CN110706391A - Face identification verification passing method, identity verification device and storage medium - Google Patents

Face identification verification passing method, identity verification device and storage medium Download PDF

Info

Publication number
CN110706391A
CN110706391A CN201910924145.3A CN201910924145A CN110706391A CN 110706391 A CN110706391 A CN 110706391A CN 201910924145 A CN201910924145 A CN 201910924145A CN 110706391 A CN110706391 A CN 110706391A
Authority
CN
China
Prior art keywords
face
authentication device
identity authentication
identity
verification
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN201910924145.3A
Other languages
Chinese (zh)
Inventor
郑文强
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Evergrande Intelligent Technology Co Ltd
Original Assignee
Evergrande Intelligent Technology Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Evergrande Intelligent Technology Co Ltd filed Critical Evergrande Intelligent Technology Co Ltd
Priority to CN201910924145.3A priority Critical patent/CN110706391A/en
Publication of CN110706391A publication Critical patent/CN110706391A/en
Pending legal-status Critical Current

Links

Images

Classifications

    • 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
    • G06V40/172Classification, e.g. identification
    • 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
    • G06V40/40Spoof detection, e.g. liveness detection
    • G06V40/45Detection of the body part being alive

Landscapes

  • Engineering & Computer Science (AREA)
  • Human Computer Interaction (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Multimedia (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Collating Specific Patterns (AREA)

Abstract

The application discloses a face recognition verification passing method, which comprises the following steps: a camera of the identity authentication device monitors whether a face approaches; when the identity authentication device monitors that a human face approaches, the screen of the identity authentication device is controlled to be opened; the identity authentication device detects whether the face is a living body; when the identity authentication device detects that the face is a living body, judging whether a face image matched with the face exists in the database; if the database has the face image matched with the face, the identity verification device generates a verification passing instruction and sends the verification passing instruction to the gate to allow the gate to be opened. The method and the device can improve the passing efficiency of face recognition.

