A data verification-based steel pipe packing and warehousing information intelligent management system

Abstract

The application provides a steel pipe packing and warehousing information intelligent management system based on data verification, comprising: a packing marking module, which packs the steel pipe and adds a two-dimensional code mark to the packed steel pipe; a data verification module, which scans and identifies the two-dimensional code mark and double-checks the packing information; an in-out warehouse management module, which generates a warehousing order using the packing information and generates a delivery order based on the warehousing order; a stock management module, which obtains the best delivery plan according to the delivery order and current stock information analysis; a data analysis module, which uses the delivery order, packing information and storage location information to perform trend analysis and generates the best delivery plan according to the analysis result; and a permission management module, which verifies the user permission before operating the management system and records the operation log. The application has the beneficial effects of improving the management efficiency, enhancing the data accuracy, transparency and security.

Description

Technical Field

[0001] This invention belongs to the field of inventory management, and in particular relates to an intelligent management system for steel pipe packaging and warehousing information based on data verification. Background Technology

[0002] Traditional inventory management has the following problems:

[0003] Traditional inventory management mostly relies on manual data entry or simple barcode scanning. Information sources are prone to errors. As a bulk commodity, steel pipes have numerous specifications, weights, and batches. Manual input is not only time-consuming but also prone to errors and omissions, leading to inconsistencies between data and physical goods. The lack of automated data binding methods (such as binding the three parameters of timestamp, discharge location, and weight) makes it difficult to achieve accurate traceability.

[0004] Existing technologies generally only "record" information, but cannot perform multiple verifications on the information. Once an entry error occurs in the warehousing or outbound process, the system cannot actively detect and correct it, causing the entire subsequent data chain to be distorted.

[0005] Existing inventory management systems are mostly "passive recorders," which can only reflect the current quantity and cannot make predictions or plans. The intelligent algorithms for warehouse management and scheduling have low warehouse space utilization, are prone to local congestion or wasted space, and cannot optimize the stacking order of steel pipes or the order of outbound shipments, resulting in low turnover efficiency. Summary of the Invention

[0006] In view of this, the present invention aims to propose an intelligent management system for steel pipe packaging and warehousing information based on data verification, in order to solve at least one of the above-mentioned technical problems.

[0007] To achieve the above objectives, the technical solution of the present invention is implemented as follows:

[0008] The first aspect of this invention proposes an intelligent management system for steel pipe packaging and warehousing information based on data verification, comprising:

[0009] The packaging and marking module packages the steel pipes and adds a QR code mark to the packaged steel pipes based on three parameters: timestamp, discharge position, and total weight.

[0010] The data verification module scans and recognizes the QR code markers, performs double verification on the recognized packaging information, and marks whether the packaged steel pipes have passed the verification based on the verification results.

[0011] The inbound and outbound management module generates an inbound order using the verified packaging information, records the storage location and inbound status of the packaged steel pipes using the inbound order, generates an outbound order based on the inbound order, and updates the storage location and inbound status of the packaged steel pipes using the outbound order.

[0012] Before packaged steel pipes are put into or out of the warehouse, a transfer order is submitted to the inventory management module. Based on the transfer order and the current inventory information, the optimal transfer plan is obtained, and the packaged steel pipes are moved into or out of the corresponding storage location according to the optimal transfer plan.

[0013] The data analysis module uses three pieces of information—transfer orders, packaging information, and storage locations—to perform trend analysis and generate the optimal transfer plan based on the analysis results.

[0014] The access control module verifies user permissions and records operation logs before the user operates on the system. Administrators periodically audit the logs and adjust permissions.

[0015] Furthermore, the operation of the data verification module includes:

[0016] Before being put into storage, the QR code markings are scanned using a scanning device, and the scanned QR code images are recognized as the corresponding packaging information;

[0017] The PDA terminal is used for preliminary verification to check the completeness of the packaging information fields and to perform a duplicate scan check on the packaging information. If the packaging information is found to be incomplete or duplicated after the preliminary verification check, the packaged steel pipe is marked as failing the verification.

