Supply chain integrated service integration system and method based on multimodal transport

Abstract

The present invention relates to the technical field of supply chain transportation management, and discloses a supply chain comprehensive service integration system and method based on multimodal transport, wherein the system comprises a supply chain material transportation scheme selection module, a supply chain material transportation execution object analysis module, and a supply chain material transportation result output module; by accurately setting the supply chain material transportation mode and transportation execution sequence parameters in combination with an intelligent recognition algorithm and supply chain material transportation scheme selection parameters, a transportation mode and transportation execution sequence search process is performed, and the specific material transportation mode and transportation execution sequence parameters corresponding to the supply chain material transportation scheme are accurately searched out, thereby realizing a supply chain material transportation system based on multimodal transport; numerical analysis is used to obtain the search parameters for the best transportation execution company required for the supply chain material, thereby realizing intelligent screening of the best transportation execution company information at different material transportation execution stages.

Description

Technical Field

[0001] The present invention relates to the technical field of supply chain transportation management, and in particular to a supply chain comprehensive service integration system and method based on multimodal transport. Background Art

[0002] Intermodal transport is a transportation process that is completed by two or more means of transportation connecting and transferring with each other, which is collectively referred to as composite transport. Supply chain service is a service business model that can be used to help enterprises achieve a higher level of customer service at a lower operating cost, and ultimately improve the company's profit margin. Supply chain service, because high-level after-sales service can significantly improve customer satisfaction, thereby retaining customers, generating more business volume, obtaining high-profit service contracts, and improving the company's profitability. The service supply chain has developed rapidly and has become a tool for many companies to gain and improve their competitive advantages. Like traditional supply chain management, performance management of the service supply chain is an important means to measure and improve supply chain efficiency. Among them, the transportation method for purchased materials in the supply chain service model adopted by the enterprise needs to be selected manually, and it is impossible to realize the intelligent recommendation of material transportation solutions in the supply chain service model, which increases the cost and workload of material transportation in the supply chain service model.

[0003] The Chinese invention patent application with publication number CN117575144A discloses an integrated management system for supply chain services, including an integrated management unit for supply chain, which includes a supply subunit, a production subunit, a card review subunit, a warehousing subunit, a logistics subunit, a channel subunit, a consumption subunit and an integrated audit subunit. The supply subunit is composed of a goods module and an original product module, and the production subunit includes a goods module and a whole and parts module. The goods data association module of the warehousing subunit of the present invention matches the data of the warehousing supplies. After the supply data information is offline, the offline structure module cooperates with the goods data original order submodule to correspond to the usual goods, and stores and manages the supplies in an off-line state. The temporary storage submodule can temporarily store unusual supplies, and the unusual supplies are transferred to the distribution storage mobilization module for storage management, thereby improving the flexibility of service integrated management. The integrated audit subunit explores and monitors each link of the integrated management unit for supply chain. The above technical scheme cannot make diversified intelligent recommendations for logistics process transportation schemes, which increases the cost and risk of logistics transportation. Summary of the invention

[0004] 1. Technical issues to be resolved

[0005] In order to solve the problem that the transportation method for purchased materials in the supply chain service model adopted by the above-mentioned enterprises needs to be manually selected, and the intelligent recommendation of material transportation plans in the supply chain service model cannot be realized, which increases the cost and workload of material transportation in the supply chain service model, the above purpose is to achieve scientific analysis of material transportation plans, accurate search of material transportation methods and transportation execution sequence, efficient retrieval of transportation execution company information at different material transportation execution stages, intelligent screening of the best transportation execution company information at different material transportation execution stages, and intelligent generation of the best material transportation results of the supply chain service model.

