G08BSIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
    • G08B13/00Burglar, theft or intruder alarms
    • G08B13/18Actuation by interference with heat, light, or radiation of shorter wavelength; Actuation by intruding sources of heat, light, or radiation of shorter wavelength
    • G08B13/189Actuation by interference with heat, light, or radiation of shorter wavelength; Actuation by intruding sources of heat, light, or radiation of shorter wavelength using passive radiation detection systems
    • G08B13/194Actuation by interference with heat, light, or radiation of shorter wavelength; Actuation by intruding sources of heat, light, or radiation of shorter wavelength using passive radiation detection systems using image scanning and comparing systems
    • G08B13/196Actuation by interference with heat, light, or radiation of shorter wavelength; Actuation by intruding sources of heat, light, or radiation of shorter wavelength using passive radiation detection systems using image scanning and comparing systems using television cameras
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • G06V40/161Detection; Localisation; Normalisation
    • G06V40/166Detection; Localisation; Normalisation using acquisition arrangements
    • GPHYSICS
    • G08SIGNALLING
    • G08BSIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
    • G08B13/00Burglar, theft or intruder alarms
    • G08B13/18Actuation by interference with heat, light, or radiation of shorter wavelength; Actuation by intruding sources of heat, light, or radiation of shorter wavelength
    • G08B13/189Actuation by interference with heat, light, or radiation of shorter wavelength; Actuation by intruding sources of heat, light, or radiation of shorter wavelength using passive radiation detection systems
    • G08B13/194Actuation by interference with heat, light, or radiation of shorter wavelength; Actuation by intruding sources of heat, light, or radiation of shorter wavelength using passive radiation detection systems using image scanning and comparing systems
    • G08B13/196Actuation by interference with heat, light, or radiation of shorter wavelength; Actuation by intruding sources of heat, light, or radiation of shorter wavelength using passive radiation detection systems using image scanning and comparing systems using television cameras
    • G08B13/19602Image analysis to detect motion of the intruder, e.g. by frame subtraction

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Human Computer Interaction (AREA)
  • Multimedia (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Alarm Systems (AREA)

Abstract

The invention discloses an intelligent safety system for real-time automatic alarm of a house, which comprises an identification device, an acquisition device, a communication device and a server, wherein the identification device is used for identifying the house; the server records face image information A, address information and an action signal A which can trigger an alarm of a resident in advance; the acquisition device is connected with the identification device and is used for acquiring the environmental signal in the visible range; the recognition device is connected with the server and used for carrying out similarity recognition on the environment signal and the action signal A or the face image information A input by the server; the communication device is connected with the identification device and the security system of the community, and when the similarity is higher than the threshold similarity, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time. The invention aims to provide an intelligent safety system for real-time automatic alarm of a householder, which triggers alarm under the condition that a perpetrator does not know, accurately positions the position of a case, time, quickly handles the case and reduces property loss of the householder.

