CN107341489B - Image recognition system for machine room monitoring - Google Patents

Image recognition system for machine room monitoring Download PDF

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Publication number
CN107341489B
CN107341489B CN201710470645.5A CN201710470645A CN107341489B CN 107341489 B CN107341489 B CN 107341489B CN 201710470645 A CN201710470645 A CN 201710470645A CN 107341489 B CN107341489 B CN 107341489B
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data
image
server
machine room
image data
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CN107341489A (en
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张德兵
张春
朱曦阳
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Tsinghua University
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Tsinghua University
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/60Type of objects
    • G06V20/62Text, e.g. of license plates, overlay texts or captions on TV images
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N7/00Television systems
    • H04N7/18Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast
    • H04N7/181Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast for receiving images from a plurality of remote sources

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  • Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Signal Processing (AREA)
  • Testing And Monitoring For Control Systems (AREA)
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Abstract

The invention discloses an image recognition system for machine room monitoring, which comprises: the image capturing device is arranged in a machine room and used for acquiring image data of a server and an indicator lamp in the machine room and preprocessing the image data to obtain image identification data; a communication relay apparatus; the processor is connected with the image capturing device through the communication relay device so as to obtain the position information of the server and the state information of the indicator light according to the image data and the preprocessing data and obtain the working state of the server according to the state information of the indicator light. The invention has the following advantages: the monitoring system can accurately monitor the operation state of the IT equipment in the machine room, improve the monitoring efficiency and reduce the labor cost.