[0006] (II) Technical solution

[0007] The present invention is implemented by the following technical solution: a method for integrating integrated supply chain services based on multimodal transport, the method comprising the following steps:

[0008] S1. Collect material transportation characteristic text data;

[0009] S2. Screening and processing transportation plans for different materials based on the material transportation characteristic text data and the supply chain material transportation plan data, and generating supply chain material transportation plan selection data;

[0010] S3, searching and processing the transportation methods and transportation execution sequences corresponding to different material transportation plans based on the supply chain material transportation plan selection data and the supply chain material transportation mode and transportation execution sequence data, and generating supply chain material transportation mode and transportation execution sequence identification data;

[0011] S4. Search and process the transport execution company information corresponding to each transport execution sequence of the material according to the transport mode and transport execution sequence identification data of the supply chain material and the transport execution company data of the supply chain material, and generate the transport execution company search data required by the supply chain material;

[0012] S5. Screening the optimal transport execution company corresponding to each transport execution sequence of the material according to the search data of the transport execution company required by the supply chain material, and generating the search data of the optimal transport execution company required by the supply chain material;

[0013] S6. Construct the best transportation result data for supply chain materials;

[0014] S7. Push and feed back the optimal transportation result data of the supply chain materials to the supply chain service end.

[0015] Preferably, the operation steps of collecting material transportation characteristic text data are as follows:

[0016] S11. Collect the characteristic text information of materials to be transported online through the ERP material management platform and generate material transportation characteristic text data The material transportation characteristic text data includes the material transportation departure place, the material transportation destination, the material transportation completion time, the material volume, the material weight, the material type and the material value.

[0017] Preferably, the operation steps of screening the transportation plans of different materials based on the material transportation characteristic text data and the supply chain material transportation plan data and generating the supply chain material transportation plan selection data are as follows:

[0018] S21. Establish a data set for supply chain material transportation solutions , ;in Indicates Supply chain material transportation plan data corresponding to the material transportation characteristics, Indicates the maximum value of the number of material transportation feature types, and the supply chain material transportation plan data indicates the specific transportation mode and transportation execution sequence data used for material transportation;

[0019] S22, using the KD tree nearest neighbor search algorithm to Data collection related to the supply chain material transportation plan Supply chain material transportation solution data described in According to the material transportation feature keyword matching, search for the material transportation feature text data Corresponding supply chain material transportation plan data And identify and generate supply chain material transportation plan selection data .

[0020] Preferably, the operation steps of searching and processing the transportation modes and transportation execution sequences corresponding to different material transportation schemes based on the supply chain material transportation scheme selection data and the supply chain material transportation mode and transportation execution sequence data, and generating the supply chain material transportation mode and transportation execution sequence identification data are as follows:

[0021] S31. Establish a data set of supply chain material transportation methods and transportation execution sequence ,in Represents the supply chain material transportation plan data The corresponding supply chain material transportation method and transportation execution sequence data, , ;in Represents the supply chain material transportation method and transportation execution sequence data Middle The supply chain material transportation method corresponding to the transportation execution sequence is as follows: Represents the supply chain material transportation method and transportation execution sequence data The maximum number of transport execution sequences in express and The corresponding relationship; the supply chain material transportation mode includes road transportation mode, railway transportation mode, air transportation mode and water transportation mode; the transportation execution sequence represents the execution sequence of the supply chain material transportation modes corresponding to different transportation sections from the departure place to the destination during the supply chain material transportation process;

[0022] S32, selecting data for the supply chain material transportation plan A data set related to the transportation mode and transportation execution sequence of the supply chain materials Supply chain material transportation methods and transportation execution sequence data described in Search for the supply chain material transportation plan selection data according to the material transportation feature type number Corresponding supply chain material transportation methods and transportation execution sequence data , execute the search to find the transportation mode and transportation execution sequence data of the supply chain materials The specific steps are as follows:

[0023] S321, initializing and updating the maximum number of iterations T;

[0024] S322, separation, separation refers to the sequential identification of each transportation mode in the supply chain material transportation mode and transportation execution sequence data set In the search space, the behavior of individual dragonflies is identified in sequence from other similar transportation modes to search for the data on the selection of transportation solutions for supply chain materials. Matching supply chain material transportation methods and transportation execution sequence data , the mathematical expression of the separation behavior is , where N is the number of dragonfly individuals identified in sequence by adjacent transport modes, It represents the data set of the transportation mode and transportation execution order of the i-th transportation mode sequence identification dragonfly individual after separation from other similar transportation mode sequence identification dragonflies individuals in the supply chain The position vector in the search space, Represents the transportation mode sequence to identify the supply chain material transportation mode and transportation execution sequence data set of the dragonfly individual The position in the search space, Represents the adjacent transportation mode sequence to identify the dragonfly individual j in the supply chain material transportation mode and transportation execution sequence data set Position in the search space;

