An intelligent management method and system for multimodal detection equipment of packaging machines

Abstract

The embodiments of the present invention disclose an intelligent management method and system for multimodal detection equipment for packaging machines, which is applied to an intelligent management system connected to multiple multimodal detection devices. The method includes: a view layer obtains a function request instruction transmitted by a human-computer interaction module and encapsulates the function request instruction based on a preset data interface type; a first event distribution middleware receives the encapsulated function request instruction and performs pre-distribution processing on the function request instruction; a controller receives the function request instruction that has completed pre-distribution processing and serializes the function request instruction; a second event distribution middleware receives the serialized function request instruction and distributes the function request instruction to a logic processing layer; and the logic processing layer distributes the function request instruction to the corresponding multimodal detection device based on preset business logic. This application solves the technical problem in the prior art that multiple detection devices cannot be centrally and intelligently managed.

Description

Technical Field

[0001] Embodiments of the present invention relate to the field of intelligent control technology, and in particular to an intelligent management method and system for a multimodal detection device of a packaging machine. Background Art

[0002] In modern industrial production, visual inspection equipment is a key link in intelligent manufacturing. It is distributed in various key workstations of the packaging machine production line for quality control. Machines replace human eyes for measurement and judgment, effectively ensuring product quality and production efficiency.

[0003] However, as a plug-in product for industrial production lines, traditional visual inspection equipment generally has problems such as information islands, time-consuming parameter tuning, long inspection cycles, and lack of learning ability, which limit the further improvement of production efficiency and product quality. Summary of the Invention

[0004] The embodiments of the present invention provide an intelligent management method and system for multimodal detection equipment of a packaging machine, which solves the technical problem in the prior art that multiple detection equipment cannot be managed centrally and intelligently.

[0005] An embodiment of the present invention provides an intelligent management method for a multimodal detection device for a packaging machine, which is applied to an intelligent management system. The intelligent management system is connected to multiple multimodal detection devices via a switch. The multiple multimodal detection devices are respectively arranged at respective set positions of the packaging machine. The intelligent management system is used to control the multimodal detection devices to perform corresponding actions. The management method includes:

[0006] The view layer obtains the function request instruction transmitted by the human-computer interaction module and encapsulates the function request instruction based on the preset data interface type, wherein the function request instruction includes at least one of the following: a status monitoring instruction and a parameter synchronization instruction;

[0007] The first event distribution middleware receives the encapsulated function request instruction and performs pre-distribution processing on the function request instruction;

[0008] The controller receives the function request instruction that has completed pre-distribution processing and performs serialization processing on the function request instruction;

[0009] The second event distribution middleware receives the function request instruction after serialization processing, and distributes the function request instruction to the logic processing layer;

[0010] The logic processing layer distributes the function request instruction to the corresponding multimodal detection device based on a preset business logic, wherein the preset business logic is determined based on a functional configuration of each multimodal detection device.

[0011] Furthermore, after the multimodal detection device receives the function request instruction, the management method further includes:

[0012] The logic processing layer receives data information returned by each of the multimodal detection devices based on the function request instruction, and performs data analysis and processing on the data information to obtain a data processing result.

[0013] Furthermore, when the function request instruction is a status monitoring instruction, after obtaining the corresponding data processing result, the management method further includes:

[0014] The second event distribution middleware receives the data processing result, performs data integration on the data processing result, and then sends the data to the controller;

[0015] The controller wakes up the view layer, and encapsulates the received data processing result based on the preset data interface type, and sends the encapsulated data processing result to the first event distribution middleware;

[0016] The first event distribution middleware distributes the data processing result to the view layer;

[0017] The view layer displays the data processing result.

[0018] Furthermore, when the function request instruction is a parameter synchronization instruction, after obtaining the corresponding data processing result, the management method further includes:

[0019] The logic processing layer sends the data processing results to the corresponding multimodal detection device in the form of a configuration file;

[0020] During the sending process, the logic processing layer performs handshake confirmation with each of the multimodal detection devices in turn;

[0021] After completing the handshake confirmation, the logic processing layer sends an upgrade instruction to each of the multimodal detection devices, so that each of the multimodal detection devices parses the configuration file and completes the parameter configuration upgrade.

