CN114997802A - Logistics distribution and dispatching system based on digital twin - Google Patents

Logistics distribution and dispatching system based on digital twin Download PDF

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Publication number
CN114997802A
CN114997802A CN202210829334.4A CN202210829334A CN114997802A CN 114997802 A CN114997802 A CN 114997802A CN 202210829334 A CN202210829334 A CN 202210829334A CN 114997802 A CN114997802 A CN 114997802A
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loading
digital
logistics
module
communication equipment
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俞震
赵英军
陶喆其
刘航宇
沈云祥
林俊豪
汪洋
杨云霞
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Zhejiang Post & Telecommunication Engineering Construction Co ltd
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Zhejiang Post & Telecommunication Engineering Construction Co ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/08Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • G06Q10/083Shipping
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00Computer-aided design [CAD]
    • G06F30/20Design optimisation, verification or simulation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0631Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • G06Q10/06312Adjustment or analysis of established resource schedule, e.g. resource or task levelling, or dynamic rescheduling
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/08Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/08Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • G06Q10/087Inventory or stock management, e.g. order filling, procurement or balancing against orders
    • G06Q50/40

Abstract

The invention discloses a logistics distribution and scheduling system based on digital twin, which comprises: the order processing module is used for receiving a delivery order of a customer and generating a delivery plan of communication equipment to be delivered, the logistics resource library module is used for storing real-time data of a physical entity of the logistics management platform, the physical entity comprises the communication equipment to be delivered, a logistics transport vehicle, loading equipment and a logistics transport path, the digital model library module is used for generating and storing a digital model of the physical entity, the digital simulation module is used for simulating a delivery scheme formulated through the digital simulation model according to the delivery plan, the scheduling module is used for guiding the loading and the transportation of the communication materials according to the delivery scheme, the monitoring module is used for monitoring the vehicle state of the logistics transport vehicle and the state of the communication equipment in the delivery, and sending a real-time monitoring result to the digital simulation module, so that the reliability of the transportation is improved by using a digital twin.

Description

Logistics distribution and dispatching system based on digital twin
Technical Field
The invention belongs to the technical field of digital twin and warehouse logistics, and particularly relates to a logistics distribution and scheduling system based on digital twin.
Background
With the arrival of the 5G era, the demands of each communication operator on basic communication equipment are increasing, and the communication equipment not only has a large variety of products, but also has high product value, so that the stability and reliability of the communication equipment need to be ensured in the logistics transportation process. Because some communication equipment products are bulky, if erect rack, the frame that communication base station used, and some products are small relatively, like cable conductor, electroplax accessory, router etc. the communication equipment transportation of each shape is loaded complicacy, the full load rate is low, logistics distribution lacks good planning, causes stock, transport capacity waste to logistics vehicle condition transportation condition in transit is difficult to master, logistics vehicle and communication equipment safety lack the assurance, this problem is waited for a long time to solve.
Disclosure of Invention
The invention aims to provide a logistics distribution and scheduling system based on digital twins, which aims to overcome the defects in the prior art, and utilizes the digital twins technology to create a digital model in a virtual space for each communication device, and performs digital simulation on the whole logistics transportation process, thereby optimizing a distribution plan and improving the transportation reliability of the communication devices.
The embodiment of the application provides a logistics distribution and scheduling system based on digital twins, which is applied to a warehouse logistics management platform constructed by utilizing a digital twins technology, and the system comprises:
the system comprises an order processing module, a logistics resource library module, a digital model library module, a digital simulation module, a scheduling module and a monitoring module; wherein the content of the first and second substances,
the order processing module is used for receiving a delivery order of a client and generating a delivery plan of the communication equipment to be delivered;
the logistics resource library module is used for storing real-time data of a physical entity of the logistics management platform, wherein the physical entity comprises communication equipment to be distributed, a logistics transportation vehicle, loading equipment and a logistics transportation path;
the digital model library module is used for generating and storing the digital model of the physical entity;
the digital simulation module is used for making a distribution scheme through digital simulation according to the distribution plan;
the dispatching module is used for guiding the loading and unloading of the communication equipment to be distributed and the logistics transportation of the logistics transportation vehicle according to the distribution scheme;
the monitoring module is used for monitoring the vehicle state of the logistics transport vehicle and the state of the communication equipment to be distributed, and sending a real-time monitoring result to the digital simulation module.
Optionally, the preparing a delivery plan through digital simulation according to the delivery plan includes:
according to the distribution plan, obtaining communication equipment to be distributed, logistics transport vehicles and loading equipment in the logistics resource library module;
the digital simulation module acquires the digital models corresponding to the communication equipment to be distributed, the logistics transport vehicle and the loading equipment from the digital model library module, performs digital simulation in a virtual space, and loads the digital models corresponding to the communication equipment to be distributed into the digital models corresponding to the logistics transport vehicle by using the digital models corresponding to the loading equipment;
and the digital simulation module generates a distribution scheme according to the digital simulation result.
Optionally, the performing digital simulation in the virtual space, and using the digital model corresponding to the loading device to load the digital model corresponding to the communication device to be delivered into the digital model corresponding to the logistics transportation vehicle includes:
solving a three-dimensional loading problem by using a digital simulation module according to a preset algorithm and generating a preliminary loading scheme;
and according to the preliminary loading scheme, loading the digital model corresponding to the communication equipment to be distributed into the digital model corresponding to the logistics transport vehicle by using the digital model corresponding to the loading equipment.