[0018] After the initial verification is passed, the current packaging information is stored in the cache area and compared with the existing packaging information in the record area. If the same information is found, the current packaging information is marked as failing the verification.

[0019] Packaging information that passes the initial verification and comparison verification is stored in the record area. Based on the packaging information marked as failing verification, an exception handling form is generated and sent to the client.

[0020] Furthermore, the working process of the inbound / outbound management module includes:

[0021] Arrange the packaging information in chronological order according to timestamps, add an entry status to each packaging information and assign a storage location to obtain an entry order; move the packaged steel pipes to the designated storage location and scan the QR code mark, verify the entry order with the scanned packaging information, and after confirming that they are consistent, update the entry order and lock the corresponding packaging information, entry status, and storage location;

[0022] Based on the locked inbound order, an identical outbound order is created. The QR code mark of the outbound packaged steel pipe is scanned and identified, the inbound status of the corresponding packaged steel pipe in the outbound order is updated, and the corresponding storage location is recorded as empty.

[0023] Furthermore, the working process of the inventory management module includes:

[0024] The inventory status is generated based on the inbound order, and the inventory status is updated based on the outbound order.

[0025] Before each inbound or outbound operation, the optimal transfer plan is analyzed based on the transfer order and current inventory information, and the inbound / outbound management module sends an inbound or outbound request to the inventory management module.

[0026] Upon receiving an inbound request, analyze the current inventory status based on the transfer order, allocate a suitable storage location and execute the inbound operation, and verify and update the inventory status based on the inbound order;

[0027] Upon receiving an outbound request, analyze the outbound plan based on the outbound order and transfer order, and execute the outbound operation according to the outbound plan.

[0028] Furthermore, the working process of the data analysis module includes:

[0029] Collect historical packaging information, transfer orders, and warehouse location information; format and clean the collected data in a unified manner.

[0030] The cleaned data is then aggregated and time-series processed.

[0031] Build a warehouse location optimization model and train the model using processed data. Input the current inbound order and transfer order into the model for analysis, and generate the optimal transfer plan based on the analysis results.

[0032] Furthermore, the operation process of the permission management module includes:

[0033] Define different roles and configure corresponding permissions;

[0034] Assign roles to users to complete the binding between users and roles;

[0035] When users log in and perform operations, permissions are verified based on the user's bound role, and relevant operation logs are automatically recorded.

[0036] Adjust role permissions according to business needs and update user permission configurations.

[0037] Furthermore, the process of generating the optimal handover plan based on the analysis results includes:

[0038] The optimal handover plan includes the storage location allocation scheme when receiving goods and the optimal route scheme when leaving goods. The storage location allocation scheme analyzes the demand of SKUs and the available space in the warehouse to reasonably allocate each SKU to the storage location that meets the conditions, so as to minimize picking costs and replenishment costs. The optimal route scheme optimizes the picking route based on the picking task and warehouse layout.

[0039] A second aspect of the present invention provides an electronic device including a processor and a memory communicatively connected to the processor and used to store processor-executable instructions, the processor being used to execute the system described in the first aspect above.

[0040] A third aspect of the present invention provides a server comprising at least one processor and a memory communicatively connected to the processor, the memory storing instructions executable by the at least one processor, the instructions being executed by the processor to cause the at least one processor to perform the system as described in the first aspect.

[0041] A fourth aspect of the present invention provides a computer-readable storage medium storing a computer program that, when executed by a processor, implements the system described in the first aspect.

[0042] Compared with existing technologies, the intelligent management system for steel pipe packaging and warehousing information based on data verification described in this invention has the following advantages:

[0043] The dual verification process, combining QR code marking and data validation, ensures the accuracy of packaging information (such as timestamp, discharge location, and total weight) for each steel pipe. This effectively avoids management problems caused by manual data entry errors or data loss.

[0044] The inventory management module and the transfer order analysis function help the system automatically generate the best transfer plan, thereby maximizing the use of storage space, avoiding inventory accumulation or wasted space, and automating the steel pipe inbound and outbound processes, improving the efficiency of steel pipe management and reducing the complexity of inventory scheduling.