[0022] Furthermore, the first event distribution middleware receives the encapsulated function request instruction and performs pre-distribution processing on the function request instruction, including:

[0023] The first event distribution middleware receives the encapsulated function request instruction and verifies the function request instruction;

[0024] After verifying that the result is a valid instruction, the first event distribution middleware adds header information for identification to the function request instruction.

[0025] Furthermore, the controller receives the function request instruction that has completed pre-distribution processing, and serializes the function request instruction, including:

[0026] After receiving the function request instruction that has completed the pre-distribution processing, the controller converts the function request instruction into a preset transmission format to complete the serialization processing.

[0027] Furthermore, before the view layer obtains the function request instruction transmitted by the human-computer interaction module, the management method further includes:

[0028] The intelligent management system is powered on and starts up and completes database connection initialization;

[0029] The controller monitors the connection request transmitted by each of the multimodal detection devices, and performs authentication and authorization on the corresponding multimodal detection device after monitoring the connection request;

[0030] After completing the authentication and authorization, the controller sends a data collection instruction to the corresponding multimodal detection device, so that the multimodal detection device performs a corresponding action based on the data collection instruction.

[0031] An embodiment of the present invention further provides an intelligent management system for a multimodal detection device of a packaging machine, the intelligent management system comprising:

[0032] A view layer module and a human-computer interaction module, wherein the view layer module is used to obtain a function request instruction transmitted by the human-computer interaction module and encapsulate the function request instruction based on a preset data interface type, wherein the function request instruction includes at least one of the following: a status monitoring instruction and a parameter synchronization instruction;

[0033] a first event distribution middleware module, configured to receive the encapsulated function request instruction and perform pre-distribution processing on the function request instruction;

[0034] A controller module, configured to receive the function request instruction that has completed pre-distribution processing and perform serialization processing on the function request instruction;

[0035] A second event distribution middleware module is used to receive the function request instruction after serialization processing and distribute the function request instruction to the logic processing layer module;

[0036] The logic processing layer module is configured to distribute the function request instruction to the corresponding multimodal detection device based on a preset business logic, wherein the preset business logic is determined based on the functional configuration of each multimodal detection device.

[0037] Furthermore, after the multimodal detection device receives the function request instruction, the logic processing layer module is further configured to: receive data information returned by each multimodal detection device based on the function request instruction, and perform data analysis and processing on the data information to obtain a data processing result.

[0038] The embodiment of the present invention discloses an intelligent management method and system for multimodal detection equipment for packaging machines, which is applied to an intelligent management system connected to multiple multimodal detection devices. The method includes: a view layer obtains a function request instruction transmitted by a human-computer interaction module and encapsulates the function request instruction based on a preset data interface type; a first event distribution middleware receives the encapsulated function request instruction and performs pre-distribution processing on the function request instruction; a controller receives the function request instruction that has completed pre-distribution processing and performs serialization processing on the function request instruction; a second event distribution middleware receives the function request instruction after serialization processing and distributes the function request instruction to a logic processing layer; and the logic processing layer distributes the function request instruction to the corresponding multimodal detection device based on preset business logic. This application uses an intelligent management system to control multiple multimodal detection devices and realizes information interaction between the multimodal detection devices and the intelligent management system through a view-controller-logic processing mode, thereby solving the technical problem in the prior art that multiple detection devices cannot be centrally and intelligently managed, and achieving the technical effect of efficient and accurate centralized management of multimodal detection devices. BRIEF DESCRIPTION OF THE DRAWINGS

[0039] Figure 1 This is a structural diagram of an intelligent management system connected to a multimodal detection device provided by an embodiment of the present invention;

[0040] Figure 2 This is a flow chart of an intelligent management method for a multimodal detection device of a packaging machine provided by an embodiment of the present invention;

[0041] Figure 3 This is a data interaction flow chart of an intelligent management system provided by an embodiment of the present invention;

[0042] Figure 4 is a flow chart of parameter update of a multimodal detection device provided by an embodiment of the present invention;

[0043] Figure 5 This is a network connection flow chart provided by an embodiment of the present invention. DETAILED DESCRIPTION

[0044] The present invention will be further described in detail below with reference to the accompanying drawings and examples. It will be understood that the specific embodiments described herein are intended only to illustrate the present invention and are not intended to limit the present invention. It should also be noted that, for ease of description, the accompanying drawings only illustrate portions relevant to the present invention, not all structures.