Optionally, the system further includes:
and the digital simulation module carries out digital simulation of transportation of the logistics transport vehicle according to the preliminary loading scheme and the logistics transport path, unloads the digital model of the communication equipment to be delivered at each delivery point by using the digital model of the local loading equipment, verifies the unloading feasibility and efficiency of the communication equipment, verifies the stability of the logistics transport vehicle and the communication equipment in the subsequent transportation path, optimizes the preliminary loading scheme according to the digital simulation result and generates a delivery scheme.
Optionally, the system further includes:
and monitoring the real-time state of the logistics transport vehicle after the unloading of the communication equipment to be delivered is finished by utilizing the monitoring module in real time, updating the digital model in the virtual space, continuously performing digital simulation on the logistics process in the subsequent transport path, and optimizing the subsequent delivery scheme when the digital simulation result is abnormal.
Optionally, the scheduling module includes a loading scheduling unit, an unloading scheduling unit, a driving scheduling unit, a three-dimensional loading generating unit and an AR loading generating unit, the loading scheduling unit is configured to instruct loading of the communication device to be delivered according to the delivery scheme, the unloading scheduling unit is configured to instruct unloading of the communication device to be delivered at a delivery point according to the delivery scheme, the driving scheduling unit is configured to receive a subsequent delivery scheme sent by the digital simulation module and instruct adjustment of a logistics transportation path, the three-dimensional loading generating unit is configured to generate a three-dimensional loading map of the communication device to be delivered and perform automatic and/or manual loading according to the three-dimensional loading map, the AR loading generating unit is configured to generate an AR loading map of the communication device to be delivered and instruct an operator in the logistics transportation vehicle through AR glasses or a mobile terminal, and loading the communication equipment to be distributed according to the AR guidance.
Optionally, the loading scheduling unit includes an automatic loading subunit and a manual loading subunit, where the automatic loading subunit is configured to receive a control instruction sent by the scheduling module and control the loading device to perform automatic loading, and the manual loading subunit is configured to receive a manual operation guide sent by the scheduling module to an operator.
Optionally, the monitoring module includes a positioning unit, a camera unit, a sensor unit, an RFID reader unit, and a tire pressure detecting system.
Optionally, the tire pressure detecting system includes: the device comprises a tire internal direct type tire pressure detector and a tire internal temperature detector, wherein the tire internal temperature detector is used for correcting a tire pressure detection value, and the corrected tire pressure detection value is used for detecting whether the center of gravity of a logistics vehicle is deviated or not.
Optionally, the digital model includes: the system comprises a structure model and a mass distribution model of communication equipment to be distributed, a container model, a loading model and a mass distribution model of the logistics transport vehicle, an equipment model of the loading equipment and a digital map model of the logistics transport path.
Compared with the prior art, the logistics distribution and scheduling system based on the digital twin comprises an order processing module, a logistics resource library module, a digital model library module, a digital simulation module, a scheduling module and a monitoring module, wherein a digital model is created in a virtual space for each communication device by utilizing the digital twin technology, the whole logistics transportation process is subjected to digital simulation, a distribution plan is optimized, and the transportation reliability of the communication devices is improved.
Drawings
Fig. 1 is a schematic structural diagram of a digital twin-based logistics distribution and scheduling system framework according to an embodiment of the present invention;
fig. 2 is a schematic diagram illustrating a connection relationship between a logistics distribution and scheduling system based on a digital twin according to an embodiment of the present invention;
FIG. 3 is a schematic flow chart of a digital simulation model for preparing a distribution scheme according to an embodiment of the present invention;
fig. 4 is a block diagram of a hardware structure of a computer terminal of a digital twin-based logistics distribution and scheduling system according to an embodiment of the present invention;
FIG. 5 is a schematic diagram of an optimized distribution route according to an embodiment of the present invention;
FIG. 6 is a schematic diagram of a first preliminary packing scheme according to an embodiment of the present invention;
FIG. 7 is a schematic diagram of a second preliminary packaging scheme according to an embodiment of the present invention;
fig. 8 is a schematic diagram of a third preliminary boxing scheme provided by the embodiment of the present invention;
FIG. 9 is a diagram of an actual case at location A in accordance with an embodiment of the present invention;
FIG. 10 is a diagram of an actual container loading at location A after dynamic adjustment according to an embodiment of the present invention;
fig. 11 is a schematic diagram of an updated new path according to an embodiment of the present invention.
Detailed Description
The embodiments described below with reference to the drawings are illustrative only and should not be construed as limiting the invention.
Digital Twin (Digital Twin) is a simulation process integrating multidisciplinary, multi-physical quantity, multi-scale and multi-probability by fully utilizing data such as physical models, sensor updating, operation history and the like, and mapping is completed in a virtual space, so that the full life cycle process of corresponding entity equipment is reflected. Digital twinning is an beyond-realistic concept that can be viewed as a digital mapping system of one or more important, interdependent equipment systems.