Description

Image recognition system for machine room monitoring
Technical Field
The invention relates to the field of image recognition systems, in particular to an image recognition system for machine room monitoring.
Background
With the development of the communication industry, a comprehensive monitoring system based on a machine room is established, unattended operation of the machine room is realized, and the method is an effective means for improving production benefits and guaranteeing safe production in the current communication industry. Traditional computer lab monitored control system realizes long-range video monitoring through with many web cameras access same LAN, can realize good control to the whole environment of computer lab, nevertheless sometimes even the whole environmental parameter value of computer lab is in predetermineeing the within range, but certain server breaks down because of some reason, and the managers of computer lab can not in time notice this moment, leads to entire system because this server potential crisis does not obtain timely processing and unexpected paralysis.
Disclosure of Invention
The present invention is directed to solving at least one of the above problems.
The inventors of the present application are based on the following recognition: the purpose of machine room monitoring is to protect the normal and effective operation of an IT system in a machine room, detect a potential crisis before an accident occurs, and send alarm information to relevant personnel for timely processing through various modes. Therefore, the core of the machine room monitoring is to monitor the operation state of the IT system, and the most direct and effective monitoring is to directly monitor the operation state of the IT equipment.
Therefore, the invention aims to provide an image recognition system for monitoring a machine room, which can accurately monitor the operation state of IT equipment in the machine room.
In order to achieve the above object, an embodiment of the present invention discloses an image recognition system for monitoring a machine room, including: the image capturing device is arranged in a machine room and used for acquiring image data of a server and an indicator lamp in the machine room and preprocessing the image data to obtain image identification data; a communication relay apparatus; the processor is connected with the image capturing device through the communication relay device so as to obtain the position information of the server and the state information of the indicator light according to the image data and the preprocessing data and obtain the working state of the server according to the state information of the indicator light.
According to the image recognition system for machine room monitoring provided by the embodiment of the invention, the running state and the working condition of the server are effectively and intelligently monitored in real time by recognizing the state of each indicator lamp of the server, so that the monitoring efficiency is improved, and the labor cost is reduced.
In addition, the image recognition system for machine room monitoring according to the above embodiment of the present invention may further have the following additional technical features:
further, the image capturing apparatus includes: a camera for acquiring the image data; a communication module for transmitting the image data and the image identification data to the communication relay apparatus; a power supply module; a storage module for storing the image data and the image recognition data; and the micro control unit is used for controlling the working state of the camera and obtaining the image identification data according to the image data.
Further, the power supply module includes: a battery; the wireless charging circuit is used for connecting the battery and an external charging source; and the power supply management module is used for controlling the states of the battery and the wireless charging circuit.
Further, the battery is a rechargeable battery or a super capacitor.
Further, the image capturing apparatus includes a network camera which, after acquiring image information, identifies and determines the position information of the server and the on/off state of the indicator lamp after calibrating the image information by a predetermined algorithm.
Further, the processor includes: the data receiving module is used for receiving the image data and the preprocessing data and inputting and outputting the image data and the preprocessing data into and out of a database; the database is used for storing and providing the position information and the working state information of the server and the indicator light; the display module is used for displaying the working state information of the server; and the controller is used for carrying out information matching on the image data and the preprocessing data and the information in the database to obtain the working state information of the server.
Further, the processor is at least one of a server, a personal computer, a tablet computer, and a smart phone.
Additional aspects and advantages of the invention will be set forth in part in the description which follows and, in part, will be obvious from the description, or may be learned by practice of the invention.
Drawings
The above and/or additional aspects and advantages of the present invention will become apparent and readily appreciated from the following description of the embodiments, taken in conjunction with the accompanying drawings of which:
fig. 1 is a block diagram of an image recognition system for monitoring a machine room according to an embodiment of the present invention;
FIG. 2 is a block diagram of an image capture device according to an embodiment of the present invention;
FIG. 3 is a schematic workflow diagram of a processor according to one embodiment of the invention.
Detailed Description
Reference will now be made in detail to embodiments of the present invention, examples of which are illustrated in the accompanying drawings, wherein like or similar reference numerals refer to the same or similar elements or elements having the same or similar function throughout. The embodiments described below with reference to the accompanying drawings are illustrative only for the purpose of explaining the present invention, and are not to be construed as limiting the present invention.
In the description of the present invention, it is to be understood that the terms "center", "longitudinal", "lateral", "up", "down", "front", "back", "left", "right", "vertical", "horizontal", "top", "bottom", "inner", "outer", and the like, indicate orientations or positional relationships based on those shown in the drawings, and are used only for convenience in describing the present invention and for simplicity in description, and do not indicate or imply that the referenced devices or elements must have a particular orientation, be constructed and operated in a particular orientation, and thus, are not to be construed as limiting the present invention.
In the description of the present invention, it should be noted that, unless otherwise explicitly specified or limited, the terms "mounted," "connected," and "connected" are to be construed broadly, e.g., as meaning either a fixed connection, a removable connection, or an integral connection; can be mechanically or electrically connected; they may be connected directly or indirectly through intervening media, or they may be interconnected between two elements. The specific meanings of the above terms in the present invention can be understood in specific cases to those skilled in the art.
These and other aspects of embodiments of the invention will be apparent with reference to the following description and attached drawings. In the description and drawings, particular embodiments of the invention have been disclosed in detail as being indicative of some of the ways in which the principles of the embodiments of the invention may be practiced, but it is understood that the scope of the embodiments of the invention is not limited correspondingly. On the contrary, the embodiments of the invention include all changes, modifications and equivalents coming within the spirit and terms of the claims appended hereto.
The invention is described below with reference to the accompanying drawings.
