Ad hoc network flow monitoring device and use method thereof

The device addresses the false alarm problem by integrating a detection engine with a false alarm management module and a vibration reduction mechanism to enhance detection accuracy and reliability.

CN119172144APending Publication Date: 2024-12-20NANJING TUOHENG UNMANNED SYST RES INST CO LTD
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Patent Information

Application Number
CN202411304529.2
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2024-09-19
Publication Date
2024-12-20

AI Technical Summary

Technical Problem

Current self-organizing network traffic monitoring devices frequently generate false alarms, leading to desensitization among administrators and missed real security threats, compromising network security.

Method used

An ad hoc network traffic monitoring device with a detection engine module, feature extraction module, data preprocessing module, data acquisition module, alarm/report module, false alarm/missed alarm management module, and learning/optimization module, combined with a vibration reduction mechanism and anti-theft system, to enhance detection accuracy and reliability.

Benefits of technology

The device reduces false alarms and missed alarms through adaptive learning and optimization, ensuring accurate detection and system stability by continuously improving detection algorithms and providing a self-improving and intelligent detection system that can effectively reduce the occurrence of false alarms and missed alarms, thereby enhancing the reliability and security of the device.

✦ Generated by Eureka AI based on patent content.

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Abstract

The invention discloses an ad hoc network flow supervision device and a use method thereof, and relates to the technical field of network flow supervision devices, the ad hoc network flow supervision device comprises a cabinet body shell, a detection engine module is arranged on one side of an inner cavity of the cabinet body shell, and a vibration reduction mechanism is arranged at the bottom of the cabinet body shell. According to the ad hoc network flow supervision device and the use method thereof, a self-adaptive feedback and optimization mechanism is formed through cooperative work of the false alarm / missing alarm management module and the learning / optimization module, the false alarm / missing alarm management module carries out detailed analysis and verification on an output result of the detection engine module, and the learning / optimization module carries out learning and optimization on the output result of the detection engine module. The detection model is used for identifying and recording misinformation and missing report conditions, the learning / optimization module adjusts and optimizes the detection model through a machine learning algorithm by using the recorded data, the accuracy of feature identification is improved, and the mechanism enables the system to learn from errors, continuously improve the detection algorithm, reduce misinformation and missing report, and improve the accuracy of feature identification. And the detection accuracy and reliability are improved.
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Description

Technical Field

[0001] The present invention belongs to the technical field of network traffic monitoring devices, and in particular relates to a self-organizing network traffic monitoring device and a use method thereof. Background Art

[0002] A self-organizing network traffic monitoring device is a device specially designed to monitor and manage network traffic. It is usually deployed in enterprises, data centers or cloud service platforms to ensure the effective use and security of network resources. With the rapid development of network technology and the surge in data traffic, traditional network management methods have been unable to meet the needs of modern network environments. Self-organizing network traffic monitoring devices use advanced algorithms and machine learning technologies to analyze network traffic patterns in real time, automatically identify abnormal behaviors, optimize bandwidth allocation, and provide detailed traffic reports and analysis, thereby helping network administrators better understand network performance, prevent potential security threats, and improve user experience.

[0003] Current self-organizing network traffic monitoring devices often give false alarms, which occur when the device mistakenly marks normal network traffic or behavior as abnormal or threatening. Frequent false alarms may cause network administrators to become less sensitive to alarms, thereby ignoring them when real threats appear. False alarms occur when the device fails to detect actual abnormal behavior or security threats. False alarms mean that real security threats are not discovered and handled in a timely manner, which may cause serious damage to the security of the network. If false alarms result in malicious traffic not being blocked, sensitive data may be stolen or abused, and the protection effect of the device during operation is poor. Summary of the invention

[0004] The purpose of the present invention is to provide a self-organizing network traffic monitoring device and a method of using the same, aiming to solve the problems raised in the above-mentioned background technology.

[0005] To achieve the above-mentioned purpose, the specific technical scheme of the present invention is as follows: an ad hoc network traffic monitoring device, comprising a cabinet shell, a detection engine module is arranged on one side of the inner cavity of the cabinet shell, and a vibration reduction mechanism is arranged on the bottom of the cabinet shell;

[0006] The input end of the detection engine module is electrically connected to a feature extraction module, the input end of the feature extraction module is electrically connected to a data preprocessing module, the input end of the data preprocessing module is electrically connected to a data acquisition module, and the output end of the detection engine module is electrically connected to an alarm / report module and a false alarm / missed alarm management module, respectively, and the output end of the false alarm / missed alarm management module is electrically connected to a learning / optimization module.