[0045] Each steel pipe's packaging information is linked to a QR code, allowing users to easily trace the origin, distribution path, and current status of each batch of steel pipes. Attached Figure Description

[0046] The accompanying drawings, which form part of this invention, are used to provide a further understanding of the invention. The illustrative embodiments of the invention and their descriptions are used to explain the invention and do not constitute an undue limitation of the invention. In the drawings:

[0047] Figure 1 This is a schematic diagram of the intelligent management system architecture for steel pipe packaging and warehousing information as described in an embodiment of the present invention. Detailed Implementation

[0048] It should be noted that, unless otherwise specified, the embodiments and features described in the present invention can be combined with each other.

[0049] In the description of this invention, it should be understood that the terms "center," "longitudinal," "lateral," "upper," "lower," "front," "rear," "left," "right," "vertical," "horizontal," "top," "bottom," "inner," and "outer," etc., indicating orientations or positional relationships based on the orientations or positional relationships shown in the accompanying drawings, are only for the convenience of describing the invention and simplifying the description, and do not indicate or imply that the device or element referred to must have a specific orientation, or be constructed and operated in a specific orientation, and therefore should not be construed as a limitation of the invention. Furthermore, the terms "first," "second," etc., are used for descriptive purposes only and should not be construed as indicating or implying relative importance or implicitly specifying the number of indicated technical features. Thus, a feature defined with "first," "second," etc., may explicitly or implicitly include one or more of that feature. In the description of this invention, unless otherwise stated, "a plurality of" means two or more.

[0050] In the description of this invention, it should be noted that, unless otherwise explicitly specified and limited, the terms "installation," "connection," and "linking" should be interpreted broadly. For example, they can refer to a fixed connection, a detachable connection, or an integral connection; they can refer to a mechanical connection or an electrical connection; they can refer to a direct connection or an indirect connection through an intermediate medium; and they can refer to the internal connection of two components. Those skilled in the art will understand the specific meaning of the above terms in this invention based on the specific circumstances.

[0051] The following will refer to Figure 1 The present invention will be described in detail with reference to the embodiments.

[0052] A data-verified intelligent management system for steel pipe packaging and warehousing information includes:

[0053] The packaging and marking module packages the steel pipes and adds a QR code mark to the packaged steel pipes based on three parameters: timestamp, discharge position, and total weight.

[0054] The data verification module scans and recognizes the QR code markers, performs double verification on the recognized packaging information, and marks whether the packaged steel pipes have passed the verification based on the verification results.

[0055] The inbound and outbound management module generates an inbound order using the verified packaging information, records the storage location and inbound status of the packaged steel pipes using the inbound order, generates an outbound order based on the inbound order, and updates the storage location and inbound status of the packaged steel pipes using the outbound order.

[0056] Before packaged steel pipes are put into or out of the warehouse, a transfer order is submitted to the inventory management module. Based on the transfer order and the current inventory information, the optimal transfer plan is obtained, and the packaged steel pipes are moved into or out of the corresponding storage location according to the optimal transfer plan.

[0057] The data analysis module uses three pieces of information—transfer orders, packaging information, and storage locations—to perform trend analysis and generate the optimal transfer plan based on the analysis results.

[0058] The access control module verifies user permissions and records operation logs before the user operates on the system. Administrators periodically audit the logs and adjust permissions.

[0059] In some embodiments, the automated workflow of the above-mentioned intelligent management system for steel pipe packaging and warehousing information is as follows:

[0060] The robotic arm / conveyor gathers the discharged steel pipes into a package according to the preset quantity. The system automatically triggers the initialization of the packaging marking module, generating a unique timestamp and discharge location information for each package.

[0061] The automatic packaging machine bundles and secures the assembled steel pipes as a whole, and the system records the package number in real time.

[0062] The automatic ring-attaching equipment seals the steel strip rings that fix the steel pipe in place, and the system tracks the completion status of the ring-attaching process in the background.

[0063] The automatic weighing equipment weighs the steel pipe package, and the weighing data is uploaded to the system in real time and bound to the previously generated package number. At this time, the three elements of packaging information (timestamp + discharge position + total weight) are all formed, and the system generates a unique QR code.