Fig. 1 is a block diagram of an image recognition system for monitoring a machine room according to an embodiment of the present invention. As shown in fig. 1, an image recognition system for machine room monitoring includes an image capturing apparatus 110, a communication relaying apparatus 120, and a processor 130.
The image capturing device 110 has functions of image acquisition, image processing, and the like, is installed in a visible area of the computer room, and is used for acquiring image data of a server and an indicator lamp in the computer room and preprocessing the image data to obtain image identification data. The number of the image capturing devices 110 may be one or more, and is determined according to the image capturing requirement of the specific requirement.
Fig. 2 is a block diagram of the image capturing apparatus according to an embodiment of the present invention. As shown in fig. 2, the image capturing apparatus 110 includes a camera 111, a micro control unit 112, a communication module 113, and a power supply module 115, and in one example of the present invention, the image capturing apparatus 110 may further include a storage module 114. The number of the cameras 111 may be one or more. The camera 111 is connected to the mcu 112 for capturing image data of the scene, cabinet, server and indicator lights in the field of view. The micro control unit 112 is connected to the camera 111 and is configured to control the working state of the camera 111 and pre-process and analyze the collected image data to obtain image recognition data. The image recognition data is obtained by the network camera, the image information is calibrated by a predetermined algorithm, and the position information of the server and the on/off state of the indicator light are recognized and determined, but the operating state of the server cannot be determined according to the position information of the server and the on/off state of the indicator light, and the information needs to be transmitted to the processor 130 to determine the operating state of the server. The communication module 113 is connected to the micro control unit 112, and is configured to send the image data and the pre-processed identification result data to the communication relay device 120 or the processor 130; the storage module 114 is used for storing image data, preprocessing data and identification result data; the power module 115 is used to supply power to the modules of the image capture device 110.
In one embodiment of the present invention, the power module 115 includes, for example, a battery, a wireless charging circuit, and a power management module, wherein the battery is used for supplying power to the image capturing device 110; the wireless charging circuit is connected with an external charging device and used for charging the battery; the power management module is used for managing the battery and the wireless charging circuit. More specifically, the battery is a rechargeable battery or a super capacitor.
In one embodiment of the present invention, the image capturing device 110 is powered by an external power source or a POE enabled module.
In some examples, the storage module 114 is, for example, an SD card, a Flash, or a memory chip.
In one embodiment of the present invention, the image capturing apparatus 110 is a network camera, and the network camera is connected to the communication relaying apparatus 120 by wired/wireless means.
The communication relay device 120 is connected to one or more image capturing devices 110, and is configured to receive image data collected by the image capturing devices 110 and identification result data obtained after preprocessing, and simultaneously transmit the data to the processor 130 in real time.
In one embodiment of the present invention, the communication relay apparatus 110 includes, but is not limited to, a router, a switch, a set-top box, and the like.
The processor 130 is connected to the communication relay apparatus 120, and receives the image data and the pre-processing identification data transmitted from the communication relay apparatus 120. After obtaining the data, the processor 130 introduces the image data and the preprocessed identification data into the image recognition algorithm 1321 to perform image recognition processing, obtains the cabinet position information, the position information of all servers in the cabinet and the state information of all indicator lights of each server, then performs matching algorithm 1322 operation processing according to the position information of all servers in the cabinet and the state information of all indicator lights of each server, matches the server model templates to obtain the specific working state of each server, and can accurately recognize the running state of each hardware of the matching server.
FIG. 3 is a schematic workflow diagram of a processor according to one embodiment of the invention. As shown in fig. 3, the processor 130 includes a data receiving module 131, a data processing module 132, a database 133, and a display module 134. The working process of each module of the processor is as follows:
the data receiving module 131 is used to receive the image data and the pre-processing identification data sent by the communication relay apparatus 120. Meanwhile, the data are output to the data processing module 132 and stored into the database 133 in real time;
the data processing module 132 includes an image recognition algorithm 1321 and a matching algorithm 1322, and the image recognition algorithm 1321 performs image recognition processing after receiving image data and preprocessing data to obtain coordinates of a cabinet position, coordinates of all servers in the cabinet, and coordinates and state information of all indicator lights of each server, and outputs the recognition result data to the matching algorithm 1322. The matching algorithm 1322 obtains information such as a specific operating state of the server and a hardware operating state of the server according to the server model and the identification result, and further stores the matching result information in the database 133.
The database 133 is configured to store information such as image data, image recognition data, recognition result data, matching result data, specific operating state of the server, and hardware operating state of the server.
And the display module 134 reads data from the database 133, displays the detailed working state of the server on a display in real time, and screens out the server with problems or suspected problems and gives an alarm to an administrator.
After the software works, an administrator can acquire and check the running states of all the servers in the machine room in real time, and a new monitoring means is provided for fault monitoring of the servers in the machine room.
In some examples, the processor 130 is a server, a computer, a tablet, a mobile phone, or other terminal device with intelligent computing capabilities.
In one embodiment of the present invention, the communication between the one or more image capturing devices 110 and the communication relay device 120, and the communication between the communication relay device 120 and the processor 130 are performed in a wired or wireless manner.
In addition, other configurations and functions of the image recognition system for machine room monitoring according to the embodiment of the present invention are known to those skilled in the art, and are not described in detail for reducing redundancy.
In the description herein, references to the description of the term "one embodiment," "some embodiments," "an example," "a specific example," or "some examples," etc., mean that a particular feature, structure, material, or characteristic described in connection with the embodiment or example is included in at least one embodiment or example of the invention. In this specification, the schematic representations of the terms used above do not necessarily refer to the same embodiment or example. Furthermore, the particular features, structures, materials, or characteristics described may be combined in any suitable manner in any one or more embodiments or examples.
While embodiments of the invention have been shown and described, it will be understood by those of ordinary skill in the art that: various changes, modifications, substitutions and alterations can be made to the embodiments without departing from the principles and spirit of the invention, the scope of which is defined by the claims and their equivalents.