[0007] As a further solution of the present invention, the vibration damping mechanism includes vibration damping pads, mounting plates, supporting base plates, dampers, vibration damping springs, connecting pads, fixing blocks, support rods and limiting telescopic rods. The vibration damping pads are fixedly mounted around the bottom of the cabinet shell, the mounting plate is arranged at the bottom of the vibration damping pads, and the number of the dampers is four, which are evenly distributed around the bottom of the mounting plate.

[0008] As a further scheme of the present invention, the vibration damping spring is fixedly installed on the bottom of the damper, the connecting plate is fixedly installed on the bottom of the vibration damping spring, the support base plate is fixedly connected to the bottom of the connecting plate, the fixed block is fixedly installed at the center of the bottom of the mounting plate, the support rod is distributed around the fixed block, the limiting telescopic rod is fixedly installed at one end of the bottom of the support rod, the end of the limiting telescopic rod is fixedly connected to the top of the support base plate, and support cross bars are fixedly installed on both sides of the bottom of the inner cavity of the cabinet shell.

[0009] As a further solution of the present invention, a mounting bracket is fixedly installed on the top of the supporting cross bar. The number of the mounting brackets is three and they are evenly distributed on the top of the supporting cross bar. A first mounting groove is evenly opened on the top of the mounting bracket. Screw holes are respectively opened around the top of the mounting bracket. Heat dissipation ports are respectively opened on the front and back sides of one side of the cabinet shell.

[0010] As a further solution of the present invention, a dust and insect proof mesh is fixedly installed in the inner cavity of the heat dissipation port, a ventilation mesh port is opened on the other side of the cabinet shell, and an anti-theft cabinet door is arranged on the front of the cabinet shell.

[0011] As a further solution of the present invention, an anti-theft lock body is provided on the surface of the anti-theft cabinet door, and a magnetic suction piece and a connecting piece are fixedly installed on the left and right sides of the back of the anti-theft cabinet door respectively, and a rotating lock piece is provided in the inner cavity of the connecting piece, and one side of the rotating lock piece is adaptively connected to one side of the anti-theft lock body, an electromagnetic adsorption block is fixedly installed on one side of the supporting cross bar, and a supporting top rod is fixedly installed on one side of the top of the inner cavity of the cabinet shell.

[0012] As a further scheme of the present invention, the surface of the bottom of the supporting top rod is evenly provided with a second mounting groove, the bottom of the second mounting groove is provided with an axle seat, the bottom of the axle seat is provided with a rectangular groove, the inner cavity of the rectangular groove is provided with a driving shaft, one end of a connecting rod is sleeved and installed on the surface of the driving shaft, the other end of the connecting rod is fixedly connected to a heat dissipation fan, brackets are fixedly installed around the inner cavity of the heat dissipation fan, an output spindle is fixedly installed on one end of the bracket, and fan blades are fixedly installed around one side of the output spindle.

[0013] As a further solution of the present invention, fixing seats are fixedly installed around the bottom of the cabinet shell, fastening bolts are arranged at the bottom of the fixing seats, through holes are opened around the bottom of the mounting plate, the top ends of the fastening bolts pass through the through holes and are threadedly connected to the bottom of the fixing seats, and a top cover is fixedly installed on the top of the cabinet shell.

[0014] As a further solution of the present invention, a ventilation hole is opened on one side of the top of the top cover, and a heat dissipation and dustproof hole is opened at the bottom of the detection engine module.

[0015] A method for using a self-organizing network traffic monitoring device, the method of using is as follows:

[0016] S1: First, the data acquisition module collects traffic data and then sends it to the data preprocessing module for preliminary processing. The processed data is then transmitted to the feature extraction module to extract key features. The detection engine module receives these feature information, performs traffic detection tasks, and outputs detection results. If abnormal traffic is detected, it will generate an alarm or report through the alarm / report module. At the same time, the detection results are also transmitted to the false alarm / missed alarm management module for identifying and processing possible false alarms or missed alarms. The false alarm / missed alarm management module further passes the information to the learning / optimization module to improve the accuracy and efficiency of system detection through continuous learning and optimization.