[0064] The automatic labeling machine prints QR code labels and affixes them to the surface of the steel pipe fittings, while simultaneously storing the QR code content in a database;

[0065] The scanning device reads the package's QR code and enters the data verification module. The data verification module checks whether the timestamp, weight, and discharge position in the QR code meet the preset range and confirms that the package information is consistent with the database record.

[0066] If the verification passes, the system generates an inbound order and calls the inventory management module to obtain the best storage location. Then, the conveyor system / AGV automatically transports the goods to the corresponding storage location. If the verification fails, the system marks the goods as abnormal and automatically moves them to the abnormal area, awaiting manual confirmation.

[0067] The data verification module operates as follows:

[0068] Before being put into storage, the QR code markings are scanned using a scanning device, and the scanned QR code images are recognized as the corresponding packaging information;

[0069] The PDA terminal is used for preliminary verification to check the completeness of the packaging information fields and to perform a duplicate scan check on the packaging information. If the packaging information is found to be incomplete or duplicated after the preliminary verification check, the packaged steel pipe is marked as failing the verification.

[0070] After the initial verification is passed, the current packaging information is stored in the cache area and compared with the existing packaging information in the record area. If the same information is found, the current packaging information is marked as failing the verification.

[0071] Packaging information that passes the initial verification and comparison verification is stored in the record area. Based on the packaging information marked as failing verification, an exception handling form is generated and sent to the client.

[0072] The working process of the inbound / outbound management module includes:

[0073] Arrange the packaging information in chronological order according to timestamps, add an entry status to each packaging information and assign a storage location to obtain an entry order; move the packaged steel pipes to the designated storage location and scan the QR code mark, verify the entry order with the scanned packaging information, and after confirming that they are consistent, update the entry order and lock the corresponding packaging information, entry status, and storage location;

[0074] Based on the locked inbound order, an identical outbound order is created. The QR code mark of the outbound packaged steel pipe is scanned and identified, the inbound status of the corresponding packaged steel pipe in the outbound order is updated, and the corresponding storage location is recorded as empty.

[0075] The working process of the inventory management module includes:

[0076] The inventory status is generated based on the inbound order, and the inventory status is updated based on the outbound order.

[0077] Before each inbound or outbound operation, the optimal transfer plan is analyzed based on the transfer order and current inventory information, and the inbound / outbound management module sends an inbound or outbound request to the inventory management module.

[0078] Upon receiving an inbound request, analyze the current inventory status based on the transfer order, allocate a suitable storage location and execute the inbound operation, and verify and update the inventory status based on the inbound order;

[0079] Upon receiving an outbound request, analyze the outbound plan based on the outbound order and transfer order, and execute the outbound operation according to the outbound plan.

[0080] The working process of the data analysis module includes:

[0081] Collect historical packaging information, transfer orders, and warehouse location information; format and clean the collected data in a unified manner.

[0082] The cleaned data is then aggregated and time-series processed.

[0083] Build a warehouse location optimization model and train the model using processed data. Input the current inbound order and transfer order into the model for analysis, and generate the optimal transfer plan based on the analysis results.

[0084] The operation process of the permission management module includes:

[0085] Define different roles and configure corresponding permissions;

[0086] Assign roles to users to complete the binding between users and roles;

[0087] When users log in and perform operations, permissions are verified based on the user's bound role, and relevant operation logs are automatically recorded.

[0088] Adjust role permissions according to business needs and update user permission configurations.

[0089] The process of generating the optimal handover plan based on the analysis results includes:

[0090] The optimal handover plan includes the storage location allocation scheme when receiving goods and the optimal route scheme when leaving goods. The storage location allocation scheme analyzes the demand of SKUs and the available space in the warehouse to reasonably allocate each SKU to the storage location that meets the conditions, so as to minimize picking costs and replenishment costs. The optimal route scheme optimizes the picking route based on the picking task and warehouse layout.

