A packaging whole-process intelligent integrated control method based on a multi-modal large model

Abstract

This invention discloses an intelligent integrated control method for the entire packaging process based on a multimodal large model, belonging to the field of intelligent integrated control technology for the entire packaging process. It includes the following steps: S1: Member registration unit, used to collect basic user information and configure a member points system; S2: One-click design unit, connected to the member registration unit, configured with AI image generation, video generation, and cultural and creative design functions; S3: One-click quotation unit, connected to the one-click design unit, which can provide a preliminary quotation based on the design image; S4: One-click prototyping unit, connected to the one-click quotation unit; S5: One-click production unit, connected to the one-click prototyping unit; S6: One-click delivery unit, connected to the one-click production unit. This invention standardizes member and points management, establishes a supporting member management and points usage system, clarifies the rules for points acquisition, clearing, and promotion binding, and uses points to offset platform design service fees.

Description

Technical Field

[0001] This invention relates to the field of intelligent integrated control technology for the entire packaging process, and more specifically, to an intelligent integrated control method for the entire packaging process based on a multimodal large model. Background Technology

[0002] Traditional models require repeated offline or online communication between users and designers, resulting in long design cycles and high labor costs. Conventional AI design tools have limited functionality, mostly only capable of generating simple images, unable to simultaneously create integrated packaging renderings, promotional videos, and 3D models. They also lack dedicated optimization configurations for the packaging industry. Furthermore, most platforms lack standardized membership point systems, leading to chaotic rules for watermark removal and design service fees. General raw image interfaces suffer from transmission limitations and response delays, and there are no matching word libraries and parameter specifications for printing and processing standards. The generated file formats and resolutions are often incompatible with subsequent production processes. In the pricing stage, the industry generally relies on manual identification of drawings, verification of materials and processes, and manual pricing, which is not only inefficient but also prone to pricing errors. There is a lack of standardized databases integrating packaging categories, production materials, and deep processing techniques, making automatic calculation impossible. The identification of drawing categories and processes relies on manual judgment, which has limited accuracy. When users disagree with the pricing, work order processing, parameter adjustments, and detailed compilation all rely on manual operations, making the process cumbersome, and the pricing work orders lack a timeliness control mechanism.

[0003] Therefore, we have made improvements and proposed an intelligent integrated control method for the entire packaging process based on a multimodal large model. Summary of the Invention

[0004] To address the aforementioned problems in existing technologies, the present invention aims to provide an intelligent integrated control method for the entire packaging process based on a multimodal large model.

[0005] To solve the above problems, the technical solution adopted by the present invention is as follows: including the following steps: S1: Member registration unit, used to collect basic user information and configure the member points system. Points can be obtained through check-in, consumption, and promotional registration. Only members can remove image watermarks. S2: One-click design unit, connected to the member registration unit, is equipped with AI image generation, video generation and cultural and creative design functions. It can generate packaging box renderings, promotional videos and 3D model drawings based on user needs, and consume corresponding points according to the generated content. The generated satisfactory images can be transferred to the quotation stage. S3: One-click quotation unit, connected to the one-click design unit, can provide a preliminary quotation based on the design image. If the quotation is not satisfactory, manual intervention is required to determine the product quantity and material and form a final quotation. If the quotation is satisfactory, depending on whether production documents are needed, the process can jump to plate making and delivery, and directly enter the sampling stage. S4: One-click sampling unit, connected to the one-click quotation unit, can dispatch sampling tasks and synchronize sampling time with users. If the sampling is not satisfactory, manual after-sales service is provided. If the sampling is satisfactory, a contract is signed and a prepayment is collected. After completing the on-machine or digital sampling, it is transferred to the production stage. S5: One-click production unit, which is connected to the one-click sampling unit, can dispatch production tasks and synchronize production time with users. After production is completed, the final payment is collected and the goods are shipped via manual communication. S6: One-click delivery unit, connected to the one-click production unit, can dispatch logistics tasks and synchronize the estimated arrival time with the user. After the goods arrive, it can provide manual intervention services for the problems reported by the user.

[0006] Preferably, the member registration unit includes an information collection submodule, a points calculation submodule, a timed reset submodule, a promotion identification submodule, and a data storage submodule. The information collection submodule is used to collect usernames, mobile phone numbers, industry affiliations, and detailed addresses. Address information supports a maximum of 200 characters per entry. The points calculation submodule has preset rules: 80 points are earned for daily check-in, 1 point is exchanged for every 1 yuan spent, and 80 promotion points are issued to the inviter after a successfully registered user. The timed reset submodule automatically resets the daily check-in points to zero at 24:00 every day, while points spent and promotion points are not reset. The promotion identification submodule establishes a binding relationship based on a 6-digit invitation code, with an effective binding period of 7 days prior to registration. The data storage submodule stores user information and points details uniformly, with each transaction record occupying no more than 10KB of storage space.