[0017] S2: A vibration reduction system is then formed through a vibration reduction spring and a connecting pad fixed to the bottom of the damper, and a supporting base plate fixedly connected to the bottom of the connecting pad, which is used to absorb and reduce vibrations that may be generated during the operation of the device and protect internal components from damage;

[0018] S3: Secondly, a dust and insect-proof mesh is fixedly installed in the inner cavity of the heat dissipation port, and a ventilation mesh port is opened on the other side. These designs help to dissipate heat and prevent dust and insects from entering the cabinet shell;

[0019] S4: An anti-theft lock body is arranged on the surface of the anti-theft cabinet door, a magnetic suction piece and a connector are fixedly installed on the back, and a rotating lock piece is arranged in the inner cavity of the connector. These components together constitute an anti-theft system to ensure the safety of the device.

[0020] Compared with the prior art, the present invention has the following beneficial effects:

[0021] Through the collaborative work of the false alarm / missed alarm management module and the learning / optimization module, an adaptive feedback and optimization mechanism is formed. The false alarm / missed alarm management module conducts detailed analysis and verification of the output results of the detection engine module, identifies and records false alarms and missed alarms, and the learning / optimization module uses these recorded data to adjust and optimize the detection model through machine learning algorithms to improve the accuracy of feature recognition. This mechanism enables the system to learn from errors, continuously improve the detection algorithm, reduce the occurrence of false alarms and missed alarms, and improve the accuracy and reliability of detection. The overall system builds a self-improving and intelligent detection system that can effectively reduce the risk of false alarms and missed alarms, and ensure the accuracy of the detection results and the stability of the system. BRIEF DESCRIPTION OF THE DRAWINGS

[0022] Figure 1 It is a schematic diagram of the overall structure provided by an embodiment of the present invention;

[0023] Figure 2 is a side view of the overall structure provided by an embodiment of the present invention;

[0024] Figure 3 is a partial cross-sectional view of a cabinet shell structure provided by an embodiment of the present invention;

[0025] Figure 4 is a partial bottom-up cross-sectional view of a cabinet shell structure provided by an embodiment of the present invention;

[0026] Figure 5 is an exploded diagram of the vibration reduction mechanism provided by an embodiment of the present invention;

[0027] Figure 6 The embodiment of the present invention provides Figure 3 A magnified view of the structure at center;

[0028] Figure 7 It is a system principle diagram provided by an embodiment of the present invention.

[0029] Explanation of the markings in the figure: 1. Cabinet shell; 2. Top cover; 3. Detection engine module; 4. Heat dissipation port; 5. Dust and insect-proof mesh; 6. Vibration reduction mechanism; 601. Vibration reduction pad; 602. Mounting plate; 603. Support bottom plate; 604. Damper; 605. Vibration reduction spring; 606. Connecting pad; 607. Fixing block; 608. Support rod; 609. Limit telescopic rod; 7. Ventilation mesh port; 8. Support cross bar; 9. Mounting frame; 10. First mounting slot; 11. Screw hole; 12, supporting top rod; 13, second mounting groove; 14, shaft seat; 15, rectangular groove; 16, driving shaft; 17, connecting rod; 18, cooling fan; 19, bracket; 20, output spindle; 21, blowing fan blade; 22, anti-theft cabinet door; 23, fixing seat; 24, fastening bolt; 25, through hole; 26, connecting piece; 27, rotating lock piece; 28, magnetic suction piece; 29, electromagnetic suction block; 30, ventilation port; 31, anti-theft lock body; 32, heat dissipation and dustproof port. DETAILED DESCRIPTION

[0030] In order to further understand the content, features and effects of the present invention, the following embodiments are given as examples and described in detail with reference to the accompanying drawings.

[0031] The structure of the present invention is described in detail below in conjunction with the accompanying drawings.