Description

Face identification verification passing method, identity verification device and storage medium
Technical Field
The invention relates to the technical field of intelligent communities, in particular to a face recognition verification passing method, an identity verification device and a storage medium.
Background
The intelligent community is a new idea of community management and is a new mode of social management innovation in new situations. The intelligent community fully utilizes the integrated application of new-generation information technologies such as Internet of things, cloud computing and mobile internet, and provides a safe, comfortable and convenient modern and intelligent living environment for community residents, so that a community with a new management form based on informatization and intelligent social management and service is formed. The intelligent community is characterized in that the intelligent community fully depends on the internet and the internet of things, relates to the fields of intelligent buildings, intelligent homes, road network monitoring, intelligent hospitals, city life line management, food and medicine management, ticket management, home care, personal health, digital life and the like, holds the important opportunities of a new technological innovation revolution and the wave of information industry, fully exerts the advantages of developed Information Communication (ICT) industry, advanced RFID related technologies, excellent telecommunication services and information-based infrastructure and the like, accelerates the key industrial technology attack and construction of the intelligent environment of community development by building ICT infrastructure, authentication, safety and other platforms and demonstration projects, forms a new life, industrial development, social management and other modes based on mass information and intelligent filtering processing, and is oriented to the construction of a brand new community form.
The authentication device is an important component of wisdom community, sets up in the access & exit floodgate machine play usually, and the authentication device of traditional wisdom community adopts being close of infrared inductor response people's face, then carries out face identification, but the detection range of this kind of mode is little, has greatly influenced current efficiency.
In order to consume power of the authentication apparatus, it is a conventional practice to turn off a screen or reduce the brightness of the screen when no one is using the apparatus, and turn on the screen when one is using the apparatus. The screen is lighted to current community's panel is realized through infrared induction, and infrared induction's shortcoming is that the response has certain angle, and the colour discernment distance that differs moreover is experienced not very well.
Disclosure of Invention
The technical problem mainly solved by the application is to provide a face identification verification passing method, an identity verification device and a storage medium, and the passing efficiency of face identification can be improved.
In order to solve the above technical problem, one technical solution adopted in the embodiments of the present application is: a face recognition verification passing method is provided, and comprises the following steps: a camera of the identity authentication device monitors whether a face approaches; when the identity authentication device monitors that a human face approaches, the screen of the identity authentication device is controlled to be opened; the identity authentication device detects whether the face is a living body; when the identity authentication device detects that the face is a living body, judging whether a face image matched with the face exists in the database; if the database has the face image matched with the face, the identity verification device generates a verification passing instruction and sends the verification passing instruction to the gate to allow the gate to be opened.
Wherein, the camera monitoring of authentication device has the step that the face is close to, includes: the camera of the identity authentication device collects surrounding environment images once every preset time interval and judges whether the surrounding environment images comprise human faces or not.
Wherein the predetermined time period is 240-260 ms.
Wherein the predetermined time period is 250 ms.
Wherein, the method further comprises: the light sensor of the identity authentication device detects the intensity of ambient light; the authentication device adjusts the brightness of a light supplement lamp of the authentication device according to the intensity of ambient light.
The method also comprises the step that the identity authentication device monitors that a human face approaches, and comprises the following steps: and judging that the human face approaches to the camera at the time point when the brightness of the human face image acquired by the camera of the identity verification device reaches a preset brightness threshold, the size of the human face image reaches a preset size threshold and the resolution of the human face image reaches a preset resolution threshold.
The database is stored in the identity verification device.
Wherein the step of controlling the screen of the authentication device to be opened comprises: the identity authentication device controls the screen to display the image collected by the camera in real time.
In order to solve the above technical problem, another technical solution adopted in the embodiments of the present application is: there is provided an authentication apparatus comprising a processor and a memory electrically connected to the processor, the memory for storing a computer program, the processor for invoking the computer program to implement the method described above
In order to solve the above technical problem, another technical solution adopted in the embodiment of the present application is: a storage medium is provided which stores a computer program executable by a processor to implement the above-described method.