Referring to fig. 1, fig. 1 is a schematic structural diagram of a digital twin-based logistics distribution and scheduling system framework provided in an embodiment of the present invention, wherein the digital twin-based logistics distribution and scheduling system is applied to a warehouse logistics management platform 10 constructed by using a digital twin technology, and the digital twin-based logistics distribution and scheduling system may include: the system comprises an order processing module 101, a logistics resource library module 102, a digital model library module 103, a digital simulation module 104, a scheduling module 105 and a monitoring module 106; aiming at the characteristics of various communication devices, complex structures and high values, an accurate digital mirror image (such as a structure model and a quality model) is created for each communication device in a virtual space, digital simulation is performed on the whole logistics transportation process by using a digital twin technology on the basis of performing digital simulation on the three-dimensional loading or unloading process, the gravity center distribution of logistics vehicles and the gravity center distribution of communication devices are monitored in a key way, the toppling and collision of the communication devices are avoided, the rollover of the vehicles is avoided, the distribution scheme is optimized, the full load rate of the logistics vehicles is maximized, and the transportation safety of the communication devices is improved.
The order processing module 101 is configured to receive a delivery order of a customer, and generate a delivery plan of a communication device to be delivered, where the delivery plan content includes the communication device to be delivered, a delivery place, a delivery date, and the like; the logistics resource library module 102 is configured to store real-time data of physical entities of the logistics management platform 10, where the physical entities include communication devices to be distributed, logistics transportation vehicles, loading devices, and logistics transportation paths; the digital model library module 103 is used for generating and storing the digital model of the physical entity; the digital simulation module 104 is configured to formulate a delivery scheme through digital simulation according to the delivery plan; the scheduling module 105 is configured to instruct the loading and unloading of the communication device to be distributed and the logistics transportation of the logistics transportation vehicle according to the distribution scheme; the monitoring module 106 is configured to monitor a vehicle state of the logistics transportation vehicle and a state of the communication device to be configured, and send a real-time monitoring result to the digital simulation module 104.
Specifically, the scheduling module 105 includes a loading scheduling unit, an unloading scheduling unit, a driving scheduling unit, a three-dimensional loading generating unit and an AR loading generating unit, the loading scheduling unit is configured to instruct loading of the communication device to be delivered according to the delivery scheme, the unloading scheduling unit is configured to instruct unloading of the communication device to be delivered at a delivery point according to the delivery scheme, the driving scheduling unit is configured to receive a subsequent delivery scheme sent by the digital simulation module and instruct adjustment of a logistics transportation path, the three-dimensional loading generating unit is configured to generate a three-dimensional loading map of the communication device to be delivered and perform automatic and/or manual loading according to the three-dimensional loading map, the AR loading generating unit is configured to generate an AR loading map of the communication device to be delivered and instruct an operator to the logistics transportation vehicle through AR glasses or a mobile terminal, and loading the communication equipment to be distributed according to the AR guidance.
The loading scheduling unit comprises an automatic loading sub-unit and a manual loading sub-unit, the automatic loading sub-unit is used for receiving the control instruction sent by the scheduling module and controlling the loading equipment to carry out automatic loading, and the manual loading sub-unit is used for receiving the manual operation guide sent by the scheduling module to an operator.
The digital model comprises a structure model and a quality model of the communication equipment to be delivered, a container model, a loading model and a mass distribution model of the logistics transport vehicle, an equipment model of the loading equipment and a digital map model of the logistics transport path.
The monitoring module 106 includes a positioning unit, a camera unit, a sensor unit, an RFID reader unit, and a tire pressure detecting system, wherein the tire pressure detecting system includes: the device comprises a tire internal direct type tire pressure detector and a tire internal temperature detector, wherein the tire internal temperature detector is used for correcting a tire pressure detection value, and the corrected tire pressure detection value is used for detecting whether the center of gravity of a logistics vehicle is deviated or not.
Specifically, the monitoring module can be installed on a logistics transportation vehicle, and comprises a positioning device (such as a GPS), a camera, a sensor (such as a pressure sensor and a vibration sensor), an RFID reader and a tire pressure detection system, and is used for monitoring the vehicle state (driving position, driving direction, driving speed and tire pressure state) and the communication equipment state (position) and transmitting the vehicle state (driving position, driving direction, driving speed and tire pressure state) to the digital simulation module.
It should be noted that a direct tire pressure detector is installed in each tire of the logistics transport vehicle, and detects the air pressure in the tire and sends the air pressure to the monitoring module in a wireless manner. In actual transportation, changes in tire pressure are affected by tire temperature in addition to load. During running, the tires at different positions are illuminated differently, and the temperature difference is large. Therefore, a temperature detector is additionally arranged in each tire of the logistics transport vehicle, and the temperature of the air in the tire is detected and sent to the monitoring module in a wireless mode.
According to the ideal gas formula:
pV=nRT
wherein p is pressure, V is volume, n is amount of substance, R is universal gas constant, and T is absolute temperature.
Corrected tire pressure p of tire n mn Calculated by the following formula:
Figure BDA0003747558910000061
in the formula: t is m For correcting absolute temperature, 298.15K (25 deg.C), T, may be taken cn Is the current absolute temperature, p, of the tire n cn Is the pressure of tire n.