[0091] In some embodiments, the design and generation process of the above-mentioned storage location allocation scheme and optimal path scheme is as follows:

[0092] The warehouse location allocation plan needs to be comprehensively analyzed and designed based on the characteristics of the warehouse, the demand characteristics of SKUs, and the warehouse operation goals. Specifically:

[0093] 1. Data collection and analysis:

[0094] Obtain basic information such as inventory, demand, and warehouse space to provide foundational data for subsequent allocation plans. Inventory data includes the inventory quantity, outbound frequency, inventory cycle, product dimensions (volume, weight), and storage requirements for each SKU. Demand data uses historical sales data and seasonal demand forecasts to determine the demand frequency and fluctuations for each SKU. Warehouse layout and space data provide detailed information on the warehouse structure, storage capacity of each area, shelving type, pallet dimensions, and load-bearing limits.

[0095] The specific data collection process is as follows:

[0096] Extract product and inventory information from QR code tags; analyze historical data to identify high-frequency products; and determine the utilization of warehouse space, shelves, aisles, and other areas through visualization tools or manual measurement.

[0097] 2. SKU Classification and Demand Analysis:

[0098] SKUs are categorized according to demand characteristics to facilitate subsequent allocation and optimization. Based on the outbound frequency of SKUs, products are divided into categories A, B, and C.

[0099] Category A items are high-demand items that typically require frequent picking and should be placed at the front of the picking area, close to the shipping area; Category B items are medium-demand items and can be placed some distance away from the picking area; Category C items are low-demand items that typically do not require frequent picking and can be placed at the far end of the warehouse or in a high-shelf location.

[0100] 3. Warehouse space and shelving planning:

[0101] Determine the efficiency of warehouse space utilization and the selection of shelving types so that each SKU can be stored in a suitable storage location;

[0102] Based on the actual spatial layout of the warehouse, assess the usage of each area, analyze the available space in the picking area, storage area and replenishment area, and select the appropriate shelving type according to the characteristics of the goods such as volume and weight.

[0103] The specific steps are as follows: Create a warehouse zoning map and identify the function of each zone; based on the characteristics of the SKUs, assign each SKU to the most suitable shelf type and zone.

[0104] 4. Storage location allocation algorithm design:

[0105] Based on SKU classification and demand analysis, a reasonable warehouse location allocation algorithm is designed to ensure that high-frequency items are close to the picking area, while low-frequency items are placed far away from the picking area. Specifically, this includes:

[0106] High-frequency SKUs should be assigned to locations closer to the picking area, while low-frequency SKUs should be assigned to locations further away from the picking area. Considering that large and heavy items require more space, avoid assigning these items to high-shelf or narrow locations. Place frequently picked items together in adjacent locations to reduce the walking distance for pickers.

[0107] The specific operations are as follows: prioritize placing high-frequency products in the shortest path area; allocate storage locations based on product volume, weight, demand frequency, and other information by setting priorities; and use methods such as genetic algorithms and simulated annealing for multi-objective optimization to maximize warehouse space utilization and picking efficiency.

[0108] The optimal route plan not only focuses on how to plan the pickers' routes, but also considers how to dynamically adjust the routes based on warehouse layout and picking task type, specifically:

[0109] 1. Classification and requirements analysis of picking tasks:

[0110] Analyze different types of picking tasks, especially multi-order picking tasks, where multiple orders contain the same products. Pickers need to plan routes based on the common products in these orders, and analyze which products need to be picked first and which can be picked later based on the type, quantity and outbound time of the products in the order.

[0111] The specific steps are as follows:

[0112] Divide all orders into batches based on common products to generate multi-order picking tasks. For example, pick the products that are included in all orders first, and then pick the remaining products.

[0113] Categorize the items to be picked in each order and mark their priority (e.g., set up urgent orders based on order delivery time).

[0114] 2. ZigZag path design:

[0115] Design ZigZag paths for multi-order picking tasks to improve the walking efficiency of pickers and reduce backtracking and repetitive walking.

[0116] The specific steps are as follows:

[0117] Design ZigZag paths to ensure pickers move between each shelf using the shortest possible route. For example, if a picker finishes picking items from one shelf, they can move directly to the next adjacent shelf and then move up or down, creating a zigzag movement pattern. This arranges common items from multiple orders in adjacent areas, ensuring that pickers complete all picking within one area before moving to the next.