[0045] It should be noted that the terms "first," "second," and so on, in the specification, claims, and drawings of the present invention are used to distinguish different objects, and are not intended to limit a specific order. The following embodiments of the present invention can be implemented independently or in combination with each other, and the present invention does not impose specific limitations on this.

[0046] Figure 1 This is a structural diagram of the connection between an intelligent management system and a multimodal detection device provided by an embodiment of the present invention. Figure 2 This is a flow chart of an intelligent management method for a multimodal detection device of a packaging machine provided by an embodiment of the present invention. Figure 3 This is a data interaction flow chart of an intelligent management system provided by an embodiment of the present invention.

[0047] The intelligent management method of the multimodal detection device for the packaging machine is applied to the intelligent management system, such as Figure 1 As shown, the intelligent management system 10 is connected to multiple multimodal detection devices 20 through a switch 30. The multiple multimodal detection devices are respectively set at various set positions of the packaging machine. The intelligent management system 10 is used to control the multimodal detection devices 20 to perform corresponding actions.

[0048] Through the composition of the intelligent management system 10, the switch 30 and each multimodal detection device 20, each multimodal detection device 20 is connected to the intelligent management system 10 according to a unified access standard. Through the rapid networking of the multimodal detection devices 20, a collaborative management system of the multimodal detection devices 20 is established to realize the intelligent management of the multimodal detection devices 20.

[0049] like Figure 2 and Figure 3 As shown, the intelligent management method of the multimodal detection device includes:

[0050] S201, the view layer obtains a function request instruction transmitted by the human-computer interaction module, and encapsulates the function request instruction based on a preset data interface type, wherein the function request instruction includes at least one of the following: a status monitoring instruction and a parameter synchronization instruction.

[0051] Specifically, multimodal detection equipment is used to monitor various status data at corresponding positions of the packaging machine, such as image data, video data, and dimensional data. Users input corresponding function request instructions through the human exchange module of the intelligent management system to control one or more multimodal detection devices to perform corresponding actions.

[0052] After receiving a function request from the user through the human-computer interaction module, the view layer in the intelligent management system automatically identifies and determines the type of function request, such as a status monitoring instruction or a parameter synchronization instruction. After identification, it automatically constructs an abstract data interface class to encapsulate the function request instruction. Using this data interface class encapsulation, the relevant data structure and operation methods of the function request instruction can be fully encapsulated.

[0053] S202: The first event distribution middleware receives the encapsulated function request instruction and performs pre-distribution processing on the function request instruction.

[0054] Specifically, after the encapsulation is completed, the encapsulated function request instruction is pre-processed by a first event distribution middleware.

[0055] Optionally, S202 specifically includes:

[0056] The first event distribution middleware receives the encapsulated function request instruction and verifies the function request instruction; after the verification result is a valid instruction, the first event distribution middleware adds header information for identification to the function request instruction.

[0057] Specifically, after completing the pre-distribution processing of the function request instruction, the first event distribution middleware passes the function request instruction with added header information to the controller. Through the processing and transmission of the first event distribution middleware, the decoupling between the view layer and the controller is ensured, and the modularity of the intelligent management system is enhanced.

[0058] S203: The controller receives the function request instruction that has completed pre-distribution processing, and performs serialization processing on the function request instruction.

[0059] Optionally, S203 specifically includes:

[0060] After receiving the function request instruction that has completed the pre-distribution processing, the controller converts the function request instruction into a preset transmission format and completes the serialization processing.

[0061] Specifically, after the controller receives the function request instruction with added header information, in order to realize data transmission on the network, it is necessary to convert the data into a format that can flow on the network, that is, to construct a serialization construction interface class (that is, the serialization processing mentioned above) and convert it into a format suitable for network transmission, such as a byte stream.