[0007] Preferably, the one-click design unit has a built-in packaging box rendering module. This module is wired to an external ComfyUI image API port, with a single data packet size limit of 50MB and a maximum response time of 8 seconds for a single drawing command. Users manually input packaging design requirements, with a maximum character limit of 120. The system optimizes semantic keywords and generates 3 to 5 sets of optimized prompts adapted to the AI ​​drawing logic per instance. It also includes 20 sets of industry-standard packaging prompts for users to choose from. The platform provides each member with three free AI drawing permissions per day. After the free quota is used up, 20 member points are deducted for each packaging rendering generated. The default resolution of the finished rendering is 1920×1080, and the saved format is JPG. The image is bound to a unique order number.

[0008] Preferably, the one-click design unit also includes a supporting video editing and generation module. This video module is also connected to the ComfyUI dedicated video workflow port, and the maximum time for compositing a single video is 15 seconds. It has 12 built-in custom dynamic transition and screen scaling templates, and only supports the creation of standard short videos of 5 seconds and 10 seconds. The platform has a fixed points deduction standard. ; in Points will be deducted for video generation. Customize the video duration in seconds; the curly braces indicate conditional statements; create a 5-second product video at 30fps, deducting 40 points from the account; create a 10-second product video at 30fps, deducting 80 points from the account; after the interface completes the synthesis and encoding, it outputs a standard MP4 video. The 5-second finished video has a memory size of approximately 8MB, and the 10-second finished video has a memory size of approximately 15MB. After the deduction is completed, the video is archived and linked to the corresponding order, and the points deduction ledger is stored synchronously.

[0009] Preferably, the one-click design unit adds a cultural and creative 3D modeling module. The modeling module independently calls the ComfyUI 3D modeling interface, and the calculation time for forming a single cultural and creative model does not exceed 20 seconds. The user fills in the cultural and creative category, shape, size, and appearance style parameters on the front end. The system's size parameter recognition accuracy can reach 0.1mm. After the parameters are verified to be correct, they are transmitted to the modeling port. The system generates an industrial general STL format 3D model file. The size of the finished model file ranges from 10MB to 30MB. The file is retained on the platform for 180 days after the order is completed. The 3D model comes with size and structural data and can be synchronously transferred to the entire process of quotation, plate making, and production.

[0010] Preferably, the one-click pricing unit includes a pattern recognition module, a category pricing database, an automatic pricing module, a manual pricing adjustment module, and a front-end pricing display module. These modules are interconnected within the intranet to complete the entire process of fully automatic pricing plus manual review and adjustment. The category pricing database pre-inputs unit prices for 8 categories of packaged cultural and creative products, 26 commonly used production materials, and 15 deep-processing techniques. It is divided into five price tiers based on material costs, processing time, and equipment wear and tear. Pricing amounts are uniformly retained to two decimal places. The database backend allows administrators to add, delete, and modify material, process, and pricing parameters. The pattern recognition module incorporates an image comparison algorithm; the similarity determination formula is as follows: ; in: Match similarity values ​​to the pixels of the image. The pixel sampling sequence number. The total number of pixels sampled in the image. These are the pixel feature values ​​of the standard pattern in the database. The system uploads pixel feature values ​​of design drawings for users; when S≥0.95, the drawing type and process are deemed to be qualified. It then connects with the finished design drawings uploaded from the front end, identifies the product type, appearance specifications, process texture, and printing format of the finished design drawings, with an accuracy of no less than 95%. It automatically calculates material costs by matching the built-in pricing parameters in the database, generates the lowest compliant price for the project, and pushes it to the user's front end. If the user does not accept the automatic price and submits a rejection feedback, the work order is automatically pushed to the back-end operations department within 2 seconds to lock the work order. The operations staff retrieves the complete set of design files for the order and adjusts the pricing parameters based on the user's customization quantity range of 1-10000 pieces, special process materials, additional printing requirements, and expedited processing needs.

[0011] Preferably, when a user confirms a quote and requires printing production files, the one-click quote unit collects the original design, process requirements, and order parameters and sends them to the plate-making work order pool. The platform's dedicated plate-making personnel take on the corresponding work orders. The standard plate-making time is three calendar days, while the paid expedited plate-making time is reduced to one-third of the standard time, with the shortest completion time being one business day. The plate-making personnel uniformly complete file format conversion, CMYK printing color gamut adjustment, and process adaptation correction. The processed files can be directly adapted to offline printing equipment.