Description

Intelligent safety system capable of automatically alarming in real time when people enter home
Technical Field
The invention relates to the technical field of communication, in particular to an intelligent safety system capable of automatically alarming in real time when a user enters a house.
Background
Along with the continuous improvement of the living standard of people, robbery and theft incidents are frequent. Therefore, people pay more and more attention to security work and personal and property safety of people. In order to ensure safety, a plurality of families are provided with the anti-theft doors at present, but effective anti-theft alarm devices are still lacked, so that accidents of burglary when thieves pry the doors in life still frequently occur, and the accidents cannot be avoided. Therefore, various anti-theft alarm devices in the market are also applied, but visual monitoring is generally used in the market at present, and only restoration tracing can be performed after an event occurs, so that secret automatic triggering alarm cannot be realized, and automatic alarm can be realized.
Disclosure of Invention
The invention aims to provide an intelligent safety system for real-time automatic alarm of a householder, which triggers alarm under the condition that a perpetrator does not know, accurately positions the position of a case, time, quickly handles the case and reduces property loss of the householder.
The invention is realized by the following technical scheme:
an intelligent safety system for real-time automatic alarm of house-entry comprises an identification device, an acquisition device, a communication device and a server;
the server is pre-recorded with face image information A, address information and an action signal A which can trigger an alarm of a resident; the action signal A comprises a preset facial expression A, a preset voice message A, a preset limb action A, a cutter and a gun;
the acquisition device is connected with the identification device and is used for acquiring the environmental signals in a visual range;
the recognition device is connected with the server and used for carrying out similarity recognition on the environment signal and the action signal A or the face image information A;
the communication device is connected with the identification device and a security system of a community, when the environment signal is similar to the action signal A or the environment signal is not similar to the face image information A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
Further, the acquisition device comprises a miniature camera and an audio acquisition device. The miniature camera, also called miniature watch-dog, has small, the better characteristics of disguise, installs it at the resident family, is difficult to be found by the personnel of working a case to avoid being damaged by the personnel of working a case.
Further, the environment signal comprises face image information B, action information B and article information B; the action information B comprises facial expression information B, voice information B or limb action information B; the item information includes a knife or a gun.
Further, the identification device comprises a first identification module and a second identification module;
the first identification module is used for identifying whether a theft behavior occurs in the household of the resident, and if the theft behavior is judged to occur, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time;
the second identification module is used for identifying whether the home of the resident is robbed or not, and if the home of the resident is judged to be robbed, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
Further, the first identification module comprises a first identification unit and a second identification unit;
the first identification unit is used for judging whether theft occurs in the household of the resident in the daytime;
the second identification unit is used for judging whether theft occurs in the house of the resident at night.
Further, the first identification unit comprises a first storage unit, a first judgment unit, a first control unit and a first communication unit, and the first storage unit, the first judgment unit and the first communication unit are all connected with the first control unit;
the first storage unit is stored with a time interval A in advance, and the time interval A is a time interval when no person is in the house of the resident;
the first judging unit is connected with the server and the acquiring device; when the face image information A is in the time interval A, the first judging unit is used for carrying out similarity identification on the face image information A and the face image information B; if the facial image information A and the facial image information B are judged to be completely dissimilar, the first communication unit sends alarm information to a mobile phone of the resident, and if the resident agrees to give an alarm, the communication device automatically gives an alarm to the security system and sends the environment signal and the address information to the security system in real time.
Further, the second identification unit comprises a second storage unit, a third storage unit, a second judgment unit, a second control unit, the second storage unit, the second judgment unit and the third storage unit which are all connected with the second control unit;
the second storage unit is stored with a time interval B in advance, and the time interval B is a sleeping period time interval of a resident;
the third storage unit is used for temporarily storing face image information C, and the face image C is a face image staying in the household of the resident;
the second judging unit is connected to the server and the acquiring device; when the face image information A is in the time interval B, the second judging unit is used for carrying out similarity identification on the face image information B and the face image information A; if the face image information B is judged to be dissimilar to the face image information A, the second judging unit is used for carrying out similarity recognition on the face image information B and the face image information C, and if the face image information B is dissimilar to the face image information C, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
Further, the second identification module comprises a third identification unit and a fourth identification unit;
the third identification unit is used for identifying an action signal B of the resident, if the action signal B is similar to the action signal A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time;
the fourth identification unit is used for identifying an action signal C of a robber, and if the action signal C is similar to the action signal A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
Further, the third identification unit includes the processing steps of:
acquiring face image information B in a visible range;
carrying out similarity identification on the face image information B and the face image information A;
if the face image information B is similar to the face image information A, acquiring an action signal B of a person corresponding to the face image information A;
carrying out similarity identification on the action signal B and the action signal A;
if the action signal B is similar to the action signal A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