The monitoring module continuously transmits the corrected tire pressure of each tire to the digital simulation unit. The digital simulation unit monitors the corrected tire pressure change of the communication equipment before loading, after full loading and after partial unloading. The tire pressure of the left and right sides tire is basically consistent when the logistics transport vehicle is unloaded, when the loaded communication equipment is unbalanced, the gravity center of the vehicle deviates, the tire pressures of the tires on the two sides are increased to be inconsistent, and the digital simulation module can find out whether the vehicle topples in the subsequent transport path or not through the digital simulation model in time.
The communication equipment has high professional technical requirements and strong commercial specificity, and has high requirements on the service performance, quality, quantity, delivery date and the like of communication equipment products. The delivery order of the communication operator mainly comprises communication transmission equipment, communication exchange equipment, communication terminal equipment, mobile communication and terminal equipment and other communication equipment. The warehouse logistics operation mode in the communication industry is as follows: firstly, a communication operator sends a purchase order to an equipment manufacturer, the manufacturer sends equipment to a storage logistics manufacturer, an engineering builder carries out engineering construction, the communication operator sends a delivery order to the storage logistics manufacturer according to the progress of the engineering construction, and the storage logistics manufacturer delivers the communication equipment to an engineering site and delivers the communication equipment to the engineering builder.
Referring to fig. 2, fig. 2 is a schematic diagram of a connection relationship between logistics distribution and scheduling systems based on a digital twin according to an embodiment of the present invention, for showing a relationship between modules of the logistics distribution and scheduling systems.
Referring to fig. 3, fig. 3 is a schematic flow chart of preparing a distribution plan by using a digital simulation model according to an embodiment of the present invention, specifically, the preparing a distribution plan by using digital simulation according to the distribution plan may include the following steps:
s301: and obtaining the communication equipment to be distributed, the logistics transportation vehicle and the loading equipment in the logistics resource library module according to the distribution plan.
S302: and the digital simulation module acquires the digital models corresponding to the communication equipment to be distributed, the logistics transport vehicle and the loading equipment from the digital model library module, performs digital simulation in a virtual space, and loads the digital models corresponding to the communication equipment to be distributed into the digital models corresponding to the logistics transport vehicle by using the digital models corresponding to the loading equipment.
Specifically, according to a preset algorithm, a digital simulation module is used for solving a three-dimensional loading problem and generating a preliminary loading scheme, wherein the preset algorithm comprises a genetic algorithm and/or an orthogonal binary tree search algorithm;
specifically, the digital simulation module solves a three-dimensional loading problem to generate a preliminary loading scheme, wherein the constraint conditions comprise carriage capacity and vehicle load, and the optimization targets comprise maximum load capacity, maximum space utilization rate, minimum vehicle quantity and the like. The general algorithms for solving the three-dimensional loading problem are many, and include a genetic algorithm, an orthogonal binary tree search algorithm and the like.
And according to the preliminary loading scheme, loading the digital model corresponding to the communication equipment to be distributed into the digital model corresponding to the logistics transport vehicle by using the digital model corresponding to the loading equipment.
Specifically, the digital simulation module uses a digital twin technology to load the digital model of the communication device into the digital model of the vehicle by using the digital model of the loading device according to a preliminary loading scheme, and currently, mainstream logistics simulation software (such as Incontrol) supports digital simulation of the loading process of the communication device. The digital simulation aims to verify the applicability of the communication equipment in the loading process and optimize the loading sequence of the communication equipment. And if the digital simulation verification is not feasible, skipping to solve the three-dimensional loading problem by using a digital simulation module according to a preset algorithm, and generating a preliminary loading scheme for solving again.
The logistics of communication devices to be delivered are characterized by very different (e.g. volume, weight) and mixed transportation of single vehicles, and the logistics transportation path can be loaded at multiple delivery points, which will cause two problems: firstly, the loading equipment at the delivery point may not match the loading scheme, and the unloading cannot be effectively carried out; secondly, after partial communication equipment is unloaded in the transportation process, the gravity center of the logistics transportation vehicle is changed, and risks of communication equipment toppling and vehicle rollover exist in a subsequent transportation path. Therefore, a digital twin technology is needed to carry out digital simulation of logistics transport vehicle transport, a digital model of a vehicle travels according to a logistics transport path, a digital model of a loading device digital model is used at each delivery point to unload the digital model of the communication device, feasibility and efficiency of unloading of the communication device are verified, stability of the vehicle in the traveling process is verified, the digital simulation in the traveling process relates to a digital map and vehicle dynamics, in the digital simulation process, if the fact that the loading device at a certain delivery point is not suitable for use is verified, or risks of toppling over of the communication device and rollover of the vehicle exist in a certain section of the transport path, skipping is carried out according to a preset algorithm, a three-dimensional loading problem is solved by using a digital simulation module, and a preliminary loading scheme is generated to be solved again.
S303: and the digital simulation module generates a distribution scheme according to the digital simulation result.
Specifically, the digital simulation module generates a distribution scheme according to the digital simulation result, wherein the distribution scheme comprises logistics transport vehicles, used loading equipment, communication equipment to be distributed, arrangement of the communication equipment to be distributed in a vehicle cargo box and a loading sequence of the communication equipment to be distributed.