[0012] Preferably, the one-click prototyping unit is compatible with both digital high-definition prototyping and physical prototyping offline processing modes, and is equipped with three functional modules: document verification, mode matching, and payment settlement. After the user selects the prototyping mode, the system matches the corresponding offline prototyping equipment parameters. Processing can only begin after the order processing documents have been verified as qualified. Back-end staff check the color, size, and format compatibility of the documents, with a maximum manual verification time of 10 minutes per instance. After the user signs the electronic prototyping agreement online and completes the payment, the platform issues the processing documents to the cooperating processing equipment. The standard prototyping completion cycle is two working days. After the prototyping is completed, the work order is transferred to the one-click production order. The one-click sampling unit is equipped with modules for sample feedback, customer service, electronic contract generation, and prepayment collection. After sampling is completed, the platform uploads a 1600×1200 resolution sample photo for online verification by the user. If the user determines that the sample is unqualified, they can upload up to 9 photos of the problem along with a text description. The after-sales work order will be connected to a dedicated customer service representative within 3 seconds, and both parties will negotiate a solution for modification or a second sampling. After the user verifies that the sample is qualified, the entire order information is retrieved to automatically generate a standard production contract. After the user signs and confirms the contract online, they pay 40% of the total order amount as a production prepayment, and the entire set of order data is transmitted to the one-click production unit.

[0013] Preferably, the one-click production unit has four interconnected modules: work order dispatch, schedule announcement, final payment verification, and shipment coordination. These modules are interconnected via an intranet, relying on a backend work order management database to achieve fully automated control of the entire process. The database stores each production work order in ≤15KB of memory. The work order dispatch module receives a complete set of encrypted order data from the one-click sampling unit, including signed contracts, prepayment vouchers, process drawings, and customization parameters. Within 2 seconds, the backend automatically matches the contracted processing plant with the processing category and capacity load, and issues exclusive production work orders online with encryption. Each item is bound to a unique traceability number. The production schedule disclosure module retrieves the production scheduling data submitted by the processing plant. The regular batch customization production cycle is 5 calendar days, and the expedited production cycle is shortened to 2 calendar days. The standardized production cycle is synchronized to the user's front-end order page. The progress of the three processes of raw material preparation, semi-finished product processing, and finished product assembly is synchronized every 6 hours. The final payment verification module is bound to the order income and expenditure ledger. The background automatically compares the total amount of the order and the amount of the prepayment. The final payment verification time is ≤10 minutes. The delivery permission can only be unlocked after the final payment is confirmed to be in full.

[0014] Preferably, the one-click delivery unit consists of logistics docking, address parsing, timeliness estimation, and after-sales handling modules, with a module data interaction delay of ≤2s; after the goods are mass-produced, the logistics docking module connects to the official interface of the third-party logistics company and automatically synchronizes the transportation node logistics information every 25 minutes; the address parsing module extracts the order delivery address, automatically verifies the address compliance, and completes online order dispatch after verification, with a response time of ≤1h for same-city order dispatch and ≤3h for cross-city order dispatch.

[0015] Compared with the prior art, the beneficial effects of the present invention are as follows: 1. Standardize membership and points management, and establish a corresponding membership management and points usage system. Clearly define the rules for points acquisition, clearing, and referral binding. Points will be used to offset platform design service fees, and the watermark removal function will be restricted to members only. After implementing these rules, the platform's charging model will be more streamlined, user retention will be further improved, and data storage rules will reasonably save server space. 2. Intelligent integrated design simplifies the creation process. It connects to professional interfaces to achieve simultaneous production of packaging renderings, promotional videos, and 3D models. With industry-specific prompts and semantic optimization functions, it reduces the difficulty of user design operations. The platform sets unified requirements for interface transmission, response speed, file format, and resolution. Design results can be directly connected to subsequent production and processing. Combined with clear deduction and archiving rules, it effectively shortens the overall design time. 3. Flexible pricing methods and accurate, transparent data: Relying on image recognition algorithms and databases of product categories, materials, and processes, the system automatically completes pattern recognition and price calculation, reducing errors caused by manual pricing. An automatic order transfer mechanism is set up for user price objections. Staff can adjust prices and provide details based on customized quantities and special process requirements. At the same time, work order validity periods are set to ensure the orderly progress of the pricing process. Attached Figure Description

[0016] Figure 1 The flowchart of a fully intelligent integrated control method for the entire packaging process based on a multimodal large model provided in this application. Detailed Implementation

[0017] To enable those skilled in the art to better understand the present invention, the technical solutions of the present invention will be clearly and completely described below with reference to the accompanying drawings of the embodiments of the present invention. Obviously, the described embodiments are only some embodiments of the present invention, and not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative effort should fall within the scope of protection of the present invention.