[0032] Embodiment 1:

[0033] like Figures 1 to 7 As shown, a self-organizing network traffic monitoring device provided by the present invention includes a cabinet shell 1, a detection engine module 3 is arranged on one side of the inner cavity of the cabinet shell 1, and a vibration reduction mechanism 6 is arranged at the bottom of the cabinet shell 1;

[0034] The input end of the detection engine module 3 is electrically connected to a feature extraction module, the input end of the feature extraction module is connected to a data preprocessing module, the input end of the data preprocessing module is electrically connected to a data acquisition module, the output end of the detection engine module 3 is electrically connected to an alarm / report module and a false alarm / missed alarm management module, and the output end of the false alarm / missed alarm management module is electrically connected to a learning / optimization module.

[0035] refer to Figure 1 , Figure 2 , Figure 3 and Figure 5The vibration reduction mechanism 6 includes a vibration reduction pad 601, a mounting plate 602, a support base plate 603, a damper 604, a vibration reduction spring 605, a connecting pad 606, a fixing block 607, a support rod 608 and a limiting telescopic rod 609. The vibration reduction pad 601 is fixedly installed around the bottom of the cabinet shell 1, the mounting plate 602 is arranged at the bottom of the vibration reduction pad 601, the number of dampers 604 is four, and they are evenly distributed around the bottom of the mounting plate 602, the vibration reduction spring 605 is fixedly installed at the bottom of the damper 604, the connecting pad 606 is fixedly installed at the bottom of the vibration reduction spring 605, the support base plate 603 is fixedly connected to the bottom of the connecting pad 606, the fixing block 607 is fixedly installed at the center of the bottom of the mounting plate 602, and the support rod 60 8 are distributed around the fixed block 607, the limiting telescopic rod 609 is fixedly installed at one end of the bottom of the support rod 608, and the end of the limiting telescopic rod 609 is fixedly connected to the top of the support base plate 603, and the two sides of the bottom of the inner cavity of the cabinet shell 1 are respectively fixedly installed with supporting cross bars 8, and the top of the supporting cross bars 8 is fixedly installed with a mounting frame 9. The number of the mounting frames 9 is three, and they are evenly distributed on the top of the supporting cross bars 8. The top of the mounting frame 9 is evenly provided with a first mounting groove 10, and screw holes 11 are respectively provided around the top of the mounting frame 9. The front and rear sides of one side of the cabinet shell 1 are respectively provided with heat dissipation ports 4, and the inner cavity of the heat dissipation port 4 is fixedly installed with a dust and insect-proof mesh 5, and the other side of the cabinet shell 1 is provided with a ventilation mesh port 7, and the front of the cabinet shell 1 is provided with an anti-theft cabinet door 22.

[0036] The above scheme is adopted: the vibration reduction mechanism 6 and its related structures, through components such as vibration reduction pads 601, dampers 604, vibration reduction springs 605 and limiting telescopic rods 609, form an efficient vibration reduction system, which effectively absorbs and disperses the vibration generated during the operation of the device and protects the internal components of the cabinet shell 1 from damage. At the same time, the setting of the supporting cross bar 8 and the mounting frame 9 provides a stable installation platform, which is convenient for the installation and maintenance of internal components. The design of the heat dissipation port 4 and the ventilation mesh port 7 is combined with the dust-proof and insect-proof mesh 5 to ensure good heat dissipation performance of the device, while preventing the invasion of dust and insects, thereby improving the reliability and service life of the device. The design of the overall structure enhances the stability and safety of the device, and also improves its overall performance and environmental adaptability.

[0037] Embodiment 2:

[0038] refer to Figure 1 , Figure 4 and Figure 6The surface of the anti-theft cabinet door 22 is provided with an anti-theft lock body 31, and the left and right sides of the back of the anti-theft cabinet door 22 are respectively fixedly installed with a magnetic suction piece 28 and a connecting piece 26, and the inner cavity of the connecting piece 26 is provided with a rotating lock piece 27, and one side of the rotating lock piece 27 is adaptively connected with one side of the anti-theft lock body 31. An electromagnetic adsorption block 29 is fixedly installed on one side of the support cross bar 8, and a support top rod 12 is fixedly installed on one side of the top of the inner cavity of the cabinet shell 1. The surface of the bottom of the support top rod 12 is evenly provided with a second installation groove 13, and the bottom of the second installation groove 13 is provided with an axle seat 14, and the bottom of the axle seat 14 is provided with a rectangular groove 15. The inner cavity of the rectangular groove 15 is provided with a driving shaft 16, and the surface of the driving shaft 16 is sleeved with a connecting rod 17 One end of the connecting rod 17 is fixedly connected to a heat dissipation fan 18 at the other end, and brackets 19 are fixedly installed around the inner cavity of the heat dissipation fan 18, and an output spindle 20 is fixedly installed at one end of the bracket 19, and a blowing fan blade 21 is fixedly installed around one side of the output spindle 20, and a fixing seat 23 is fixedly installed around the bottom of the cabinet shell 1, and a fastening bolt 24 is provided at the bottom of the fixing seat 23. Through holes 25 are respectively opened around the bottom of the mounting plate 602, and the top end of the fastening bolt 24 passes through the through hole 25 and is threadedly connected with the bottom of the fixing seat 23. A top cover 2 is fixedly installed on the top of the cabinet shell 1, and a ventilation port 30 is opened on one side of the top of the top cover 2, and a heat dissipation dustproof port 32 is opened at the bottom of the detection engine module 3.