[0062] In an embodiment of the present invention, the controller has a data interaction module, a status monitoring module, a data analysis module, a detection twin module, an intelligent maintenance module, a deep learning module, and a remote control module. Among them, the data interaction module is used to realize the remote data efficient interaction of each multimodal detection device on the packaging machine; the status monitoring module is used to monitor the working status of each multimodal detection device in real time and feedback fault information in time; the data analysis module is used to perform multi-dimensional analysis of the data information detected by the multimodal detection device, and provide data support for quality traceability and process optimization; the detection twin module is used to build a digital mirror, realize parameter synchronization, algorithm testing and twin application; the intelligent maintenance module is used to create a defect image library, perform automatic scheduled inspections, and improve detection consistency; the deep learning module uses convolutional neural networks to train and evaluate models to improve defect detection accuracy; the remote control module uses image encoding and decoding algorithms and network transmission protocols to realize remote management and control of each multimodal detection device.

[0063] S204: The second event distribution middleware receives the serialized function request instruction and distributes the function request instruction to the logic processing layer.

[0064] Specifically, after serialization processing, the function request instruction is distributed to the logic processing layer by the second event distribution middleware.

[0065] S205 , the logic processing layer distributes the function request instruction to the corresponding multimodal detection device based on the preset business logic, wherein the preset business logic is determined based on the function configuration of each multimodal detection device.

[0066] Specifically, the logic processing layer distributes the function request instructions to each multimodal detection device according to the preset business logic.

[0067] The present application controls multiple multimodal detection devices by using an intelligent management system, and realizes information interaction between the multimodal detection devices and the intelligent management system through a view-controller-logic processing mode, thereby solving the technical problem in the prior art that multiple detection devices cannot be managed centrally and intelligently, and achieving the technical effect of efficient and accurate centralized management of multimodal detection devices.

[0068] Based on the above technical solutions, in S205, after the multimodal detection device receives the function request instruction, the management method also includes: the logic processing layer receives the data information returned by each multimodal detection device based on the function request instruction, and performs data analysis and processing on the data information to obtain a data processing result.

[0069] Specifically, after receiving the function request instruction transmitted by the logic processing layer, each multimodal detection device will perform corresponding actions based on the function request instruction. For example, if the function request instruction is a status monitoring instruction, the multimodal detection device obtains the data information of the packaging machine at the corresponding position based on the status monitoring instruction, and returns the obtained data information to the logic processing layer; if the function request instruction is a parameter synchronization instruction, the multimodal detection device uploads its own parameter configuration information as data information to the logic processing layer based on the parameter synchronization instruction.

[0070] Generally speaking, multimodal detection devices will return data information to the logic processing layer in the form of protocol frames. The logic processing layer will parse the protocol frames and then analyze and process the data information obtained through parsing, such as verification, calculation, database interaction, etc., to obtain data processing results.

[0071] On the basis of the above technical solutions, when the function request instruction is a status monitoring instruction, after obtaining the corresponding data processing result, the management method further includes:

[0072] The second event distribution middleware receives the data processing results, integrates the data processing results, and sends them to the controller; the controller wakes up the view layer, and encapsulates the received data processing results based on the preset data interface type, and sends the encapsulated data processing results to the first event distribution middleware; the first event distribution middleware distributes the data processing results to the view layer; the view layer displays the data processing results.

[0073] Specifically, if Figure 3 As shown, when the function request is a status monitoring command, the acquired data is data monitored at various locations on the packaging machine. After receiving this data, the logic processing layer processes it to obtain a data processing result, which is then returned to the second event dispatch middleware. After responding to the event dispatch task, the second event dispatch middleware receives the data processing result, integrates it, and sends it to the controller.

[0074] It should be noted that after the view layer encapsulates and conveys the function request instruction, it will enter a sleep state. At this time, the controller will wake up the view layer, and then encapsulate the data processing results by constructing an interface class (that is, the above-mentioned encapsulation of the received data processing results based on the preset data interface type), and send the encapsulated data processing results to the first event distribution middleware; the first event distribution middleware responds to the event distribution task and distributes the data processing results to the view layer, so that the view layer displays the data processing results to the user through the human-computer interaction module.

[0075] On the basis of the above technical solutions, when the function request instruction is a parameter synchronization instruction, after obtaining the corresponding data processing result, the management method further includes:

[0076] The logic processing layer sends the data processing results to the corresponding multimodal detection devices in the form of configuration files. During the sending process, the logic processing layer performs handshake confirmation with each multimodal detection device in turn. After completing the handshake confirmation, the logic processing layer sends an upgrade instruction to each multimodal detection device, so that each multimodal detection device can parse the configuration file and complete the parameter configuration upgrade.

