Intelligent management method and system for multi-mode detection equipment of packaging machine

Abstract

The embodiment of the invention discloses an intelligent management method and system for multi-mode detection equipment of a packaging machine, and the method and system are applied to the intelligent management system connected with multiple pieces of multi-mode detection equipment, and the method comprises the steps that a view layer obtains a function request instruction transmitted by a man-machine interaction module, packaging the function request instruction based on a preset data interface type; the first event distribution middleware receives the packaged function request instruction and performs distribution pre-processing on the function request instruction; the controller receives the function request instruction which completes the pre-distribution processing, and performs serialization processing on the function request instruction; the second event distribution middleware receives the serialized function request instruction and distributes the function request instruction to a logic control layer; and the logic control layer distributes the function request instruction to the corresponding multi-modal detection equipment based on preset service logic. The technical problem that in the prior art, multiple pieces of detection equipment cannot be managed in a centralized and intelligent mode is solved.

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. It uses machines to 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 a multi-modal detection device for a packaging machine, which solves the technical problem in the prior art that multiple detection devices cannot be managed in a centralized and intelligent manner.

[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 through a switch. The multiple multimodal detection devices are respectively arranged 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:

[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 state monitoring instruction, 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 the 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 control layer;

[0010] The logic control 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 of the multimodal detection devices.

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

[0012] The logic control 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 result 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 control layer sends the data processing result to the corresponding multimodal detection device in the form of a configuration file;

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

[0021] After completing the handshake confirmation, the logic control 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 the pre-distribution processing, and performs serialization processing on 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] The 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 state monitoring instruction and a parameter synchronization instruction;

[0033] A first event distribution middleware module, used for receiving the encapsulated function request instruction and performing 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 control layer module;

[0036] The logic control layer module is used 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 function configuration of each multimodal detection device.

[0037] Furthermore, after the multimodal detection device receives the function request instruction, the logic control 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.

[0038] The embodiment of the present invention discloses an intelligent management method and system for a multimodal detection device for a packaging machine, which is applied to an intelligent management system, wherein the intelligent management system is connected to multiple multimodal detection devices, and the method comprises: 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 the 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 control layer; and the logic control layer distributes the function request instruction to corresponding multimodal detection devices based on preset business logic. 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 that multiple detection devices in the prior art cannot be centrally and intelligently managed, and realizing the technical effect of efficient and accurate centralized management of multimodal detection devices. BRIEF DESCRIPTION OF THE DRAWINGS

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

[0040] Figure 2 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 It 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 It 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 in conjunction with the accompanying drawings and embodiments. It is to be understood that the specific embodiments described herein are only used to explain the present invention, rather than to limit the present invention. It should also be noted that, for ease of description, only parts related to the present invention, rather than all structures, are shown in the accompanying drawings.

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

[0046] Figure 1 It is a structural diagram of an intelligent management system connected to a multimodal detection device provided by an embodiment of the present invention. Figure 2 It 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 It 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 packaging machines is applied to intelligent management systems, such as Figure 1 As shown, the intelligent management system 10 is connected to a plurality of multimodal detection devices 20 via a switch 30. The plurality of multimodal detection devices are respectively arranged at respective 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 accesses the intelligent management system 10 according to a unified access standard, and 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 a 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, the multimodal detection device is used to monitor the data of various states of the corresponding positions of the packaging machine, such as image data, video data, size data, etc. The user inputs the corresponding function request instruction through the human exchange module of the intelligent management system to control one or several multimodal detection devices to perform corresponding actions.

[0052] After receiving the function request instruction transmitted by the user through the human-computer interaction module, the view layer in the intelligent management system can automatically identify and determine the type of the function request instruction, such as status monitoring instruction, parameter synchronization instruction, etc. After the identification is completed, an abstract data interface class is automatically constructed to encapsulate the function request instruction. By encapsulating the data interface class, all the relevant data structures and operation methods of the function request instruction can be 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 encapsulation is completed, a first event distribution middleware performs pre-distribution processing on the encapsulated function request instruction.

[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, thereby enhancing the modularity of the intelligent management system.

[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 to complete 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 state 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 state 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 on 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 image, realize parameter synchronization, algorithm testing and twin application; the intelligent maintenance module is used to create a defect library, perform automatic timed inspection, and improve detection consistency; the deep learning module uses convolutional neural network to train and evaluate the model to improve the accuracy of defect detection; the remote control module realizes remote management and control of each multimodal detection device through image encoding and decoding algorithm and network transmission protocol.

[0063] S204, the second event distribution middleware receives the serialized function request instruction, and distributes the function request instruction to the logic control 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 control 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 instruction 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] On the basis of the above-mentioned technical solutions, in S205, after the multimodal detection device receives the function request instruction, the management method also includes: the logic control 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 control layer, each multimodal detection device will perform a corresponding action 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 control 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 control layer based on the parameter synchronization instruction.