[0039] The above scheme is adopted: through the combination of the anti-theft lock body 31, the magnetic suction piece 28, the rotating lock piece 27 and the electromagnetic suction block 29, a sturdy anti-theft system is formed, which effectively prevents unauthorized access and potential theft and ensures the safety of the device. The setting of the support top rod 12, the shaft seat 14, the driving shaft 16 and the heat dissipation fan 18 constructs an efficient heat dissipation system. Through the rotation of the fan blades 21, the air circulation inside the device is effectively improved and the heat dissipation is accelerated. At the same time, the heat dissipation angle can be adjusted to ensure the stability and reliability of the device during long-term operation. The design of the fixing seat 23 and the fastening bolts 24 provides a solid installation foundation to ensure the firmness of the device in various environments. The design of the top cover 2 and the vent 30 further enhances the heat dissipation performance of the device. At the same time, the heat dissipation dustproof port 32 of the detection engine module 3 is designed to effectively prevent dust accumulation, extend the service life of the device, improve the safety, heat dissipation efficiency and environmental adaptability of the device, and ensure the efficient and stable operation of the device.

[0040] Working principle of the present invention:

[0041] When in use, the data acquisition module first collects the flow data, and then sends it to the data preprocessing module for preliminary processing. The processed data is then transmitted to the feature extraction module to extract the key features. The detection engine module 3 receives the feature information, performs the flow detection task, and outputs the detection results. If abnormal flow is detected, it will generate an alarm or report through the alarm / report module. At the same time, the detection results are also transmitted to the false alarm / missed alarm management module for identifying and processing possible false alarms or missed alarms. The false alarm / missed alarm management module further passes the information to the learning / optimization module. Learning and optimization improve the accuracy and efficiency of system detection. The vibration-damping pad 601 is used as the first layer of buffering and is fixed around the bottom of the cabinet shell 1 to absorb and disperse the impact force from the ground. The mounting plate 602 is located below the vibration-damping pad 601, providing a stable mounting platform for the entire vibration-damping system. The dampers 604 are evenly distributed around the bottom of the mounting plate 602, and the vibration energy is consumed by the damping material inside it to further reduce the vibration transmission. The vibration-damping spring 605 is fixed under the damper 604, and its elastic characteristics are used to absorb and buffer vibration. The connection pad 606 and the support base plate 603 are combined to ensure The stability and supporting force of the vibration reduction spring 605 are ensured. The setting of the fixed block 607 and the support rod 608 enhances the stability of the entire vibration reduction structure. The limited telescopic rod 609 not only provides additional support, but also limits the excessive movement of the cabinet shell 1 through its telescopic function to prevent structural damage caused by severe vibration. The setting of the supporting cross bar 8 and the mounting frame 9 provides additional support and mounting points for the cabinet shell 1, thereby enhancing the overall stability and structural strength. The first mounting groove 10 and the screw hole 11 on the mounting frame 9 facilitate the installation of other components, so that the equipment inside the cabinet shell 1 can be fixed in an orderly manner. The fixing and arrangement, the design of the heat dissipation port 4 and the ventilation mesh port 7, combined with the dust and insect-proof mesh 5, ensure good ventilation inside the cabinet shell 1, while preventing dust and insects from entering, keeping the interior clean and the normal operation of the equipment. The combination of the anti-theft cabinet door 22 and its anti-theft lock body 31, the magnetic suction piece 28, the connecting piece 26 and the rotating lock piece 27 forms a sturdy anti-theft system. With the assistance of the electromagnetic adsorption block 29, the security of the anti-theft cabinet door 22 is further enhanced to prevent unauthorized access. The setting of the support top rod 12 provides additional support for the inside of the cabinet shell 1, ensuring the stability and reliability of the entire structure.