Claims (4)

1. An image recognition system for machine room monitoring, comprising:
the image capturing device is arranged in a machine room and used for acquiring image data of a server and an indicator lamp in the machine room and preprocessing the image data to obtain image identification data;
a communication relay device for receiving the image data acquired by the image capturing device and the image recognition data obtained after the preprocessing, and sending the image data and the image recognition data to a processor;
the processor is connected with the image capturing device through the communication relay device so as to obtain the position information of the server and the state information of the indicator lamp according to the image data and the preprocessing data and obtain the working state of the server according to the state information of the indicator lamp;
the processor comprises a data receiving module, a data processing module, a database, a display module and a controller; the data receiving module is used for receiving the image data and the image identification data sent by the communication relay device and sending the image data and the image identification data to the data processing module and the database; the data processing module comprises an image recognition algorithm and a matching algorithm, the image recognition algorithm is used for carrying out image recognition processing after receiving the image data and the image recognition data to obtain a cabinet position coordinate, coordinates of all servers in the cabinet and coordinates and state information of all indicator lamps of each server, and the cabinet position coordinate, the coordinates of all servers in the cabinet and the coordinates and state information of all indicator lamps of each server are output to the matching algorithm; the matching algorithm obtains the working state of the server and the hardware running state information of the server according to the model and the identification result of the server, and sends matching result data to a database; the database is used for storing the image data, the image identification data, the matching result data, the working state of the server and the hardware running state of the server; the display module reads data from the database, displays the working state of the server to a display in real time, and screens out servers with problems or suspected problems and gives an alarm to an administrator; the controller is used for carrying out information matching on the image data and the preprocessing data and the information in the database to obtain the working state information of the server;
wherein the image capturing apparatus includes: a camera for acquiring the image data; a communication module for transmitting the image data and the image identification data to the communication relay apparatus; a power supply module; a storage module for storing the image data and the image recognition data; the micro control unit is used for controlling the working state of the camera and obtaining the image identification data according to the image data; the image capturing device comprises a network camera, and after the network camera acquires image information and calibrates the image information through a preset algorithm, the position information of the server and the on-off state of the indicator light are identified and judged.
2. The image recognition system for machine room monitoring of claim 1, wherein the power module comprises:
a battery;
the wireless charging circuit is used for connecting the battery and an external charging source;
and the power supply management module is used for controlling the states of the battery and the wireless charging circuit.
3. The image recognition system for machine room monitoring of claim 2, wherein the battery is a rechargeable battery or a super capacitor.
4. The image recognition system for machine room monitoring of claim 1, wherein the processor is at least one of a server, a personal computer, a tablet computer, and a smartphone.
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CN109525814A (en) * 2018-11-30 2019-03-26 招银云创(深圳)信息技术有限公司 Machine room monitoring system
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