It should be noted that the digital simulation module performs digital simulation of transportation of the logistics transport vehicle according to the preliminary loading scheme and the logistics transport path, unloads the digital model of the communication device to be delivered at each delivery point by using the digital model of the local loading device, verifies the feasibility and efficiency of unloading of the communication device, verifies the stability of the logistics transport vehicle and the communication device in the subsequent transportation path, and optimizes the preliminary loading scheme according to the digital simulation result to generate the delivery scheme.
The monitoring module is used for monitoring the real-time state of the logistics transport vehicle after the unloading of the communication equipment to be delivered is finished in real time, updating the digital model in the virtual space, continuously performing digital simulation on the logistics process in the subsequent transport path, and optimizing the subsequent delivery scheme when the digital simulation result is abnormal.
In particular, the distribution scheme in the digital space is not always strictly implemented in the physical space, for example, due to the deviation of the placement position of the communication equipment (which is most likely to occur after the communication equipment is unloaded at the delivery point), the deviation of the transportation path (lane sealing and lane changing), the difference between the corresponding digital twin models in the physical entity and the virtual space, and the digital simulation result is no longer reliable. Therefore, the monitoring module transmits the real-time states of the logistics vehicles and the communication equipment in transportation to the digital simulation module, the digital simulation module updates the digital twin model by using real-time data and continuously performs digital simulation, and when the digital simulation prompts that safety risks exist, the risk prompts are sent to logistics personnel through the scheduling module.
Illustratively, according to an initially planned logistics transportation path, the logistics transportation can be safely transported through verification after digital simulation, but as the transportation path is changed due to road closure during transportation, a large curve exists in a certain road section of a new path, the digital simulation result shows that if the highest speed limit is carried out according to the road, the vehicle rollover risk possibly exists due to the fact that the gravity center of communication equipment is higher, and at the moment, the digital simulation module sends a notice to the scheduling module to prompt logistics personnel to pass at a low speed.
The logistics distribution and scheduling system based on the digital twin comprises an order processing module, a logistics resource library module, a digital model library module, a digital simulation module, a scheduling module and a monitoring module, wherein a digital model is created in a virtual space for each communication device by utilizing the digital twin technology, digital simulation is carried out on the whole logistics transportation process, a distribution plan is optimized, and the transportation reliability of the communication devices is improved.
This will be described in detail below by way of example as it would run on a computer terminal. Fig. 4 is a block diagram of a hardware structure of a computer terminal of a digital twin-based logistics distribution and scheduling system according to an embodiment of the present invention. As shown in fig. 4, the computer terminal may include one or more (only one shown in fig. 4) processors 402 (the processor 402 may include but is not limited to a processing means such as a microprocessor MCU or a programmable logic device FPGA) and a memory 404 for storing data, and optionally may also include a transmission means 406 for communication functions and an input-output device 408. It will be understood by those skilled in the art that the structure shown in fig. 4 is only an illustration and is not intended to limit the structure of the computer terminal. For example, the computer terminal may also include more or fewer components than shown in FIG. 4, or have a different configuration than shown in FIG. 4.
The memory 404 may be used to store software programs and modules of application software, such as program instructions/modules corresponding to the digital twin-based logistics distribution and scheduling system in the embodiment of the present application, and the processor 402 executes the software programs and modules stored in the memory 404 to execute various functional applications and data processing, so as to implement the method described above. The memory 404 may include high-speed random access memory, and may also include non-volatile memory, such as one or more magnetic storage devices, flash memory, or other non-volatile solid-state memory. In some examples, the memory 404 can further include memory located remotely from the processor 402, which can be connected to a computer terminal over a network. Examples of such networks include, but are not limited to, the internet, intranets, local area networks, mobile communication networks, and combinations thereof.
The transmission device 406 is used for receiving or sending data via a network. Specific examples of the network described above may include a wireless network provided by a communication provider of the computer terminal. In one example, the transmission device 406 includes a Network adapter (NIC) that can be connected to other Network devices through a base station so as to communicate with the internet. In one example, the transmission device 406 may be a Radio Frequency (RF) module, which is used to communicate with the internet in a wireless manner.
The following describes the scheme of the present application in a logistics case.
The communication operator A sends a material distribution order to the warehouse logistics operator B, the delivery time is Y days, and the details of the materials are shown in the following table 1.
Table 1: material list-clearing meter
Figure BDA0003747558910000101
The communication warehouse logistics merchant B resource configuration is shown in the following table 2.
Table 2: communication storage logistics business second resource allocation table
Figure BDA0003747558910000102
Figure BDA0003747558910000111
The digital simulation unit generates a delivery plan according to the order, and uses a van K (L) K >W A +W B +W C +W D ) In the day D, the items a, B, C and D are distributed in a centralized manner, see fig. 5, and fig. 5 is a view provided by an embodiment of the present inventionAn optimized distribution path schematic diagram, the optimized distribution path sequentially being: storage site X, site C, site a, site B, and storage site X.
The digital simulation module obtains digital models of the corresponding communication devices (article a, article B, article C, article D) from the digital model library, obtains digital models of the corresponding vehicle (van F) from the digital model library, and obtains digital models of the corresponding loading devices (loading device D, loading device E) from the digital model library. The digital simulation module solves the three-dimensional boxing problem, and referring to fig. 6, fig. 6 is a schematic diagram of a first preliminary boxing scheme provided by the embodiment of the invention.