The embodiment of the application monitors whether a human face approaches through a camera of the identity verification device; when the identity authentication device monitors that a human face approaches, the screen of the identity authentication device is controlled to be opened; the identity authentication device detects whether the face is a living body; when the identity authentication device detects that the face is a living body, judging whether a face image matched with the face exists in the database; if the face image matched with the face exists in the database, the identity verification device generates a verification passing instruction and sends the verification passing instruction to the gate to allow the gate to be opened, and the passing efficiency of face recognition can be improved.
Drawings
Fig. 1 is a schematic flow chart of a face recognition verification passing method according to a first embodiment of the present application;
FIG. 2 is a schematic flow chart illustrating a specific step of step S11 in FIG. 1;
fig. 3 is a schematic partial flow chart of a face recognition verification passing method according to a second embodiment of the present application;
fig. 4 is a schematic view of a specific process of the authentication device when it is detected that a face is approaching;
fig. 5 is a schematic diagram of an authentication apparatus according to an embodiment of the present application.
Detailed Description
The technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application. It is to be understood that the specific embodiments described herein are merely illustrative of the application and are not limiting of the application. It should be further noted that, for the convenience of description, only some of the structures related to the present application are shown in the drawings, not all of the structures. 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 application.
The terms "first", "second", etc. in this application are used to distinguish between different objects and not to describe a particular order. Furthermore, the terms "include" and "have," as well as any variations thereof, are intended to cover non-exclusive inclusions. For example, a process, method, system, article, or apparatus that comprises a list of steps or elements is not limited to only those steps or elements listed, but may alternatively include other steps or elements not listed, or inherent to such process, method, article, or apparatus.
Reference herein to "an embodiment" means that a particular feature, structure, or characteristic described in connection with the embodiment can be included in at least one embodiment of the application. The appearances of the phrase in various places in the specification are not necessarily all referring to the same embodiment, nor are separate or alternative embodiments mutually exclusive of other embodiments. It is explicitly and implicitly understood by one skilled in the art that the embodiments described herein can be combined with other embodiments.
Referring to fig. 1, fig. 1 is a schematic flow chart of a face recognition pass-verification method according to a first embodiment of the present application.
In this embodiment, the face recognition verification passing method may include the following steps:
step S11: the camera of the identity authentication device monitors whether a face is close to the identity authentication device.
The identity authentication device is provided with a camera (for example, the identity authentication device is provided with a 1080p camera), the distance for effectively recognizing the face can reach 1-2m, the horizontal recognition angle can reach 150 degrees, and the height can be recognized from the range of 1m to 3 m. Therefore, the normal use of adults and children is ensured.
The camera is normally opened, and under the standby condition of identity authentication, the camera also runs at the background to capture the face in real time. The human face is captured by the camera, and in order to reduce standby power consumption, the sampling interval of the capturing camera can be set to 250ms once, namely, 4 frames of data are acquired from the camera within 1 second.
Step S12: when the identity authentication device monitors that a human face approaches, the screen of the identity authentication device is controlled to be opened.
When the identity authentication device monitors that a human face approaches, the screen of the identity authentication device is controlled to be opened, and the identity authentication device is controlled to exit from a sleep state and enter into an awakening state.
Step S13: the identity verification device detects whether the face is a living body.
Calling a face recognition algorithm to detect whether a face exists, and if the face exists, judging whether the face meets the face recognition requirement, wherein the common parameters comprise: minimum face size, face horizontal angle, face vertical angle, etc.
The screen can be awakened after the frame which accords with the face recognition exists, at the moment, the user can see the user, and the living body detection is carried out according to the captured face.
Then, living body detection is needed to judge whether the human body is a real person or not, and false living bodies such as an electronic screen and a photo are filtered out.
Step S14: when the identity authentication device detects that the human face is a living body, whether a human face image matched with the human face exists in the database or not is judged.
The database is stored in the local identity verification device, so that the identification speed can be improved.
Step S15: if the database has the face image matched with the face, the identity verification device generates a verification passing instruction and sends the verification passing instruction to the gate to allow the gate to be opened.
Based on the above problem of waking up the panel by infrared sensing, it is proposed to wake up the screen and quickly complete face authentication using face recognition. The scheme not only solves the problems of angle and color identification, but also accelerates the speed of face authentication, and really improves the passing efficiency and the user experience.