[0025] S323, queuing, queuing refers to the speed matching between each transport mode sequence identification dragonfly individual and the adjacent transport mode sequence identification dragonfly individual during flight, that is, in the supply chain material transportation mode and transportation execution sequence data set In the search space, each dragonfly individual is identified in sequence by each mode of transportation. During the flight, the speed of the dragonflies identified in sequence by the adjacent modes of transportation is matched to search for the data on the selection of supply chain material transportation solutions. Matching supply chain material transportation methods and transportation execution sequence data , the mathematical expression of the queuing behavior is ,in Represents the data set of the transportation mode and transportation execution order of the i-th transportation mode sequence identification dragonfly individual after queuing in the supply chain material transportation mode The position vector in the search space; Represents the data set of adjacent transportation modes to sequentially identify dragonfly individuals in the supply chain material transportation mode and transportation execution sequence Flight speed in the search space;

[0026] S324, alliance, alliance refers to the clustering behavior of transport mode sequence identification dragonfly individuals and adjacent similar transport mode sequence identification dragonfly individuals gathering together, that is, in the supply chain material transportation mode and transportation execution sequence data set The transportation mode sequence in the search space identifies the dragonfly individuals through the clustering behavior of the adjacent dragonflies of the same type of transportation mode sequence and the dragonflies gather together to perform the search and select the transportation plan data for the supply chain materials. Matching supply chain material transportation methods and transportation execution sequence data , the mathematical expression of the dragonfly alliance behavior identified by the order of transportation mode is ,in Represents the data set of the transportation mode and transportation execution order of the i-th transportation mode sequence identification dragonfly individuals in the supply chain after forming an alliance The position vector in the search space;

[0027] S325, Finding prey, Finding prey refers to the behavior of dragonfly individuals searching for prey for survival by sequentially identifying the transportation mode, that is, the transportation mode sequentially identifies the dragonfly individuals in the supply chain material transportation mode and transportation execution sequence data set Search the search space to find the data related to the material transportation plan selection of the supply chain The most suitable supply chain material transportation method and transportation execution sequence data The behavior of prey; the mathematical expression of the behavior of finding prey is ,in Represents the i-th transportation mode sequence to identify the individual dragonfly hunting process in the supply chain material transportation mode and transportation execution sequence data set The position vector in the search space, Represents the location of the prey to be hunted, that is, searching for data related to the material transportation plan selection of the supply chain The most suitable supply chain material transportation method and transportation execution sequence data The transportation mode sequence identification of dragonfly individuals in the supply chain material transportation mode and transportation execution sequence data set Position in the search space;

[0028] S326, Avoiding natural enemies, transportation mode sequence identification Dragonfly individuals based on the survival instinct and avoidance instinct in the supply chain material transportation mode and transportation execution sequence data set Search the search space to find the data related to the material transportation plan selection of the supply chain The most suitable supply chain material transportation method and transportation execution sequence data , the mathematical expression of the behavior of avoiding natural enemies is ,in Identify the dragonfly individual in the supply chain material transportation mode and transportation execution sequence data set for the i-th transportation mode sequence Search the search space to find the data related to the material transportation plan selection of the supply chain The most suitable supply chain material transportation method and transportation execution sequence data The process of avoiding natural enemies in the supply chain material transportation mode and transportation execution sequence data collection The position vector in the search space; Data collection of transportation mode and transportation execution sequence of materials in the supply chain during dragonfly hunting for transportation mode sequence identification Search for a position in the search space;

[0029] S327, when the maximum number of iterations is met, the data on the material transportation plan selection for the supply chain is output The most suitable supply chain material transportation method and transportation execution sequence data ;

[0030] S33, the supply chain material transportation method and transportation execution sequence data described in step S327 Identify and generate supply chain material transportation mode and transportation execution sequence identification data ,in ,in Represents the data related to the material transportation plan selection of the supply chain Matching supply chain material transportation mode and transportation execution sequence identification data Middle The supply chain material transportation method corresponding to the transportation execution sequence.