The digital simulation module performs digital simulation in the virtual space, and loads the digital model of the communication equipment into the digital model of the vehicle by using the digital model of the loading equipment; the loading process is as follows: loading an article B to a predetermined position of the carriage using a loading device E, loading an article D to a predetermined position of the carriage using a loading device E, loading an article C to a predetermined position of the carriage using a loading device E, and loading an article a to a predetermined position of the carriage using a loading device E.
The digital simulation unit carries out vehicle transportation digital simulation by using a digital twin technology, and the flow is as follows: the van K transports the goods to the site C, and the engineering builder C unloads the goods D using the loading device F, and since the goods a are at the door of the vehicle and the loading device F cannot unload the goods a, the packing scheme is not feasible.
The digital simulation module solves the three-dimensional boxing problem to generate a second primary boxing scheme, and fig. 7 is a schematic diagram of the second primary boxing scheme provided by the embodiment of the invention.
The digital simulation module carries out digital simulation in the virtual space, and loads the digital model of the communication equipment into the digital model of the vehicle by using the digital model of the loading equipment, wherein the loading process comprises the following steps: loading an article C to a predetermined position of the carriage using a loading device E, loading an article a to a predetermined position of the carriage using the loading device E, loading an article B to a predetermined position of the carriage using the loading device E, and loading an article D to a predetermined position of the carriage using the loading device E.
The digital simulation module carries out vehicle transportation digital simulation by using a digital twin technology, and the flow is as follows: the van K transports the goods to a place C, and the engineering constructor C unloads the goods D by using loading equipment F; the van K transports the goods to a place A, and the engineering builder A unloads the goods A by using loading equipment E; the bin packing solution is inefficient because the loading facility E must unload/load the item a, since the item B is at the door.
The digital simulation module solves the three-dimensional boxing problem to generate a third preliminary boxing scheme, and referring to fig. 8, fig. 8 is a schematic diagram of the third preliminary boxing scheme provided by the embodiment of the invention.
The digital simulation module carries out digital simulation in the virtual space, and loads the digital model of the communication equipment into the digital model of the vehicle by using the digital model of the loading equipment; the loading process is as follows: loading an article C to a predetermined position of the carriage using a loading device E, loading an article B to a predetermined position of the carriage using the loading device E, loading an article a to a predetermined position of the carriage using the loading device E, and loading an article D to a predetermined position of the carriage using the loading device E.
The digital simulation module carries out digital simulation of vehicle transportation by using a digital twinning technology, and the flow is as follows: the van K transports the goods to a place C, and the engineering and construction company C unloads the goods D by using loading equipment F; the van K transports the goods to a place A, and the engineering builder A unloads the goods A by using loading equipment E; the van K transports the goods to a place B, and the engineering constructor B unloads the goods B and the goods C by using loading equipment F; van K to storage site X.
And the digital simulation module generates a distribution scheme P and sends the distribution scheme P to the scheduling module. The dispatching module sends an instruction to an operator through a logistics dispatching APP according to the distribution scheme P to guide the vehicle to be boxed; the scheduling module generates an AR packing diagram according to the distribution scheme, an operator wears AR glasses, looks up the preset position of each article in the carriage through the AR glasses, and loads the communication equipment to the preset position in the carriage by using the loading equipment E.
And the driver S drives the van K and delivers according to the delivery scheme P. The monitoring module on the van K comprises a positioning device (GPS) and cameras (low-illumination cameras J1 and J2 installed in a cargo box). In the distribution process, the cameras J1 and J2 monitor the state of the communication equipment in real time, and the GPS acquires the position and the speed of the vehicle; the monitoring module transmits data to the digital simulation module in real time through the 5G network, and the digital simulation module updates digital twin mirror images (vehicles and communication equipment) in the virtual space and continuously performs digital simulation.
The van K transports the goods to a place C, and the engineering and construction company C unloads the goods D by using loading equipment F; the van K transports the goods to the site A, and the engineering builder A unloads the goods A by using the loading equipment E, and the process is as follows: the digital simulation module performs digital simulation on the transportation process of the next road section after the article a is unloaded, at this time, the boxing map is as shown in fig. 9, and fig. 9 is an actual boxing map of a place a provided by the embodiment of the invention. And the digital simulation module detects that the article C has a moving risk in subsequent transportation, and the article safety is ensured through manual adjustment. The digital simulation module generates an unloading scheme Z: the loading device E is used to unload the article a, the loading device E is used to move the article B, and the article C is consolidated.
The dispatching module sends an instruction to an operator through a logistics dispatching APP according to an unloading scheme Z, and guides the vehicle to be boxed: and the scheduling module generates an AR packing diagram according to the unloading scheme Z, an operator of the engineering builder A wears AR glasses, and the loading equipment E is used for unloading the article A. An operator of an engineering builder a moves an article B to a predetermined position in a carriage by using a loading device E according to the guide of AR glasses, and a vehicle packing diagram after completion is shown in fig. 10, where fig. 10 is an actual packing diagram of a dynamically adjusted location a according to an embodiment of the present invention.