[0077] Specifically, the logic processing layer will perform offline intelligent analysis and parameter tuning on the data information synchronized from the parameters of the multimodal detection equipment at each workstation, and then update the obtained data processing results to the multimodal detection equipment by issuing a configuration file. Specifically, first, a configuration file containing algorithms and parameters is issued to each designated multimodal detection device. During the issuance process, each multimodal detection device and the logic processing layer of the intelligent management system perform handshake confirmation in turn. After the issuance is completed, the logic processing layer sends an upgrade command to each multimodal detection device, and the multimodal detection device begins to parse the received configuration file and load data. At this point, the multimodal detection device restarts and completes the upgrade of the specified parameter configuration.

[0078] In an embodiment of the present invention, an intelligent management system is used to control multimodal detection equipment and applied to the quality inspection of industrial products, thereby effectively improving the accuracy and robustness of the detection algorithm and reducing the cost of long-term tracking optimization of online detection.

[0079] Figure 4 This is a flow chart of parameter updating of a multimodal detection device provided by an embodiment of the present invention.

[0080] For example, the logic processing layer of the intelligent management system issues configuration files step by step, see Figure 4The logic processing layer sends down the algorithm tool file, tolerance sensitivity file, light source parameter setting file, deep learning model file, etc. in sequence. After each sending, it waits for the multimodal detection device to receive it before sending the next file. After all files are sent, an upgrade instruction is sent to enable the multimodal detection device to start parsing the received configuration file and loading the data, and then restart the detection device program to complete the specified parameter update.

[0081] Based on the above technical solutions, before the view layer obtains the function request instruction transmitted by the human-computer interaction module in S201, the management method further includes:

[0082] The intelligent management system is powered on and starts up, completing database connection initialization. The controller monitors connection requests transmitted by each multimodal detection device, and after receiving the connection request, authenticates and authorizes the corresponding multimodal detection device. After completing the authentication and authorization, the controller sends a data collection instruction to the corresponding multimodal detection device, so that the multimodal detection device performs the corresponding action based on the data collection instruction.

[0083] Specifically, the intelligent management system starts the server, and the multimodal detection device connects to the server through Socket as a client, and passes the authentication and authorization. After the intelligent management system registers the multimodal detection device information, it conducts data collection on each multimodal detection device, including working status and real-time data monitoring, etc. Subsequently, each multimodal detection device packages the data information according to the requirements of the function request instruction and returns it to the intelligent management system.

[0084] Figure 5 This is a network connection flow chart provided by an embodiment of the present invention.

[0085] For example, Figure 5 As shown, the intelligent management system, as the server, first powers on to initialize the server, starts the server, and then initializes the database connection; at the same time, each multimodal detection device, as a client, is also powered on to initialize and initialize the network settings.

[0086] Subsequently, the controller within the intelligent management system will monitor the connection requests transmitted by each multimodal detection device in real time. After monitoring the connection requests of one or several multimodal detection devices, the controller will authenticate and authorize the corresponding multimodal detection devices and establish a connection. After completing the authentication and authorization, the controller registers the information of the multimodal detection device and then sends a data collection request to the corresponding multimodal detection device, so that the multimodal detection device performs the corresponding action based on the data collection instruction.

[0087] The multimodal detection device collects the corresponding data based on the data collection request and returns the data packet to the intelligent management system. The logic processing layer in the intelligent management system will parse the data based on the returned data packet, display the real-time data through the viewing layer, and enter the data into the database for background analysis.

[0088] In the embodiment of the present invention, through the intelligent management system, the utilization efficiency and detection quality of the multimodal detection equipment are effectively improved, the production cost and quality risk are reduced, and the dual improvement of intelligent manufacturing and lean production mode is promoted.