[0042] In summary: through the collaborative work of the false alarm / missed alarm management module and the learning / optimization module, an adaptive feedback and optimization mechanism is formed. The false alarm / missed alarm management module carefully analyzes and verifies the output results of the detection engine module 3, identifies and records false alarms and missed alarms, and the learning / optimization module uses these recorded data to adjust and optimize the detection model through machine learning algorithms to improve the accuracy of feature recognition. This mechanism enables the system to learn from errors, continuously improve the detection algorithm, reduce the occurrence of false alarms and missed alarms, and improve the accuracy and reliability of detection. The overall system builds a self-improving and intelligent detection system that can effectively reduce the risks of false alarms and missed alarms, and ensure the accuracy of the detection results and the stability of the system.

[0043] It should be noted that, in this article, relational terms such as first and second, etc. are only used to distinguish one entity or operation from another entity or operation, and do not necessarily require or imply any such actual relationship or order between these entities or operations. Moreover, the terms "include", "comprise" or any other variants thereof are intended to cover non-exclusive inclusion, so that a process, method, article or device including a series of elements includes not only those elements, but also other elements not explicitly listed, or also includes elements inherent to such process, method, article or device.

[0044] Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that various changes, modifications, substitutions and variations may be made to the embodiments without departing from the principles and spirit of the present invention, and that the scope of the present invention is defined by the appended claims and their equivalents.

Claims

1. A self-organizing network traffic monitoring device, characterized in that: It comprises a cabinet shell (1), a detection engine module (3) is arranged on one side of the inner cavity of the cabinet shell (1), and a vibration reduction mechanism (6) is arranged on the bottom of the cabinet shell (1); The input end of the detection engine module (3) is electrically connected to a feature extraction module, the input end of the feature extraction module is electrically connected to a data preprocessing module, the input end of the data preprocessing module is electrically connected to a data acquisition module, the output end of the detection engine module (3) is electrically connected to an alarm / report module and a false alarm / miss alarm management module, respectively, and the output end of the false alarm / miss alarm management module is electrically connected to a learning / optimization module.

2. The self-organizing network traffic monitoring device according to claim 1, characterized in that: The vibration reduction mechanism (6) comprises a vibration reduction pad (601), a mounting plate (602), a support bottom plate (603), a damper (604), a vibration reduction spring (605), a connecting pad (606), a fixing block (607), a support rod (608) and a limiting telescopic rod (609); the vibration reduction pad (601) is fixedly mounted around the bottom of the cabinet shell (1); the mounting plate (602) is arranged at the bottom of the vibration reduction pad (601); and the number of the dampers (604) is four and they are evenly distributed around the bottom of the mounting plate (602).

3. The self-organizing network traffic monitoring device according to claim 2, characterized in that: The vibration-damping spring (605) is fixedly mounted on the bottom of the damper (604); the connecting pad (606) is fixedly mounted on the bottom of the vibration-damping spring (605); the supporting base plate (603) is fixedly connected to the bottom of the connecting pad (606); the fixing block (607) is fixedly mounted at the center of the bottom of the mounting plate (602); the supporting rod (608) is distributed around the fixing block (607); the limiting telescopic rod (609) is fixedly mounted on one end of the bottom of the supporting rod (608); the end of the limiting telescopic rod (609) is fixedly connected to the top of the supporting base plate (603); and supporting cross bars (8) are fixedly mounted on both sides of the bottom of the inner cavity of the cabinet shell (1).

4. The self-organizing network traffic monitoring device according to claim 3 is characterized in that: A mounting frame (9) is fixedly mounted on the top of the supporting cross bar (8); the mounting frames (9) are three in number and are evenly distributed on the top of the supporting cross bar (8); first mounting grooves (10) are evenly arranged on the top of the mounting frames (9); screw holes (11) are respectively arranged around the top of the mounting frames (9); and heat dissipation ports (4) are respectively arranged on the front and rear sides of one side of the cabinet shell (1).