Further, the fourth identification unit includes the processing steps of:
acquiring face image information B in a visible range;
carrying out similarity identification on the face image information B and the face image information A;
if the face image information B is not similar to the face image information A, acquiring object information B on a person corresponding to the face image information B;
carrying out similarity identification on the article information B and the action information A;
and if the article information B is similar to the action information A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
According to the automatic alarm intelligent safety system provided by the invention, the face image information A of the resident and the action signal A capable of triggering the alarm are input into the server in advance, when the face image information B acquired by the acquisition device is not similar to the face image information A input by the server or the action signal B acquired by the acquisition device is similar to the alarm action signal A capable of triggering the alarm, the alarm is triggered under the condition that a perpetrator does not know, the case sending position and the case sending time are accurately positioned, and the lawbreaker can be caught conveniently.
Compared with the prior art, the invention has the following advantages and beneficial effects:
1. different alarm modes can be set according to the actual conditions of the residents, so that the property loss of the residents can be reduced, and the personal safety of the residents can be guaranteed;
2. the alarm is triggered under the condition that the perpetrator is not aware of the situation, the case position and the case time are accurately positioned, and lawbreakers can be caught conveniently.
Drawings
The accompanying drawings, which are included to provide a further understanding of the embodiments of the invention and are incorporated in and constitute a part of this application, illustrate embodiment(s) of the invention and together with the description serve to explain the principles of the invention. In the drawings:
FIG. 1 is a schematic view of the structure of the present invention.
Detailed Description
In order to make the objects, technical solutions and advantages of the present invention more apparent, the present invention is further described in detail below with reference to examples and accompanying drawings, and the exemplary embodiments and descriptions thereof are only used for explaining the present invention and are not meant to limit the present invention.
Examples
An intelligent safety system for real-time automatic alarm of house-entry is shown in figure 1 and comprises an identification device, an acquisition device, a communication device and a server;
the server is pre-recorded with face image information A, address information (for example: 3 units 1 1502) and an action signal A which can trigger an alarm of a resident; the action signal A comprises a pre-recorded facial expression A, a pre-recorded limb action A, pre-recorded voice information A, a cutter and a gun; the facial expression A, the voice information A and the limb action A can be recorded according to actual conditions.
The acquisition device is connected with the identification device and is used for acquiring the environmental signal in the visible range; the environment signal comprises face image information B, action information B or article information B; the action information B comprises facial expression information B, voice information B or limb action information B; the item information includes a knife or a gun.
In this embodiment, acquisition device includes miniature camera and audio acquisition device, and miniature camera is called miniature watch-dog again, has small, the better characteristics of disguise, installs it at home, is difficult to be found by the personnel of working a case to avoid miniature camera to damage the condition that leads to can not automatic alarm by the personnel of working a case, its mounted position can set up by oneself according to the demand of resident family.
The recognition device is connected with the server and is used for carrying out similarity recognition on the environmental signal acquired by the miniature camera or the voice acquisition device or the action signal A or the face image information A which is pre-recorded by the server;
the communication device is connected with the identification device and a security system of the community, and when the environmental signal is similar to the action signal A or the environmental signal is not similar to the face image information A, the communication device automatically alarms the security system and sends the environmental signal and the address information to the security system in real time.
In this particular embodiment, the identification means comprises a first identification module and a second identification module;
the first identification module is used for identifying whether a theft behavior occurs in the house of a resident, and if the theft behavior is judged to occur, the communication device automatically alarms the security system and sends an environmental signal and address information to the security system in real time;
the second identification module is used for identifying whether the home of the resident is robbed or not, and if the home of the resident is judged to be robbed, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
Specifically, the first identification module comprises a first identification unit and a second identification unit;
the first identification unit is used for judging whether theft occurs in the household in the daytime:
the first identification unit comprises a first storage unit, a first judgment unit, a first control unit and a first communication unit, the first storage unit, the first judgment unit and the first communication unit are all connected with the control unit, and the control unit is also connected with the communication device;
the first storage unit stores a time interval A in advance, wherein the time interval A is a time interval of no person in the house of a resident; for example, weekdays 8 am early to 7 am late;
the first judging unit is connected with the server and the acquiring device; when the time interval A is reached, if the micro camera shoots the face image information B, the first judgment unit is used for carrying out similarity identification on the face image information B and the face image information A stored in the server; if the face image information B is judged to be dissimilar to the face image information A, the first communication unit sends alarm information to a mobile phone of the resident, and if the resident agrees to give an alarm, the control unit controls the communication device to automatically give an alarm to the security system and sends an environment signal and address information to the security system in real time.
The phenomenon that the household is stolen without a person when a lawless person goes to work while the household is still available is caused, so that property loss of the household is caused and the household is difficult to recover. Therefore, in the scheme, the first storage unit is arranged, the resident sets a time period in which no person is at home according to the self requirement, so that the first identification unit can monitor the time period in which the resident is not at home, when a person appears in the visible range of the micro camera in the time period, the micro camera acquires the face image information B in the visible range, the face image information B and the face image information A are subjected to similarity identification, and if the face image information B is completely dissimilar to the face image information A, the first control unit controls the first communication unit to send the face image information B to the resident, so that the resident judges whether to give an alarm to a security system of a community.