[0089] An embodiment of the present invention further provides an intelligent management system for a multimodal detection device of a packaging machine, the intelligent management system comprising:

[0090] The view layer module and the human-computer interaction module, the view layer module is used to obtain the function request instruction transmitted by the human-computer interaction module and encapsulate the function request instruction based on the preset data interface type, wherein the function request instruction includes at least one of the following: a status monitoring instruction and a parameter synchronization instruction;

[0091] A first event distribution middleware module is used to receive the encapsulated function request instruction and perform pre-distribution processing on the function request instruction;

[0092] The controller module is used to receive the function request instructions that have been processed before distribution and to perform serialization processing on the function request instructions;

[0093] The second event distribution middleware module is used to receive the function request instruction after serialization processing and distribute the function request instruction to the logic processing layer module;

[0094] The logic processing layer module is used to distribute the function request instructions to the corresponding multimodal detection devices based on the preset business logic, wherein the preset business logic is determined based on the functional configuration of each multimodal detection device.

[0095] Optionally, after the multimodal detection device receives the function request instruction, the logic processing layer module is further used to: receive data information returned by each multimodal detection device based on the function request instruction, and perform data analysis and processing on the data information to obtain a data processing result.

[0096] Optionally, when the function request instruction is a status monitoring instruction, after the logic processing layer module obtains the corresponding data processing result, the second event distribution middleware module is further used to receive the data processing result, perform data integration on the data processing result, and then send it to the controller module;

[0097] The controller module is also used to wake up the view layer module, and encapsulate the received data processing results based on the preset data interface type, and send the encapsulated data processing results to the first event distribution middleware module;

[0098] The first event distribution middleware module is also used to distribute the data processing results to the view layer module;

[0099] The view layer module is also used to display data processing results.

[0100] Optionally, when the function request instruction is a parameter synchronization instruction, after the logic processing layer module obtains the corresponding data processing result, the logic processing layer is also used to send the data processing result to the corresponding multimodal detection device in the form of a configuration file; during the sending process, the logic processing layer module and each multimodal detection device perform handshake confirmation in turn; after completing the handshake confirmation, the logic processing layer module sends an upgrade instruction to each multimodal detection device, so that each multimodal detection device parses the configuration file and completes the parameter configuration upgrade.

[0101] Optionally, the first event distribution middleware module is specifically configured to:

[0102] The first event distribution middleware module receives the encapsulated function request instruction and verifies the function request instruction;

[0103] After verifying that the result is a valid instruction, the first event distribution middleware module adds header information for identification to the function request instruction.

[0104] Optionally, the controller module is specifically configured to:

[0105] After receiving the function request instruction that has completed the pre-distribution processing, the controller module converts the function request instruction into a preset transmission format and completes the serialization processing.

[0106] Optionally, the intelligent management system further includes:

[0107] Initialization module, used to complete database connection initialization when the intelligent management system is powered on;

[0108] The controller module is also used to monitor the connection requests transmitted by each multimodal detection device, and after monitoring the connection request, authenticate and authorize the corresponding multimodal detection device; after completing the authentication and authorization, the controller module sends a data collection instruction to the corresponding multimodal detection device, so that the multimodal detection device performs the corresponding action based on the data collection instruction.

[0109] The intelligent management system for multimodal detection equipment for packaging machines provided in an embodiment of the present invention has the same technical features as the intelligent management method for multimodal detection equipment for packaging machines provided in the above-mentioned embodiment, so it can also solve the same technical problems and achieve the same technical effects.

[0110] In the description of the embodiments of the present invention, unless otherwise expressly specified or limited, the terms "mounted," "connected," and "connected" should be understood in a broad sense. For example, they may refer to fixed, detachable, or integral connections; mechanical or electrical connections; direct or indirect connections through an intermediate medium; and internal communication between two components. Those skilled in the art will understand the specific meanings of the above terms in the present invention based on specific circumstances.

[0111] Finally, it should be noted that the above are only preferred embodiments of the present invention and the technical principles employed. Those skilled in the art will understand that the present invention is not limited to the specific embodiments described herein, and that various obvious changes, readjustments, and substitutions can be made by those skilled in the art without departing from the scope of protection of the present invention. Therefore, although the present invention has been described in detail through the above embodiments, the present invention is not limited to the above embodiments and may include many other equivalent embodiments without departing from the scope of the present invention. The scope of the present invention is determined by the scope of the appended claims.