Referring to fig. 2, fig. 2 is a flowchart illustrating an embodiment of step S11 in fig. 1.
In this embodiment, the step of monitoring whether a face approaches to the camera of the authentication device may specifically include:
step S21: the camera of the identity authentication device collects surrounding environment images once every preset time.
Wherein the predetermined time period is 240-260 ms. Optionally, the predetermined time period is 250 ms.
Step S22: and judging whether the surrounding environment image comprises a human face.
Referring to fig. 3, fig. 3 is a schematic partial flowchart of a face recognition verification passing method according to a second embodiment of the present application.
In this embodiment, the face recognition verification passing method may further include the following steps:
step S31: the light sensor of the authentication device detects the intensity of the ambient light.
Step S32: the authentication device adjusts the brightness of a light supplement lamp of the authentication device according to the intensity of ambient light.
For normal use under night or the dark environment of light, need open the light filling lamp, the opening of light filling lamp can be according to the ambient light intensity dynamic adjustment around the detection.
Referring to fig. 4, fig. 4 is a schematic view illustrating a specific process of the authentication device when it is detected that a human face approaches.
The method also comprises the step that the identity authentication device monitors that a human face approaches, and comprises the following steps:
step S41: and judging that the human face approaches to the camera at the time point when the brightness of the human face image acquired by the camera of the identity verification device reaches a preset brightness threshold, the size of the human face image reaches a preset size threshold and the resolution of the human face image reaches a preset resolution threshold.
Acquiring one frame of data (a snap-shot picture) from the camera every 250ms, and judging whether the picture meets the requirements, wherein the common parameters comprise: picture brightness, sharpness, blurriness, etc. And if the requirements are met, performing face detection.
In one embodiment, the step of controlling the screen of the authentication device to be opened comprises the following steps: the identity authentication device controls the screen to display the image collected by the camera in real time.
Referring to fig. 5, fig. 5 is a schematic diagram of an authentication device according to an embodiment of the present application.
In the present embodiment, the identity authentication device 50 includes a processor 501 and a memory 502 electrically connected to the processor 501, the memory 502 is used for storing a computer program, and the processor 501 is used for calling the computer program to implement the above-mentioned method
The embodiment of the present application also provides a storage medium, which stores a computer program, and the computer program can implement the method of any one of the above embodiments when executed by a processor.
The computer program may be stored in the storage medium in the form of a software product, and includes several instructions for causing a device or a processor to execute all or part of the steps of the method according to the embodiments of the present application.
A storage medium is a medium in computer memory for storing some discrete physical quantity. And the aforementioned storage medium may be: a U-disk, a removable hard disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), a magnetic disk or an optical disk, and other various media capable of storing program codes.
In the several embodiments provided in the present application, it should be understood that the disclosed method and apparatus may be implemented in other manners. For example, the above-described apparatus embodiments are merely illustrative, and for example, a division of modules or units is merely a logical division, and an actual implementation may have another division, for example, a plurality of units or components may be combined or integrated into another system, or some features may be omitted, or not executed.
Units described as separate parts may or may not be physically separate, and parts displayed as units may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the units can be selected according to actual needs to achieve the purpose of the embodiment.
In addition, functional units in the embodiments of the present invention may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into one unit. The integrated unit can be realized in a form of hardware, and can also be realized in a form of a software functional unit.
The embodiment of the application monitors whether a human face approaches through a camera of the identity verification device; when the identity authentication device monitors that a human face approaches, the screen of the identity authentication device is controlled to be opened; the identity authentication device detects whether the face is a living body; when the identity authentication device detects that the face is a living body, judging whether a face image matched with the face exists in the database; if the face image matched with the face exists in the database, the identity verification device generates a verification passing instruction and sends the verification passing instruction to the gate to allow the gate to be opened, and the passing efficiency of face recognition can be improved.
The above embodiments are merely examples and are not intended to limit the scope of the present disclosure, and all modifications, equivalents, and flow charts using the contents of the specification and drawings of the present disclosure or those directly or indirectly applied to other related technical fields are intended to be included in the scope of the present disclosure.