In the scheme, temporary situations (for example, borrowing or other situations of friends, relatives and the like) which may occur in households are considered, so when the face image information B is completely dissimilar to the face image information A, the communication device does not directly give an alarm to a security system of the community, but firstly feeds back the face image information B to a user, and the user selects whether to give an alarm according to actual situations, so that the number of times of false alarms can be reduced, and the workload of staff in the community can also be reduced.
The second identification unit is used for judging whether theft occurs in the house of the resident at night:
the second identification unit comprises a second storage unit, a third storage unit, a second judgment unit, a second control unit, a second storage unit, a second judgment unit and a third storage unit which are all connected with the second control unit;
the second storage unit is used for storing a time interval B in advance, wherein the time interval B is a resident sleep period time interval (for example, 23 o 'clock to 7 o' clock);
the third storage unit is used for temporarily storing face image information C, and the face image information C is the face image of people staying in the household of the resident on the same day. The face image C is acquired according to the last time of entering or leaving of the person corresponding to the face image C on the same day, and if the last time of entering is later than the last time of leaving, or no time of entering or leaving exists on the same day, the face image C of the person is temporarily stored; the face image of the person D may also be obtained according to the person who is still in the household of the household within the preset time (for example, the person D is still in the household at 10 o 'clock 30 o' clock at night, and the temporary storage module stores the face image C of the person D).
The second judgment unit is connected with the server and the acquisition device; when the time interval is in the time interval B, the second judging unit is used for carrying out similarity identification on the face image information B and the face image information A; and if the face image information B is judged to be dissimilar to the face image information A, the second judging unit is used for carrying out similarity identification on the face image information B and the face image information C, and if the face image information B is dissimilar to the face image information C, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
Besides the behaviors of theft by lawbreakers entering the room in the daytime, some lawbreakers choose to be quiet at night and the residents are in a sleeping state to steal the room. Compared with the night burglary, the night burglary is more severe. Since once a resident finds that a lawbreaker enters a room to steal, the lawbreaker may cause irreparable personal injury to the resident, and even if the lawbreaker chooses to abandon the theft because of finding the resident, serious psychological shadow is given to the resident. Therefore, in the scheme, when the human face image information B is detected to be dissimilar to the human face image information A and the human face image information C, the second identification subunit directly alarms the security system of the community, and personal injury of a lawbreaker to residents is avoided.
The second identification module comprises a third identification unit and a fourth identification unit;
the third identification unit is used for identifying an action signal B of the resident, if the action signal B is similar to the action signal A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time;
in particular, the amount of the solvent to be used,
acquiring human face image information B in the visible range of the miniature camera;
carrying out similarity identification on the face image information B and the face image information A;
if the face image information B is similar to the face image information A, acquiring action information B of a person corresponding to the face image information A;
carrying out similarity identification on the action signal B and the action signal A;
if the action signal B is similar to the action signal A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
And the fourth identification unit is used for identifying an action signal C of the robber, and if the action signal C is similar to the action signal A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
Specifically, the method comprises the following steps:
acquiring human face image information B in the visible range of the miniature camera;
carrying out similarity identification on the face image information B and the face image information A;
if the face image information B is not similar to the face image information A, acquiring object information B on the person corresponding to the face image information B;
carrying out similarity identification on the article information B and the action information A;
and if the article information B is similar to the action information A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
In the scheme, two alarm modes are provided, wherein the first alarm mode is to alarm by recognizing the action information A (facial expression, voice information or limb action) of the user. When the person enters the room for robbery, the resident can make facial expressions, voice information or limb actions which are pre-recorded in the server within the visual range of the miniature camera, and after being identified by the identification device, the resident can automatically give an alarm to the security system of the community. However, in the process of indoor robbery, the resident may be controlled by a lawless person and cannot make the action signal a, or the resident forgets the action signal a pre-recorded in the server due to fear or cannot give an alarm due to other reasons, so the scheme also provides a second alarm mode, and alarms by identifying the article information (tools or guns).
In addition, a special case is considered, for example, a guest in a house of a household may trigger an alarm by mistake by not knowing the action signal a, thereby causing a false alarm. Therefore, in the scheme, the human face image information is identified before the action signal B and the article signal B are identified, so that the false alarm condition is avoided.
The above-mentioned embodiments are intended to illustrate the objects, technical solutions and advantages of the present invention in further detail, and it should be understood that the above-mentioned embodiments are merely exemplary embodiments of the present invention, and are not intended to limit the scope of the present invention, and any modifications, equivalent substitutions, improvements and the like made within the spirit and principle of the present invention should be included in the scope of the present invention.