Claims

1. An intelligent management method for a multimodal detection device of a packaging machine, characterized in that: Applied to an intelligent management system, the intelligent management system is connected to multiple multimodal detection devices via a switch, and the multiple multimodal detection devices are respectively set at various set positions of the packaging machine. The intelligent management system is used to control the multimodal detection devices to perform corresponding actions. The management method includes: The view layer obtains the function request instruction transmitted by the human-computer interaction module and encapsulates the function request instruction based on the preset data interface type, wherein the function request instruction includes at least one of the following: a status monitoring instruction and a parameter synchronization instruction; The first event distribution middleware receives the encapsulated function request instruction and performs pre-distribution processing on the function request instruction; The controller receives the function request instruction that has completed pre-distribution processing and performs serialization processing on the function request instruction; The second event distribution middleware receives the function request instruction after serialization processing, and distributes the function request instruction to the logic processing layer; The logic processing layer distributes the function request instruction to the corresponding multimodal detection device based on a preset business logic, wherein the preset business logic is determined based on the functional configuration of each multimodal detection device; After the multimodal detection device receives the function request instruction, the management method further includes: The logic processing layer receives data information returned by each of the multimodal detection devices based on the function request instruction, and performs data analysis and processing on the data information to obtain a data processing result; When the function request instruction is a status monitoring instruction, after obtaining the corresponding data processing result, the management method further includes: The second event distribution middleware receives the data processing result, performs data integration on the data processing result, and then sends the data to the controller; The controller wakes up the view layer, and encapsulates the received data processing result based on the preset data interface type, and sends the encapsulated data processing result to the first event distribution middleware; The first event distribution middleware distributes the data processing result to the view layer; The view layer displays the data processing result; When the function request instruction is a parameter synchronization instruction, after obtaining the corresponding data processing result, the management method further includes: The logic processing layer sends the data processing results to the corresponding multimodal detection device in the form of a configuration file; During the sending process, the logic processing layer performs handshake confirmation with each of the multimodal detection devices in turn; After completing the handshake confirmation, the logic processing layer sends an upgrade instruction to each of the multimodal detection devices, so that each of the multimodal detection devices parses the configuration file and completes the parameter configuration upgrade.

2. The intelligent management method for a multimodal detection device for a packaging machine according to claim 1, characterized in that: The first event distribution middleware receives the encapsulated function request instruction and performs pre-distribution processing on the function request instruction, including: The first event distribution middleware receives the encapsulated function request instruction and verifies the function request instruction; After verifying that the result is a valid instruction, the first event distribution middleware adds header information for identification to the function request instruction.

3. The intelligent management method for a multimodal detection device for a packaging machine according to claim 1, characterized in that: The controller receives the function request instruction that has completed pre-distribution processing and performs serialization processing on the function request instruction, including: After receiving the function request instruction that has completed the pre-distribution processing, the controller converts the function request instruction into a preset transmission format to complete the serialization processing.

4. The intelligent management method for a multimodal detection device for a packaging machine according to claim 1, characterized in that: Before the view layer obtains the function request instruction transmitted by the human-computer interaction module, the management method further includes: The intelligent management system is powered on and starts up and completes database connection initialization; The controller monitors the connection request transmitted by each of the multimodal detection devices, and performs authentication and authorization on the corresponding multimodal detection device after monitoring the connection request; After completing the authentication and authorization, the controller sends a data collection instruction to the corresponding multimodal detection device, so that the multimodal detection device performs a corresponding action based on the data collection instruction.

5. An intelligent management system for multimodal detection equipment of packaging machines, characterized in that: The intelligent management system implements the intelligent management method for a multimodal detection device for a packaging machine according to any one of claims 1 to 4 above, and the intelligent management system includes: A view layer module and a human-computer interaction module, wherein the view layer module is used to obtain a function request instruction transmitted by the human-computer interaction module and encapsulate the function request instruction based on a preset data interface type, wherein the function request instruction includes at least one of the following: a status monitoring instruction and a parameter synchronization instruction; a first event distribution middleware module, configured to receive the encapsulated function request instruction and perform pre-distribution processing on the function request instruction; A controller module, configured to receive the function request instruction that has completed pre-distribution processing and perform serialization processing on the function request instruction; A second event distribution middleware module is used to receive the function request instruction after serialization processing and distribute the function request instruction to the logic processing layer module; The logic processing layer module is configured to distribute the function request instruction to the corresponding multimodal detection device based on a preset business logic, wherein the preset business logic is determined based on the functional configuration of each multimodal detection device.

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