Due to the temporary traffic lane closure, the driver S selects a new path and sends the new path to the digital simulation module through the logistics scheduling APP, referring to fig. 11, where fig. 11 is a schematic diagram of an updated new path provided by the embodiment of the present invention.
And the digital simulation module simulates the operation process of the new path according to the digital map, and the new path has a great curve point. If the road passes by 40 km at the highest speed limit, the risk of toppling to the right is possible due to the high gravity center of the article B through dynamic simulation. The digital simulation module sends a driving plan to the scheduling module, and the speed of the road section of the large curve is limited to 25 kilometers. The dispatching module is used for dispatching APP through logistics and indicating a driver S to pass through at a low speed within 25 kilometers at the end of a large curve. The van K transports the goods to a place B, and the engineering constructor B unloads the goods B and the goods C by using loading equipment F; the van K returns to the storage place X.
In the process, the digital simulation module always keeps the consistency of the virtual space and the physical space through the real-time data collected by the monitoring module, dynamic digital simulation, advanced planning and advanced deployment are carried out, and the advancement of the digital twin technology is fully reflected.
Compared with the prior art, the logistics distribution and scheduling system based on the digital twin comprises an order processing module, a logistics resource library module, a digital model library module, a digital simulation module, a scheduling module and a monitoring module, wherein a digital model is created in a virtual space for each communication device by utilizing the digital twin technology, the whole logistics transportation process is subjected to digital simulation, a distribution plan is optimized, and the transportation reliability of the communication devices is improved.
It should be noted that for simplicity of description, the above-mentioned method embodiments are shown as a series of combinations of acts, but those skilled in the art will recognize that the present invention is not limited by the order of acts, as some steps may occur in other orders or concurrently in accordance with the invention. Further, those skilled in the art should also appreciate that the embodiments described in the specification are preferred embodiments and that the acts and modules referred to are not necessarily required by the invention.
In the foregoing embodiments, the descriptions of the respective embodiments have respective emphasis, and for parts that are not described in detail in a certain embodiment, reference may be made to related descriptions of other embodiments.
In the embodiments provided in the present invention, it should be understood that the disclosed apparatus can be implemented in other manners. For example, the above-described embodiments of the apparatus are merely illustrative, and for example, the above-described division of the units is only one type of division of logical functions, and other divisions may be realized in practice, for example, a plurality of units or components may be combined or integrated into another system, or some features may be omitted, or not executed. In addition, the shown or discussed coupling or direct coupling or communication connection between each other may be through some interfaces, indirect coupling or communication connection between devices or units, and may be in an electrical or other form.
The units described as separate parts may or may not be physically separate, and parts displayed as units may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the units can be selected according to actual needs to achieve the purpose of the solution of the embodiment.
In addition, functional units in the embodiments of the present invention may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into one unit. The integrated unit may be implemented in the form of hardware, or may also be implemented in the form of a software functional unit.
The integrated unit may be stored in a computer readable memory if it is implemented in the form of a software functional unit and sold or used as a stand-alone product. Based on such understanding, the technical solution of the present invention may be embodied in the form of a software product, which is stored in a memory and includes several instructions for causing a computer device (which may be a personal computer, a server, or a network device) to execute all or part of the steps of the above methods according to the embodiments of the present invention. And the aforementioned memory comprises: a U-disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), a removable hard disk, a magnetic disk, or an optical disk, and various media capable of storing program codes.
The above embodiments of the present invention are described in detail, and the principle and the implementation of the present invention are explained by applying specific embodiments, and the above description of the embodiments is only used to help understanding the method of the present invention and the core idea thereof; meanwhile, for a person skilled in the art, according to the idea of the present invention, there may be variations in the specific embodiments and the application scope, and in summary, the content of the present specification should not be construed as a limitation to the present invention.

Claims (10)

1. A logistics distribution and scheduling system based on digital twins is applied to a warehouse logistics management platform constructed by using a digital twins technology, and is characterized by comprising the following components:
the system comprises an order processing module, a logistics resource library module, a digital model library module, a digital simulation module, a scheduling module and a monitoring module; wherein, the first and the second end of the pipe are connected with each other,
the order processing module is used for receiving a delivery order of a client and generating a delivery plan of the communication equipment to be delivered;
the logistics resource library module is used for storing real-time data of a physical entity of the logistics management platform, wherein the physical entity comprises communication equipment to be distributed, a logistics transportation vehicle, loading equipment and a logistics transportation path;
the digital model library module is used for generating and storing the digital model of the physical entity;
the digital simulation module is used for making a distribution scheme through digital simulation according to the distribution plan;
the dispatching module is used for guiding the loading and unloading of the communication equipment to be distributed and the logistics transportation of the logistics transportation vehicle according to the distribution scheme;
the monitoring module is used for monitoring the vehicle state of the logistics transport vehicle and the state of the communication equipment to be distributed, and sending a real-time monitoring result to the digital simulation module.
2. The system of claim 1, wherein said preparing a delivery plan according to said delivery plan by digital simulation comprises:
according to the distribution plan, obtaining communication equipment to be distributed, logistics transport vehicles and loading equipment in the logistics resource library module;
the digital simulation module acquires the digital models corresponding to the communication equipment to be distributed, the logistics transport vehicle and the loading equipment from the digital model library module, performs digital simulation in a virtual space, and loads the digital models corresponding to the communication equipment to be distributed into the digital models corresponding to the logistics transport vehicle by using the digital models corresponding to the loading equipment;
and the digital simulation module generates a distribution scheme according to the digital simulation result.