Claims (10)

1. An intelligent safety system for real-time automatic alarm for house entry is characterized by comprising an identification device, an acquisition device, a communication device and a server;
the server is pre-recorded with face image information A, address information and an action signal A which can trigger an alarm of a resident; the action signal A comprises a preset facial expression A, a preset limb action A, preset voice information A, a cutter and a gun;
the acquisition device is connected with the identification device and is used for acquiring the environmental signals in a visual range;
the recognition device is connected with the server and used for carrying out similarity recognition on the environment signal and the action signal A or the face image information A;
the communication device is connected with the identification device and a security system of a community, when the environment signal is similar to the action signal A or the environment signal is not similar to the face image information A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
2. An intelligent safety system according to claim 1, wherein the capturing means comprises a miniature camera and an audio capturing means.
3. An intelligent safety system for entering-home real-time automatic alarm according to claim 1 or 2, wherein the environment signal comprises face image information B, action information B and article information B; the action information B comprises facial expression information B, voice information B or limb action information B; the item information includes a knife or a gun.
4. An intelligent safety system according to claim 3, wherein the identification means comprises a first identification module and a second identification module;
the first identification module is used for identifying whether a theft behavior occurs in the household of the resident, and if the theft behavior is judged to occur, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time;
the second identification module is used for identifying whether the home of the resident is robbed or not, and if the home of the resident is judged to be robbed, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
5. The intelligent safety system of claim 4, wherein the first identification module comprises a first identification unit and a second identification unit;
the first identification unit is used for judging whether theft occurs in the household of the resident in the daytime;
the second identification unit is used for judging whether theft occurs in the house of the resident at night.
6. The intelligent safety system of claim 5, wherein the first identification unit comprises a first storage unit, a first judgment unit, a first control unit and a first communication unit, and the first storage unit, the first judgment unit and the first communication unit are all connected with the first control unit;
the first storage unit is stored with a time interval A in advance, and the time interval A is a time interval when no person is in the house of the resident;
the first judging unit is connected with the server and the acquiring device; when the face image information A is in the time interval A, the first judging unit is used for carrying out similarity identification on the face image information A and the face image information B; if the facial image information A and the facial image information B are judged to be completely dissimilar, the first communication unit sends alarm information to a mobile phone of the resident, and if the resident agrees to give an alarm, the communication device automatically gives an alarm to the security system and sends the environment signal and the address information to the security system in real time.
7. The intelligent safety system according to claim 5, wherein the second identification unit comprises a second storage unit, a third storage unit, a second judgment unit, a second control unit, the second storage unit, the second judgment unit and the third storage unit, which are all connected with the second control unit;
the second storage unit is stored with a time interval B in advance, and the time interval B is a sleeping period time interval of a resident;
the third storage unit is used for temporarily storing face image information C, and the face image C is a face image staying in the household of the resident;
the second judging unit is connected to the server and the acquiring device; when the face image information A is in the time interval B, the second judging unit is used for carrying out similarity identification on the face image information B and the face image information A; if the face image information B is judged to be dissimilar to the face image information A, the second judging unit is used for carrying out similarity recognition on the face image information B and the face image information C, and if the face image information B is dissimilar to the face image information C, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
8. An intelligent safety system according to any one of claims 4-7, wherein the second identification module comprises a third identification unit and a fourth identification unit;
the third identification unit is used for identifying an action signal B of the resident, if the action signal B is similar to the action signal A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time;
the fourth identification unit is used for identifying an action signal C of a robber, and if the action signal C is similar to the action signal A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
9. An intelligent safety system according to claim 8, wherein the third identification unit comprises the following processing steps:
acquiring face image information B in a visible range;
carrying out similarity identification on the face image information B and the face image information A;
if the face image information B is similar to the face image information A, acquiring an action signal B of a person corresponding to the face image information A;
carrying out similarity identification on the action signal B and the action signal A;
if the action signal B is similar to the action signal A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
10. The intelligent safety system according to claim 8, wherein the fourth identification unit comprises the following processing steps:
acquiring face image information B in a visible range;
carrying out similarity identification on the face image information B and the face image information A;
if the face image information B is not similar to the face image information A, acquiring object information B on a person corresponding to the face image information B;
carrying out similarity identification on the article information B and the action information A;
and if the article information B is similar to the action information A, the communication device automatically alarms the security system and sends the environment signal and the address information to the security system in real time.
CN202010602670.6A 2020-06-29 2020-06-29 Intelligent safety system capable of automatically alarming in real time when people enter home Pending CN111768584A (en)

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Cited By (2)

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CN114360183A (en) * 2021-12-29 2022-04-15 慧之安信息技术股份有限公司 Automatic alarm method and device based on deep learning
CN116091999A (en) * 2022-12-23 2023-05-09 慧之安信息技术股份有限公司 A pet identification protection method, device and system based on edge computing

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Application publication date: 20201013