Claims (10)

1. A face recognition verification passing method is characterized by comprising the following steps:
a camera of the identity authentication device monitors whether a face approaches;
when the identity authentication device monitors that a human face approaches, the screen of the identity authentication device is controlled to be opened;
the identity verification device detects whether the human face is a living body;
when the identity authentication device detects that the human face is a living body, judging whether a human face image matched with the human face exists in a database;
and if the database has the face image matched with the face, the identity authentication device generates an instruction passing the authentication and sends the instruction to a gate to allow the gate to be opened.
2. The face recognition verification passing method according to claim 1, wherein the step of monitoring whether a face approaches by a camera of the identity verification device comprises:
the camera of the identity authentication device collects surrounding environment images once every preset time interval and judges whether the surrounding environment images comprise human faces or not.
3. The face recognition verification passage method as claimed in claim 1, wherein the predetermined time period is 240 and 260 ms.
4. The face recognition verification passage method according to claim 3, wherein the predetermined time period is 250 ms.
5. The face recognition verification passage method according to claim 1, further comprising:
the light sensor of the identity authentication device detects the intensity of ambient light;
and the identity authentication device adjusts the brightness of a light supplement lamp of the identity authentication device according to the intensity of the ambient light.
6. The method for passing through face recognition and verification according to claim 1, wherein the method further comprises the step of the identity verification device monitoring that a face approaches, and the method comprises the following steps:
and judging that the human face approaches to the camera at the time point when the brightness of the human face image acquired by the camera of the identity verification device reaches a preset brightness threshold, the size of the human face image reaches a preset size threshold and the resolution of the human face image reaches a preset resolution threshold.
7. The face recognition verification passing method of claim 1, wherein the database is stored in the identity verification device.
8. The face recognition authentication passing method according to claim 1, wherein the step of controlling the screen of the authentication device to be opened is followed by:
and the identity authentication device controls the screen to display the image acquired by the camera in real time.
9. An authentication apparatus comprising a processor and a memory electrically connected to the processor, the memory being configured to store a computer program, the processor being configured to invoke the computer program to implement the method of any one of claims 1 to 8.
10. A storage medium, characterized in that the storage medium stores a computer program executable by a processor to implement the method of any one of claims 1-8.
CN201910924145.3A 2019-09-27 2019-09-27 Face identification verification passing method, identity verification device and storage medium Pending CN110706391A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201910924145.3A CN110706391A (en) 2019-09-27 2019-09-27 Face identification verification passing method, identity verification device and storage medium

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201910924145.3A CN110706391A (en) 2019-09-27 2019-09-27 Face identification verification passing method, identity verification device and storage medium

Publications (1)

Publication Number Publication Date
CN110706391A true CN110706391A (en) 2020-01-17

Family

ID=69198160

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201910924145.3A Pending CN110706391A (en) 2019-09-27 2019-09-27 Face identification verification passing method, identity verification device and storage medium

Country Status (1)

Country Link
CN (1) CN110706391A (en)

Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111325150A (en) * 2020-02-20 2020-06-23 中科智云科技有限公司 Dressing detection device, method and storage medium
CN111582047A (en) * 2020-04-15 2020-08-25 浙江大华技术股份有限公司 Face recognition verification passing method and related device thereof
CN111738065A (en) * 2020-05-11 2020-10-02 广东天波信息技术股份有限公司 Face recognition access control method and system
CN113643461A (en) * 2021-08-06 2021-11-12 青岛博芬智能科技股份有限公司 Identity recognition method and device for wine cabinet, wine cabinet and storage medium
CN114779916A (en) * 2022-03-29 2022-07-22 杭州海康威视数字技术股份有限公司 Electronic equipment screen awakening method, access control management method and device
CN116301362A (en) * 2023-02-27 2023-06-23 荣耀终端有限公司 Image processing method, electronic device and storage medium

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105245839A (en) * 2015-09-30 2016-01-13 万科思自控信息(中国)有限公司 Automatic opening display method for entrance machine
CN106652123A (en) * 2016-11-18 2017-05-10 无锡新人居科贸有限公司 Intelligent door control system
CN207833615U (en) * 2017-12-21 2018-09-07 深圳市松禾信息技术有限公司 A kind of automatic vending machine
CN109492538A (en) * 2018-10-17 2019-03-19 广州云从信息科技有限公司 Intelligent boarding system, method and readable storage medium storing program for executing based on face recognition technology
CN109993863A (en) * 2019-02-20 2019-07-09 南通大学 A kind of access control system and its control method based on recognition of face
CN209168225U (en) * 2019-01-23 2019-07-26 杭州骏鹏科技有限公司 A kind of recognition of face gate inhibition all-in-one machine
CN209373685U (en) * 2019-02-26 2019-09-10 罗丞 A kind of non-formula entrance guard device based on recognition of face
KR20190107867A (en) * 2018-03-13 2019-09-23 (주)바이셀코리아 Automatic recognition system for centralized control system using camera