[0018] A fully intelligent integrated control method for the entire packaging process based on a multimodal large model includes the following steps: S1: Member registration unit, used to collect basic user information and configure the member points system. Points can be obtained through check-in, consumption, and promotional registration. Only members can remove image watermarks. S2: One-click design unit, connected to the member registration unit, is equipped with AI image generation, video generation and cultural and creative design functions. It can generate packaging box renderings, promotional videos and 3D model drawings based on user needs, and consume corresponding points according to the generated content. The generated satisfactory images can be transferred to the quotation stage. S3: One-click quotation unit, connected to the one-click design unit, can provide a preliminary quotation based on the design image. If the quotation is not satisfactory, manual intervention is required to determine the product quantity and material and form a final quotation. If the quotation is satisfactory, depending on whether production documents are needed, the process can jump to plate making and delivery, and directly enter the sampling stage. S4: One-click sampling unit, connected to the one-click quotation unit, can dispatch sampling tasks and synchronize sampling time with users. If the sampling is not satisfactory, manual after-sales service is provided. If the sampling is satisfactory, a contract is signed and a prepayment is collected. After completing the on-machine or digital sampling, it is transferred to the production stage. S5: One-click production unit, which is connected to the one-click sampling unit, can dispatch production tasks and synchronize production time with users. After production is completed, the final payment is collected and the goods are shipped via manual communication. S6: One-click delivery unit, connected to the one-click production unit, can dispatch logistics tasks and synchronize the estimated arrival time with the user. After the goods arrive, it can provide manual intervention services for the problems reported by the user.

[0019] Furthermore, the member registration unit includes an information collection submodule, a points calculation submodule, a timed clearing submodule, a promotion identification submodule, and a data storage submodule. The information collection submodule collects usernames, mobile phone numbers, industry affiliation, and detailed addresses, with address information supporting a maximum of 200 characters per entry. The points calculation submodule has preset rules: 80 points are awarded for daily check-in, 1 point is exchanged for every 1 yuan spent, and 80 promotion points are awarded to the inviter upon successful registration of an invited user. The timed clearing submodule automatically clears the daily check-in points at 24:00, while points spent and promotion points are not cleared. The promotion identification submodule establishes a binding relationship based on a 6-digit invitation code, with an effective binding period of 7 days prior to registration. The data storage submodule stores user information and points details uniformly, with each transaction record occupying no more than 10KB of storage space, and account points are directly used as vouchers for deducting paid services related to AI design on the platform.

[0020] Furthermore, the one-click design unit includes a built-in packaging box rendering module. This module is wired to an external ComfyUI image API port, with a single data packet size limit of 50MB and a maximum response time of 8 seconds for each drawing command. Users manually input packaging design requirements, with a maximum character limit of 120. The system optimizes semantic keywords and generates 3 to 5 sets of optimized prompts adapted to the AI ​​drawing logic per instance. It also includes 20 built-in industry-standard packaging prompts for users to choose from. The platform provides each member with three free AI drawing privileges per day. After the free quota is used up, 20 member points are deducted for each packaging rendering generated. The default resolution of the finished rendering is 1920×1080, and the saved format is JPG. The image is bound to a unique order number. After the user confirms that the image is correct, the order proceeds to the quotation stage.

[0021] Furthermore, the one-click design unit also includes a supporting video editing and generation module. This video module is also connected to the ComfyUI dedicated video workflow port, with a maximum single video synthesis time of 15 seconds. The video module retrieves the user-confirmed packaging box effect image as the production base image and has 12 built-in packaging-specific dynamic transitions and image scaling templates. It only supports the creation of standard short videos of 5 seconds and 10 seconds. The platform has a fixed points deduction standard. ; in Points will be deducted for video generation. Customize the video duration in seconds; the curly braces indicate conditional statements; create a 5-second product video at 30fps, deducting 40 points from the account; create a 10-second product video at 30fps, deducting 80 points from the account; after the interface completes the synthesis and encoding, it outputs a standard MP4 video. The 5-second finished video has a memory size of approximately 8MB, and the 10-second finished video has a memory size of approximately 15MB. After the deduction is completed, the video is archived and linked to the corresponding order, and the points deduction ledger is stored synchronously.