[0118] 3. Application of simulated annealing algorithm:

[0119] The simulated annealing algorithm is used to optimize the picking path and find a near-optimal solution to reduce the overall walking distance and time. The path space is explored by randomly perturbing the current path and accepting some inferior solutions (probabilistic acceptance). As the number of iterations increases, the "temperature" is gradually reduced to find a better solution. This reduces repetitive walking in multi-order picking, avoids congested areas, and balances the picking tasks among different orders.

[0120] The specific steps are as follows:

[0121] First, an initial path is generated using the ZigZag path method. During simulated annealing, the current path is randomly perturbed (e.g., by swapping the picking order of two items), and the total travel time of the perturbed path is calculated. If the travel time of the new path is shorter than that of the original path, the new path is accepted. If the travel time is longer, the path is accepted with a certain probability, gradually reducing the probability of accepting inferior solutions. Through multiple iterations and a gradual decrease in temperature, a more optimized path is eventually converged.

[0122] 4. Order priority adjustment:

[0123] The picking order is adjusted based on the urgency of orders or customer requirements to prioritize urgent orders without affecting overall picking efficiency. Order priority is defined by assigning priority to each order based on factors such as delivery time, customer demand, or order amount.

[0124] High-priority orders: need to be processed as soon as possible, as they may affect the planning of picking routes;

[0125] Low-priority orders: can be processed later, and are usually arranged according to the order of path optimization.

[0126] The specific steps are as follows:

[0127] Orders are prioritized based on delivery time and urgency, with high-priority orders processed first. During route planning, the route order is dynamically adjusted to ensure that high-priority orders are picked as early as possible. If new urgent orders arrive, existing routes need to be adjusted in real time to insert the items for these urgent orders into appropriate locations.

[0128] An electronic device includes a processor and a memory communicatively connected to the processor and used to store executable instructions of the processor, the processor being used to execute the aforementioned intelligent management system for steel pipe packaging and warehousing information based on data verification.

[0129] A server includes at least one processor and a memory communicatively connected to the processor, the memory storing instructions executable by the at least one processor, the instructions being executed by the processor to cause the at least one processor to execute a data-verified intelligent management system for steel pipe packaging and warehousing information.

[0130] A computer-readable storage medium storing a computer program, which, when executed by a processor, implements an intelligent management system for steel pipe packaging and warehousing information based on data verification.

[0131] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, and not to limit them. Although the present invention has been described in detail with reference to the foregoing embodiments, those skilled in the art should understand that modifications can still be made to the technical solutions described in the foregoing embodiments, or equivalent substitutions can be made to some or all of the technical features therein. Such modifications or substitutions do not cause the essence of the corresponding technical solutions to deviate from the scope of the technical solutions of the present invention, and they should all be covered within the scope of the claims and specification of the present invention.

[0132] The above description is only a preferred embodiment of the present invention and is not intended to limit the present invention. Any modifications, equivalent substitutions, improvements, etc., made within the spirit and principles of the present invention should be included within the protection scope of the present invention.

Claims

1. A data-verified intelligent management system for steel pipe packaging and warehousing information, characterized in that, include: The packaging and marking module packages steel pipes of different specifications separately and adds QR code markings to the packaged steel pipes based on three parameters: timestamp, discharge position, and total weight. The data verification module scans and recognizes the QR code markers, performs double verification on the recognized packaging information, and marks whether the packaged steel pipes have passed the verification based on the verification results. The inbound and outbound management module generates an inbound order using the verified packaging information, records the storage location and inbound status of the packaged steel pipes using the inbound order, generates an outbound order based on the inbound order, and updates the storage location and inbound status of the packaged steel pipes using the outbound order. Before packaged steel pipes are put into or out of the warehouse, a transfer order is submitted to the inventory management module. Based on the transfer order and the current inventory information, the optimal transfer plan is obtained, and the packaged steel pipes are moved into or out of the corresponding storage location according to the optimal transfer plan. The data analysis module uses three pieces of information—transfer orders, packaging information, and storage locations—to perform trend analysis and generate the optimal transfer plan based on the analysis results. The access control module verifies user permissions and records operation logs before the user operates on the system. Administrators periodically audit the logs and adjust permissions. The data verification module operates as follows: Before being put into storage, the QR code markings are scanned using a scanning device, and the scanned QR code images are recognized as the corresponding packaging information; The PDA terminal is used for preliminary verification to check the completeness of the packaging information fields and to perform a duplicate scan check on the packaging information. If the packaging information is found to be incomplete or duplicated after the preliminary verification check, the packaged steel pipe is marked as failing the verification. After the initial verification is passed, the current packaging information is stored in the cache area and compared with the existing packaging information in the record area. If the same information is found, the current packaging information is marked as failing the verification. Packaging information that passes the initial verification and comparison verification is stored in the record area. Based on the packaging information marked as failing verification, an exception handling form is generated and sent to the client.