3. The system according to claim 2, wherein the performing digital simulation in the virtual space, and using the digital model corresponding to the loading device to load the digital model corresponding to the communication device to be delivered into the digital model corresponding to the logistics transportation vehicle comprises:
solving a three-dimensional loading problem by using a digital simulation module according to a preset algorithm and generating a preliminary loading scheme;
and according to the preliminary loading scheme, loading the digital model corresponding to the communication equipment to be distributed into the digital model corresponding to the logistics transportation vehicle by using the digital model corresponding to the loading equipment.
4. The system of claim 3, further comprising:
and the digital simulation module carries out digital simulation of transportation of the logistics transport vehicle according to the preliminary loading scheme and the logistics transport path, unloads the digital model of the communication equipment to be delivered at each delivery point by using the digital model of the local loading equipment, verifies the unloading feasibility and efficiency of the communication equipment, verifies the stability of the logistics transport vehicle and the communication equipment in the subsequent transportation path, optimizes the preliminary loading scheme according to the digital simulation result and generates a delivery scheme.
5. The system of claim 4, further comprising:
and monitoring the real-time state of the logistics transport vehicle after the unloading of the communication equipment to be delivered is finished by utilizing the monitoring module in real time, updating the digital model in the virtual space, continuously performing digital simulation on the logistics process in the subsequent transport path, and optimizing the subsequent delivery scheme when the digital simulation result is abnormal.
6. The system according to claim 5, wherein the scheduling module comprises a loading scheduling unit, an unloading scheduling unit, a driving scheduling unit, a three-dimensional loading generating unit and an AR loading generating unit, the loading scheduling unit is used for guiding the loading of the communication equipment to be delivered according to the delivery scheme, the unloading scheduling unit is used for guiding the unloading of the communication equipment to be delivered at a delivery point according to the delivery scheme, the driving scheduling unit is used for receiving a subsequent delivery scheme sent by the digital simulation module and guiding the adjustment of a logistics transportation path, the three-dimensional loading generating unit is used for generating a three-dimensional loading map of the communication equipment to be delivered and automatically and/or manually loading the communication equipment to be delivered according to the three-dimensional loading map, the AR loading generating unit is used for generating an AR loading map of the communication equipment to be delivered, and guiding an operator in the logistics transportation vehicle through AR glasses or a mobile terminal, and loading the communication equipment to be distributed according to AR guidance.
7. The system of claim 6, wherein the loading scheduling unit comprises an automatic loading sub-unit and a manual loading sub-unit, the automatic loading sub-unit is configured to receive the control instruction sent by the scheduling module and control the loading device to perform automatic loading, and the manual loading sub-unit is configured to receive a manual operation instruction sent by the scheduling module to an operator.
8. The system of any one of claims 1-7, wherein the monitoring module comprises a location unit, a camera unit, a sensor unit, and RFID reader unit and tire pressure detection system.
9. The system of claim 8, wherein the tire pressure detection system comprises: the device comprises a tire internal direct type tire pressure detector and a tire internal temperature detector, wherein the tire internal temperature detector is used for correcting a tire pressure detection value, and the corrected tire pressure detection value is used for detecting whether the center of gravity of a logistics vehicle is deviated or not.
10. The system of any of claims 1-9, wherein the digital model comprises: the system comprises a structure model and a mass distribution model of communication equipment to be distributed, a container model, a loading model and a mass distribution model of the logistics transport vehicle, an equipment model of the loading equipment and a digital map model of the logistics transport path.
CN202210829334.4A 2022-07-15 2022-07-15 Logistics distribution and dispatching system based on digital twin Pending CN114997802A (en)

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Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115689415A (en) * 2022-11-03 2023-02-03 深圳市兆航物流有限公司 Digital twin-based logistics monitoring and simulation system
CN115953099A (en) * 2023-03-06 2023-04-11 清照科技(陕西)有限公司 Digital twin processing system and method based on multidimensional data and data analysis
CN117332700A (en) * 2023-11-22 2024-01-02 长春设备工艺研究所 Production line layout optimization and intelligent logistics safety simulation method
CN117726255A (en) * 2024-02-07 2024-03-19 智联万维科技有限公司 Remote monitoring method and system for cargo transportation state

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115689415A (en) * 2022-11-03 2023-02-03 深圳市兆航物流有限公司 Digital twin-based logistics monitoring and simulation system
CN115953099A (en) * 2023-03-06 2023-04-11 清照科技(陕西)有限公司 Digital twin processing system and method based on multidimensional data and data analysis
CN117332700A (en) * 2023-11-22 2024-01-02 长春设备工艺研究所 Production line layout optimization and intelligent logistics safety simulation method
CN117332700B (en) * 2023-11-22 2024-03-15 长春设备工艺研究所 Production line layout optimization and intelligent logistics safety simulation method
CN117726255A (en) * 2024-02-07 2024-03-19 智联万维科技有限公司 Remote monitoring method and system for cargo transportation state

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