[0022] Furthermore, the one-click design unit adds a cultural and creative 3D modeling module. The modeling module independently calls the ComfyUI 3D modeling interface, and the processing time for a single cultural and creative model is no more than 20 seconds. Users fill in the cultural and creative category, shape, size, and appearance parameters on the front end. The system's size parameter recognition accuracy can reach 0.1mm. After the parameters are verified, they are transmitted to the modeling port. The system generates an industrial-grade STL format 3D model file. The size of the finished model file ranges from 10MB to 30MB. The file is retained on the platform for 180 days after the order is completed. The 3D model comes with size and structural data, which can be simultaneously transferred to the entire process of quotation, pattern making, and production, providing process reference for offline physical processing.

[0023] Furthermore, the one-click pricing unit includes a pattern recognition module, a category pricing database, an automatic pricing module, a manual pricing adjustment module, and a front-end pricing display module. These modules are interconnected within the intranet to complete the entire process of fully automated pricing plus manual review and adjustment. The category pricing database pre-loads unit prices for 8 categories of packaged cultural and creative products, 26 commonly used production materials, and 15 deep-processing techniques. It is divided into five price tiers based on material costs, processing time, and equipment wear and tear. Pricing amounts are uniformly retained to two decimal places. Administrators can add, delete, or modify material, process, and pricing parameters in the database backend. The pattern recognition module has a built-in image comparison algorithm; the similarity determination formula is as follows: ; in: Match similarity values ​​to the pixels of the image. The pixel sampling sequence number. The total number of pixels sampled in the image. These are the pixel feature values ​​of the standard pattern in the database. The system uploads pixel feature values ​​of design drawings for users; when S≥0.95, the drawing type and process are deemed to be qualified. It then connects with the finished design drawings uploaded from the front end, identifies the product type, appearance specifications, process texture, and printing format of the finished design drawings, with an accuracy of no less than 95%. It automatically calculates material costs by matching the built-in pricing parameters in the database, generates the lowest compliant price for the project, and pushes it to the user's front end. If the user does not accept the automatic price and submits a rejection feedback, the work order is automatically pushed to the back-end operations department within 2 seconds to lock the work order. The operations staff retrieves the complete set of design files for the order, adjusts the pricing parameters based on the user's customization quantity range of 1-10000 pieces, special process materials, additional printing requirements, and expedited processing needs, and breaks down material costs, processing fees, labor costs, and loss fees to compile a detailed price list. The price list is retained online for verification for 30 days. Work orders that are not confirmed within the time limit are automatically archived and become invalid.

[0024] Furthermore, when a user confirms a quote and requires printing production files, the one-click quote unit collects the original design, process requirements, and order parameters and sends them to the plate-making work order pool. The platform's dedicated plate-making personnel take on the corresponding work orders. The standard plate-making time is three calendar days, while the paid expedited plate-making time is reduced to one-third of the standard time, with a minimum completion time of one business day. The plate-making personnel uniformly complete file format conversion, CMYK printing color gamut adjustment, and process adaptation correction. The processed files can be directly adapted to offline printing equipment. After the files are verified by two people and approved, they are delivered to the user. Once the user confirms that the files are correct, the order is automatically transferred to the one-click proofing unit.

[0025] Furthermore, the one-click sampling unit is compatible with both digital high-definition sampling and physical sampling on-machine, and is equipped with three functional modules: document verification, mode matching, and payment settlement. After the user selects the sampling mode, the system matches the corresponding offline sampling equipment parameters. Processing can only begin after the order processing documents have been verified as qualified. Back-end staff check the color, size, and format compatibility of the documents, with a maximum manual verification time of 10 minutes per instance. After the user signs the electronic sampling agreement online and completes the payment, the platform issues the processing documents to the cooperating processing equipment. The standard sampling completion cycle is two working days. After sampling is completed, the work order is transferred to the one-click production unit. The one-click sampling unit is equipped with... The system includes modules for sample feedback, customer service, electronic contract generation, and prepayment collection. After sample production is completed, the platform uploads 1600×1200 resolution photos of the sample for online verification by the user. If the user deems the sample unqualified, they can upload up to nine photos of the problem along with a written explanation. The after-sales work order will be connected to a dedicated customer service representative within 3 seconds, and both parties will negotiate a solution for modification or a second sample production. After the user verifies that the sample is qualified, the system automatically generates a standard production contract based on all order information. After the user signs and confirms the contract online, they pay 40% of the total order amount as a production prepayment. Once the prepayment is received and verified, the order status changes to "awaiting production," and all order data is transferred to the one-click production unit.