2. The intelligent management system for steel pipe packaging and warehousing information based on data verification according to claim 1, characterized in that, The working process of the inbound / outbound management module includes: Arrange the packaging information in chronological order according to timestamps, add an entry status to each packaging information and assign a storage location to obtain an entry order; move the packaged steel pipes to the designated storage location and scan the QR code mark, verify the entry order with the scanned packaging information, and after confirming that they are consistent, update the entry order and lock the corresponding packaging information, entry status, and storage location; Based on the locked inbound order, an identical outbound order is created. The QR code mark of the outbound packaged steel pipe is scanned and identified, the inbound status of the corresponding packaged steel pipe in the outbound order is updated, and the corresponding storage location is recorded as empty.

3. The intelligent management system for steel pipe packaging and warehousing information based on data verification according to claim 1, characterized in that, The working process of the inventory management module includes: The inventory status is generated based on the inbound order, and the inventory status is updated based on the outbound order. Before each inbound or outbound operation, the optimal transfer plan is analyzed based on the transfer order and current inventory information, and the inbound / outbound management module sends an inbound or outbound request to the inventory management module. Upon receiving an inbound request, analyze the current inventory status based on the transfer order, allocate a suitable storage location and execute the inbound operation, and verify and update the inventory status based on the inbound order; Upon receiving an outbound request, analyze the outbound plan based on the outbound order and transfer order, and execute the outbound operation according to the outbound plan.

4. The intelligent management system for steel pipe packaging and warehousing information based on data verification according to claim 1, characterized in that, The working process of the data analysis module includes: Collect historical packaging information, transfer orders, and warehouse location information; format and clean the collected data in a unified manner. The cleaned data is then aggregated and time-series processed. Build a warehouse location optimization model and train the model using processed data. Input the current inbound order and transfer order into the model for analysis, and generate the optimal transfer plan based on the analysis results.

5. The intelligent management system for steel pipe packaging and warehousing information based on data verification according to claim 1, characterized in that, The operation process of the permission management module includes: Define different roles and configure corresponding permissions; Assign roles to users to complete the binding between users and roles; When users log in and perform operations, permissions are verified based on the user's bound role, and relevant operation logs are automatically recorded. Adjust role permissions according to business needs and update user permission configurations.

6. The intelligent management system for steel pipe packaging and warehousing information based on data verification according to claim 4, characterized in that, The process of generating the optimal handover plan based on the analysis results includes: The optimal handover plan includes the storage location allocation scheme when receiving goods and the optimal route scheme when leaving goods. The storage location allocation scheme analyzes the demand of SKUs and the available space in the warehouse to reasonably allocate each SKU to the storage location that meets the conditions, so as to minimize picking costs and replenishment costs. The optimal route scheme optimizes the picking route based on the picking task and warehouse layout.

7. An electronic device comprising a processor and a memory communicatively connected to the processor and used for storing processor-executable instructions, characterized in that: The processor is used to execute the system described in any one of claims 1-6.

8. A server, characterized in that: It includes at least one processor and a memory communicatively connected to the processor, the memory storing instructions executable by the at least one processor, the instructions being executed by the processor to cause the at least one processor to perform the system as described in any one of claims 1-6.

9. A computer-readable storage medium storing a computer program, characterized in that: When the computer program is executed by a processor, it implements the system of any one of claims 1-6.

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