5. The ad hoc network traffic monitoring device according to claim 4, characterized in that: A dust and insect proof mesh (5) is fixedly mounted in the inner cavity of the heat dissipation opening (4), a ventilation mesh opening (7) is provided on the other side of the cabinet shell (1), and an anti-theft cabinet door (22) is provided on the front of the cabinet shell (1).

6. The ad hoc network traffic monitoring device according to claim 5, characterized in that: The surface of the anti-theft cabinet door (22) is provided with an anti-theft lock body (31); a magnetic attraction sheet (28) and a connecting piece (26) are respectively fixedly installed on the left and right sides of the back of the anti-theft cabinet door (22); a rotating lock sheet (27) is provided in the inner cavity of the connecting piece (26); one side of the rotating lock sheet (27) is adaptively connected to one side of the anti-theft lock body (31); an electromagnetic attraction block (29) is fixedly installed on one side of the support cross bar (8); and a supporting top rod (12) is fixedly installed on one side of the top of the inner cavity of the cabinet shell (1).

7. The ad hoc network traffic monitoring device according to claim 6, characterized in that: The surface of the bottom of the supporting top rod (12) is evenly provided with a second mounting groove (13), the bottom of the second mounting groove (13) is provided with an axle seat (14), the bottom of the axle seat (14) is provided with a rectangular groove (15), the inner cavity of the rectangular groove (15) is provided with a driving shaft (16), one end of a connecting rod (17) is sleeved and installed on the surface of the driving shaft (16), the other end of the connecting rod (17) is fixedly connected to a heat dissipation fan (18), brackets (19) are fixedly installed around the inner cavity of the heat dissipation fan (18), one end of the bracket (19) is fixedly installed with an output main shaft (20), and one side of the output main shaft (20) is fixedly installed with fan blades (21) around one side.

8. The ad hoc network traffic monitoring device according to claim 2, characterized in that: The bottom of the cabinet shell (1) is fixedly mounted with fixing seats (23) on all sides, the bottom of the fixing seats (23) is provided with fastening bolts (24), the bottom of the mounting plate (602) is provided with through holes (25) on all sides, the top ends of the fastening bolts (24) pass through the through holes (25) and are threadedly connected to the bottom of the fixing seats (23), and the top of the cabinet shell (1) is fixedly mounted with a top cover (2).

9. The ad hoc network traffic monitoring device according to claim 8, characterized in that: A ventilation hole (30) is provided on one side of the top of the top cover (2), and a heat dissipation and dustproof hole (32) is provided on the bottom of the detection engine module (3).

10. A method for using a self-organizing network traffic monitoring device, characterized in that: Here’s how to use it: S1: First, the data acquisition module collects traffic data and then sends it to the data preprocessing module for preliminary processing. The processed data is then sent to the feature extraction module to extract key features. The detection engine module (3) receives the feature information, performs traffic detection tasks, and outputs the detection results. If abnormal traffic is detected, it will generate an alarm or report through the alarm / report module. At the same time, the detection results are also transmitted to the false alarm / missed alarm management module for identifying and processing possible false alarms or missed alarms. The false alarm / missed alarm management module further passes the information to the learning / optimization module to improve the accuracy and efficiency of system detection through continuous learning and optimization. S2: Subsequently, a vibration reduction system is formed by a vibration reduction spring (605) and a connecting pad (606) fixed to the bottom of the damper (604), and a supporting base plate (603) fixedly connected to the bottom of the connecting pad (606), so as to absorb and reduce vibrations that may be generated during the operation of the device and protect internal components from damage; S3: Secondly, a dust and insect-proof mesh sheet (5) is fixedly installed in the inner cavity of the heat dissipation port (4), and a ventilation mesh port (7) is opened on the other side. These designs help to dissipate heat and prevent dust and insects from entering the cabinet shell (1); S4: The anti-theft lock body (31) is arranged on the surface of the anti-theft cabinet door (22), and a magnetic attraction sheet (28) and a connecting piece (26) are fixedly installed on the back. A rotating lock sheet (27) is arranged in the inner cavity of the connecting piece (26). These components together constitute an anti-theft system to ensure the safety of the device.