[0026] Furthermore, the one-click production unit has four interconnected modules: work order dispatch, schedule announcement, final payment verification, and shipment coordination. These modules are interconnected via an intranet, relying on a backend work order management database to achieve fully automated control of the entire process. The database stores each production work order in ≤15KB of memory. The work order dispatch module receives a complete set of encrypted order data from the one-click sampling unit, including signed contracts, prepayment vouchers, process drawings, and customization parameters. Within 2 seconds, the backend automatically matches the contracted processing plant with the processing category and capacity load, and issues exclusive production work orders online with encryption. Each work order is bound to a unique traceability number. The schedule announcement module retrieves the production scheduling data submitted by the processing plant. The standard batch customization production cycle is 5 calendar days. The expedited production cycle is shortened to 2 calendar days, and the standardized production cycle is synchronized to the user's front-end order page. The progress of the three processes—raw material preparation, semi-finished product processing, and finished product assembly—is synchronized every 6 hours. The final payment verification module is linked to the order income and expenditure ledger. The backend automatically compares the total order amount with the amount of prepayment. The final payment verification time is ≤10 minutes. The delivery permission is unlocked only after the final payment is confirmed to be in full. After the final payment verification is passed, the delivery module synchronizes the finished product specifications, weight, and receiving information to the one-click delivery unit within 3 seconds, completing the closed-loop linkage of the process. If the final payment is overdue for more than 7 calendar days, the system automatically locks the production and delivery permissions, and the work order is suspended and stored in the backend for processing.

[0027] Furthermore, the one-click delivery unit consists of modules for logistics integration, address resolution, timeliness estimation, and after-sales handling, with a data interaction delay of ≤2 seconds. After the goods are mass-produced, the logistics integration module connects to the official interface of the third-party logistics company, automatically synchronizing transportation node logistics information every 25 minutes. The address resolution module extracts the order's delivery address, automatically verifies address compliance, and completes online order dispatch after compliance verification. The response time for same-city order dispatch is ≤1 hour, and the response time for intercity order dispatch is ≤3 hours. Based on transportation big data, the estimated delivery time is calculated: 1-2 days for same-city delivery, 2-3 days for intra-province delivery, and 3-5 days for inter-province delivery, and the estimated time is displayed to the user in real time. After the user submits an after-sales objection upon receiving the goods, the work order is routed to a dedicated customer service representative for processing within 5 minutes. If no after-sales objection is submitted within 15 days of the user signing for the goods, the system automatically determines that the fulfillment is complete, the order is encrypted and permanently archived, and the entire customized service is completed.

[0028] Those skilled in the art should understand that the discussion of any of the above embodiments is merely exemplary and is not intended to imply that the scope of protection of this application is limited to these examples; within the framework of this application, the technical features of the above embodiments or different embodiments can also be combined, the steps can be implemented in any order, and there are many other variations of different aspects of one or more embodiments of this application as described above, which are not provided in detail for the sake of brevity.

[0029] One or more embodiments in this application are intended to cover all such substitutions, modifications, and variations that fall within the broad scope of this application. Therefore, any omissions, modifications, substitutions, or improvements made within the spirit and principles of one or more embodiments in this application should be included within the protection scope of this application.

Claims

1. A fully intelligent integrated control method for the entire packaging process based on a multimodal large model, characterized in that, Includes the following steps: S1: Member registration unit, used to collect basic user information and configure the member points system. Points can be obtained through check-in, consumption, and promotional registration, and only members can remove image watermarks. S2: One-click design unit, connected to the member registration unit, is equipped with AI image generation, video generation and cultural and creative design functions. It can generate packaging box renderings, promotional videos and 3D model drawings based on user needs, and consume corresponding points according to the generated content. The generated satisfactory images can be transferred to the quotation stage. S3: One-click quotation unit, connected to the one-click design unit, can provide a preliminary quotation based on the design image. If the quotation is not satisfactory, manual intervention is required to determine the product quantity and material and form a final quotation. If the quotation is satisfactory, depending on whether production documents are needed, the process can jump to plate making and delivery, and directly enter the sampling stage. S4: One-click sampling unit, connected to the one-click quotation unit, can dispatch sampling tasks and synchronize sampling time with users. If the sampling is not satisfactory, manual after-sales service is provided. If the sampling is satisfactory, a contract is signed and a prepayment is collected. S5: One-click production unit, which is connected to the one-click sampling unit, can dispatch production tasks and synchronize production time with users. After production is completed, the final payment is collected and the goods are shipped via manual communication. S6: One-click delivery unit, connected to the one-click production unit, can dispatch logistics tasks and synchronize the estimated arrival time with the user. After the goods arrive, it can provide manual intervention services for the problems reported by the user.