[0070] Generally speaking, multimodal detection devices will return data information to the logic control layer in the form of protocol frames. The logic control layer will parse the protocol frames and then analyze and process the data information obtained through analysis, 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, Figure 3 As shown in the figure, when the function request instruction is a status monitoring instruction, the acquired data information is the data information monitored at each position on the packaging machine. After receiving the data information, the logic control layer processes it to obtain the data processing result, and then returns the data processing result to the second event distribution middleware. After responding to the event distribution task, the second event distribution middleware receives the data processing result, integrates the data processing result, 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 control layer sends the data processing results to the corresponding multimodal detection devices in the form of configuration files; during the sending process, the logic control layer and each multimodal detection device perform handshake confirmation in turn; after completing the handshake confirmation, the logic control layer 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.

[0077] Specifically, the logic control 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 configuration files. Specifically, first, a configuration file carrying algorithms and parameters is issued to each designated multimodal detection device. During the issuance process, each multimodal detection device and the logic control layer of the intelligent management system perform handshake confirmation in turn. After the issuance is completed, the logic control 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 specified parameter configuration upgrade.

[0078] In the embodiment of the present invention, the multimodal detection equipment is controlled by using an intelligent management system and applied to the quality inspection of industrial products, which effectively improves the accuracy and robustness of the detection algorithm and reduces the cost of long-term tracking and optimization of online detection.

[0079] Figure 4 It 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 control layer of the intelligent management system issues configuration files step by step, see Figure 4The logic control 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 the file 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 load the data, and then restart the detection device program to complete the specified parameter update.

[0081] On the basis of 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, and completes database connection initialization; the controller listens to the connection requests transmitted by each multimodal detection device, and authenticates and authorizes the corresponding multimodal detection device after listening to the connection request; after completing the authentication and authorization, the controller sends a data acquisition instruction to the corresponding multimodal detection device, so that the multimodal detection device performs corresponding actions based on the data acquisition 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 for 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 It 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 side, 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 in 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 device 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 corresponding actions based on the data collection instructions.

[0087] The multimodal detection device collects corresponding data based on the data collection request and returns the data packet to the intelligent management system. The logic control 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 use 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] The 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 state monitoring instruction, 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] A controller module, used for receiving function request instructions that have completed pre-distribution processing and serializing 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 control layer module;

[0094] The logic control layer module is used to distribute 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.

[0095] Optionally, after the multimodal detection device receives the function request instruction, the logic control 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 control layer module obtains the corresponding data processing result, the second event distribution middleware module is further used to receive the data processing result, and 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 result 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 control layer module obtains the corresponding data processing result, the logic control 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 control layer module and each multimodal detection device perform handshake confirmation in turn; after completing the handshake confirmation, the logic control 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 used for:

[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 used for:

[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 to complete the serialization processing.

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

[0107] An initialization module is used to complete the 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 to authenticate and authorize the corresponding multimodal detection device after monitoring the connection request; after completing the authentication and authorization, the controller module sends a data acquisition instruction to the corresponding multimodal detection device so that the multimodal detection device performs a corresponding action based on the data acquisition instruction.

[0109] The intelligent management system for a multimodal detection device for a packaging machine provided in an embodiment of the present invention has the same technical features as the intelligent management method for a multimodal detection device for a packaging machine 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 clearly specified and limited, the terms "installed", "connected", and "connected" should be understood in a broad sense, for example, it can be a fixed connection, a detachable connection, or an integral connection; it can be a mechanical connection or an electrical connection; it can be a direct connection or an indirect connection through an intermediate medium, or it can be the internal communication of two components. For ordinary technicians in this field, the specific meanings of the above terms in the present invention can be understood according to specific circumstances.

[0111] Finally, it should be noted that the above are only preferred embodiments of the present invention and the technical principles used. 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 more detail through the above embodiments, the present invention is not limited to the above embodiments, and may include more other equivalent embodiments without departing from the concept of the present invention, and 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 through a switch, and the multiple multimodal detection devices are respectively arranged 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 state monitoring instruction, 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 the 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 control layer; The logic control 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 of the multimodal detection devices.

2. The intelligent management method for a multimodal detection device for a packaging machine according to claim 1, characterized in that: After the multimodal detection device receives the function request instruction, the management method further includes: The logic control 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.

3. The intelligent management method for a multimodal detection device for a packaging machine according to claim 2, characterized in that: 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 result 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.

4. The intelligent management method for a multimodal detection device for a packaging machine according to claim 2, characterized in that: When the function request instruction is a parameter synchronization instruction, after obtaining the corresponding data processing result, the management method further includes: The logic control layer sends the data processing result to the corresponding multimodal detection device in the form of a configuration file; During the sending process, the logic control layer performs handshake confirmation with each of the multimodal detection devices in turn; After completing the handshake confirmation, the logic control 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.

5. 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.

6. 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 the 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.

7. 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.

8. An intelligent management system for multimodal detection equipment of a packaging machine, characterized in that: The intelligent management system comprises: 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 state monitoring instruction and a parameter synchronization instruction; A first event distribution middleware module, used for receiving the encapsulated function request instruction and performing 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 control layer module; The logic control layer module is used 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 function configuration of each multimodal detection device.

9. The intelligent management system for multimodal detection equipment for packaging machines according to claim 8, characterized in that: After the multimodal detection device receives the function request instruction, the logic control layer module is further used to: receive data information returned by each of the multimodal detection devices based on the function request instruction, and perform data analysis and processing on the data information to obtain a data processing result.

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