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105245839A (en) * 2015-09-30 2016-01-13 万科思自控信息(中国)有限公司 Automatic opening display method for entrance machine
CN106652123A (en) * 2016-11-18 2017-05-10 无锡新人居科贸有限公司 Intelligent door control system
CN207833615U (en) * 2017-12-21 2018-09-07 深圳市松禾信息技术有限公司 A kind of automatic vending machine
KR20190107867A (en) * 2018-03-13 2019-09-23 (주)바이셀코리아 Automatic recognition system for centralized control system using camera
CN109492538A (en) * 2018-10-17 2019-03-19 广州云从信息科技有限公司 Intelligent boarding system, method and readable storage medium storing program for executing based on face recognition technology
CN209168225U (en) * 2019-01-23 2019-07-26 杭州骏鹏科技有限公司 A kind of recognition of face gate inhibition all-in-one machine
CN109993863A (en) * 2019-02-20 2019-07-09 南通大学 A kind of access control system and its control method based on recognition of face
CN209373685U (en) * 2019-02-26 2019-09-10 罗丞 A kind of non-formula entrance guard device based on recognition of face

Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111325150A (en) * 2020-02-20 2020-06-23 中科智云科技有限公司 Dressing detection device, method and storage medium
CN111582047A (en) * 2020-04-15 2020-08-25 浙江大华技术股份有限公司 Face recognition verification passing method and related device thereof
CN111738065A (en) * 2020-05-11 2020-10-02 广东天波信息技术股份有限公司 Face recognition access control method and system
CN113643461A (en) * 2021-08-06 2021-11-12 青岛博芬智能科技股份有限公司 Identity recognition method and device for wine cabinet, wine cabinet and storage medium
CN114779916A (en) * 2022-03-29 2022-07-22 杭州海康威视数字技术股份有限公司 Electronic equipment screen awakening method, access control management method and device
CN116301362A (en) * 2023-02-27 2023-06-23 荣耀终端有限公司 Image processing method, electronic device and storage medium
CN116301362B (en) * 2023-02-27 2024-04-05 荣耀终端有限公司 Image processing method, electronic device and storage medium

Similar Documents

Publication Publication Date Title
CN110706391A (en) Face identification verification passing method, identity verification device and storage medium
US10762646B2 (en) Neighborhood alert mode for triggering multi-device recording, multi-camera locating, and multi-camera event stitching for audio/video recording and communication devices
US11132881B2 (en) Electronic devices capable of communicating over multiple networks
US10750131B1 (en) Adjustable movement detection doorbell
CN107065586B (en) Interactive intelligent home service system and method
CN110310453A (en) Safe early warning method and cigarette stove system in a kind of kitchen
US10593174B1 (en) Automatic setup mode after disconnect from a network
US11341825B1 (en) Implementing deterrent protocols in response to detected security events
US10762769B1 (en) Sending signals for help during an emergency event
CN109801412B (en) Door access unlocking method and related device
US10742939B1 (en) Security video data processing systems and methods
CN203301634U (en) Intelligent cat eye system
Parveen et al. A motion detection system in python and opencv
CN207665104U (en) Security monitoring device based on recognition of face
WO2023280273A1 (en) Control method and system
CN113284274A (en) Trailing identification method and computer readable storage medium
KR20190111034A (en) Feature image acquisition method and device, and user authentication method
CN105516652A (en) Intelligent LED street lamp
CN110956768A (en) Automatic anti-theft device of intelligence house
CN102420976A (en) Building visual intercom host with face identification
US10685551B2 (en) Information processing system, information processing apparatus, and information processing method
CN114898443A (en) Face data acquisition method and device
CN107317992A (en) video communication control device and control method
JPWO2018087972A1 (en) Information processing apparatus, information processing method, and recording medium
CN105472808B (en) A kind of control method of intellectualized LED street lamp

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
WD01 Invention patent application deemed withdrawn after publication

Application publication date: 20200117

WD01 Invention patent application deemed withdrawn after publication