2. The intelligent integrated control method for the entire packaging process based on a multimodal large model according to claim 1, characterized in that, The member registration unit includes an information collection submodule, a points calculation submodule, a timed reset submodule, a promotion identification submodule, and a data storage submodule. The information collection submodule collects usernames, mobile phone numbers, industry affiliation, and detailed addresses; address information supports a maximum of 200 characters per entry. The points calculation submodule has preset rules: 80 points are awarded for daily check-in, 1 point is earned for every 1 yuan spent, and 80 promotion points are awarded to the inviter upon successful registration of an invited user. The timed reset submodule automatically resets daily check-in points to zero at 24:00, while spending and promotion points remain unreset. The promotion identification submodule establishes a binding relationship based on a 6-digit invitation code, with an effective binding period of 7 days prior to registration. The data storage submodule stores user information and points details uniformly, with each transaction record occupying no more than 10KB of storage space.

3. The intelligent integrated control method for the entire packaging process based on a multimodal large model according to claim 1, characterized in that, The one-click design unit has a built-in packaging box rendering module. This module is wired to an external ComfyUI image API port, with a single data packet size limit of 50MB and a maximum response time of 8 seconds for a single drawing command. Users manually input packaging design requirements, with a maximum of 120 characters. The system optimizes semantic keywords and generates 3 to 5 sets of optimized prompts adapted to the AI ​​drawing logic per instance. It also includes 20 sets of industry-standard packaging prompts for users to choose from. The platform provides each member with three free AI drawing privileges per day. After the free quota is used up, 20 member points are deducted for each packaging rendering generated. The default resolution of the finished rendering is 1920×1080, and the saved format is JPG. The image is bound to a unique order number.

4. The intelligent integrated control method for the entire packaging process based on a multimodal large model according to claim 3, characterized in that, The one-click design unit also includes a matching video editing and generation module. This video module is also connected to the ComfyUI dedicated video workflow port, and the maximum time for compositing a single video is 15 seconds; it only supports the creation of standard short videos of 5 seconds and 10 seconds; the platform has a fixed points deduction standard. ； in Points will be deducted for video generation. Customize the video duration in seconds; the curly braces indicate conditional statements; create a 5-second product video at 30fps, deducting 40 points from the account; create a 10-second product video at 30fps, deducting 80 points from the account; after the interface completes the synthesis and encoding, it outputs a standard MP4 video. The 5-second finished video has a memory size of approximately 8MB, and the 10-second finished video has a memory size of approximately 15MB. After the deduction is completed, the video is archived and linked to the corresponding order, and the points deduction ledger is stored synchronously.

5. The intelligent integrated control method for the entire packaging process based on a multimodal large model according to claim 3, characterized in that, The one-click design unit adds a cultural and creative 3D modeling module. The modeling module independently calls the ComfyUI 3D modeling interface, and the processing time for a single cultural and creative model does not exceed 20 seconds. Users fill in the cultural and creative product category, size, and appearance style parameters on the front end. The system can recognize size parameters with an accuracy of up to 0.1mm. After the parameters are verified to be correct, they are transmitted to the modeling port. The system generates an industrial general STL format 3D model file. The size of the finished model file ranges from 10MB to 30MB. The file is retained on the platform for 180 days after the order is completed.

6. The intelligent integrated control method for the entire packaging process based on a multimodal large model according to claim 1, characterized in that, The one-click pricing unit includes a pattern recognition module, a category pricing database, an automatic pricing module, a manual pricing adjustment module, and a front-end pricing display module. These modules are interconnected within an intranet to complete a fully automated pricing + manual review and adjustment process. The category pricing database pre-loads unit prices for 8 categories of packaged cultural and creative products, 26 commonly used production materials, and 15 deep-processing techniques. It is divided into five price tiers based on material costs, processing time, and equipment wear and tear. Pricing amounts are uniformly rounded to two decimal places. Administrators can add, delete, and modify material, process, and pricing parameters in the database backend. The pattern recognition module incorporates an image comparison algorithm; the similarity determination formula is as follows: ； in: Match similarity values ​​to the pixels of the image. The pixel sampling sequence number. The total number of pixels sampled in the image. These are the pixel feature values ​​of the standard pattern in the database. The system uploads pixel feature values ​​of design drawings for users; when S≥0.95, the drawing type and process are deemed to be qualified. It then connects with the finished design drawings uploaded from the front end, identifies the product type, appearance specifications, process texture, and printing format of the finished design drawings, with an accuracy of no less than 95%. It automatically calculates material costs by matching the built-in pricing parameters in the database, generates the lowest compliant price for the project, and pushes it to the user's front end. If the user does not accept the automatic price and submits a rejection feedback, the work order is automatically pushed to the back-end operations department within 2 seconds to lock the work order. The operations staff retrieves the complete set of design files for the order and adjusts the pricing parameters based on the user's customization quantity range of 1-10000 pieces, special process materials, additional printing requirements, and expedited processing needs.

7. The intelligent integrated control method for the entire packaging process based on a multimodal large model according to claim 6, characterized in that, When a user confirms a quote and requires printing production files, the one-click quote unit collects the original design, process requirements, and order parameters and sends them to the plate-making work order pool. The platform's dedicated plate-making staff takes on the corresponding work order. The standard plate-making time is three calendar days, while the paid expedited plate-making time is reduced to one-third of the standard time, with the shortest completion time being one business day. The plate-making staff uniformly completes file format conversion, CMYK printing color gamut adjustment, and process adaptation correction. The processed files can be directly adapted to offline printing equipment.

8. The intelligent integrated control method for the entire packaging process based on a multimodal large model according to claim 1, characterized in that, The one-click proofing unit is compatible with both digital high-definition proofing and physical proofing on the machine, and is equipped with three functional modules: document verification, mode matching, and payment settlement. After the user selects the proofing mode, the system matches the corresponding offline proofing equipment parameters. Processing can only begin after the order processing documents have been verified and approved. Back-end staff check the color, size, and format compatibility of the documents, with a maximum manual verification time of 10 minutes per instance. After the user signs the electronic proofing agreement online and completes the payment, the platform issues the processing documents to the cooperating processing equipment. The standard proofing completion cycle is two working days, and the work order is circulated after the proofing is completed. The one-click production unit is equipped with modules for sample feedback, customer service, electronic contract generation, and prepayment collection. After the sample is completed, the platform uploads a 1600×1200 resolution real-shot image of the sample for online verification by the user. If the user determines that the sample is unqualified, they can upload up to 9 real-shot images of the problem along with a text description. The after-sales work order will be connected to a dedicated customer service representative within 3 seconds, and both parties will negotiate a solution for modification or a second sample. After the user verifies that the sample is qualified, the entire order information is retrieved to automatically generate a standard production contract. After the user signs and confirms the contract online, they pay 40% of the total order amount as a production prepayment.

9. The intelligent integrated control method for the entire packaging process based on a multimodal large model according to claim 1, characterized in that, The one-click production unit comprises four interconnected modules: work order dispatch, schedule announcement, final payment verification, and shipment coordination. These modules are interconnected via an intranet, achieving fully automated control through a backend work order management database. The database stores each production work order in ≤15KB of memory. The work order dispatch module receives a complete set of encrypted order data from the one-click sampling unit, including signed contracts, prepayment vouchers, process drawings, and customization parameters. Within 2 seconds, the backend automatically matches the order with a contracted processing plant based on processing category and capacity load, and issues an encrypted production work order online. A unique traceability number is assigned. The production schedule disclosure module retrieves the production scheduling data submitted by the processing plant. The regular batch customization production cycle is 5 calendar days, and the expedited production cycle is shortened to 2 calendar days. The standardized production cycle is synchronized to the user's front-end order page. The progress of the three processes of raw material preparation, semi-finished product processing, and finished product assembly is synchronized every 6 hours. The final payment verification module is linked to the order income and expenditure ledger. The background automatically compares the total amount of the order and the amount of the prepayment. The final payment verification time is ≤10 minutes. The delivery permission can only be unlocked after the final payment is confirmed to be in full.

10. The intelligent integrated control method for the entire packaging process based on a multimodal large model according to claim 1, characterized in that, The one-click delivery unit consists of logistics docking, address parsing, timeliness estimation, and after-sales handling modules, with a data interaction delay of ≤2s. After the goods are mass-produced, the logistics docking module connects to the official interface of the third-party logistics company and automatically synchronizes the logistics information of the transportation node every 25 minutes. The address parsing module extracts the order's delivery address, automatically verifies the address's compliance, and completes online order dispatch after verification. The response time for same-city order dispatch is ≤1h, and the response time for cross-city order dispatch is ≤3h.

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