[0031] Preferably, the operation steps of searching and processing the transportation execution company information corresponding to each transportation execution sequence of the material according to the supply chain material transportation mode and transportation execution sequence identification data and the supply chain material transportation execution company data, and generating the transportation execution company search data required for the supply chain material are as follows:

[0032] S41. Establish supply chain material transportation execution company data collection ,in Indicates Supply chain material transportation execution company information data corresponding to each transportation execution company, Indicates the maximum number of transport execution companies; the supply chain material transport execution company data indicates company information data that provides the required supply chain material transport methods in different transport sections from the departure point to the destination during the supply chain material transport process, and the supply chain material transport execution company data includes company name, company code, company address, company transport equipment model quantity, and company transport quotation;

[0033] S42, using a breadth-first search algorithm to identify the supply chain material transportation mode and transportation execution sequence data Data collection of companies involved in the material transportation execution of the supply chain Supply Chain Material Transport Execution Company Data According to the keyword matching of material transportation method, search for the identification data of the material transportation method and transportation execution sequence of the supply chain Supply chain material transportation methods corresponding to different transportation execution sequences Matching supply chain material transportation execution company data And generate the search data set of the transportation execution company required for supply chain materials ,in Indicates Supply chain material transportation methods corresponding to the transportation execution sequence Search data of transportation execution companies required for matching supply chain materials; , ;in Search data for companies that carry out transportation of supply chain materials Middle The transport execution company information required for the supply chain materials corresponding to each transport execution company, Indicates the maximum number of transport execution companies.

[0034] Preferably, the operation steps of screening the optimal transport execution company corresponding to each transport execution sequence of the material according to the search data of the transport execution company required by the supply chain material and generating the search data of the optimal transport execution company required by the supply chain material are as follows:

[0035] S51. Use numerical analysis to filter out the search data set of the transportation execution company required for the supply chain material. Search data for transportation execution companies required for supply chain materials to The information of the transport execution company required for the supply chain material corresponding to the lowest transport quotation And generate the best transportation execution company search data set required for supply chain materials ,in Indicates Supply chain material transportation methods corresponding to the transportation execution sequence Search data for the best transportation execution company required for matching supply chain materials; Indicates Supply chain material transportation methods corresponding to the transportation execution sequence Search data for the best transportation execution company required for matching supply chain materials; Indicates Supply chain material transportation methods corresponding to the transportation execution sequence Search data for the best transportation fulfillment company that matches your supply chain materials.

[0036] Preferably, the operation steps for constructing the optimal transportation result data of supply chain materials are as follows:

[0037] S61, selecting data for the supply chain material transportation plan , the supply chain material transportation mode and transportation execution sequence identification data , the best transport execution company search data set required for the supply chain materials Use data combination to construct the best transportation result data for supply chain materials .

[0038] Preferably, the operation steps of pushing and feeding back the optimal transportation result data of the supply chain materials to the supply chain service end are as follows:

[0039] S71, the optimal transportation result data of the supply chain materials It is pushed to the supply chain service end through the mobile communication network and displayed on the display screen.

[0040] A supply chain comprehensive service integration system based on multimodal transport, used to implement the supply chain comprehensive service integration method based on multimodal transport, the system includes a supply chain material transportation scheme selection module, a supply chain material transportation execution object analysis module, and a supply chain material transportation result output module;

[0041] The supply chain material transportation plan selection module includes a material transportation characteristic information collection unit, a supply chain material transportation plan storage unit, and a supply chain material transportation plan screening unit;

[0042] The material transportation characteristic information collection unit collects material transportation characteristic text data through the ERP material management platform; the supply chain material transportation plan storage unit is used to store the supply chain material transportation plan data; the supply chain material transportation plan screening unit performs transportation plan screening processing for different materials based on the material transportation characteristic text data and the supply chain material transportation plan data, and generates supply chain material transportation plan selection data;

[0043] The supply chain material transportation execution object analysis module includes a supply chain material transportation mode and transportation execution sequence storage unit, a supply chain material transportation mode and transportation execution sequence identification unit, a supply chain material transportation execution company information storage unit, a supply chain material transportation execution company information search unit, and a supply chain material best transportation execution company analysis unit;

[0044] The supply chain material transportation mode and transportation execution sequence storage unit is used to store supply chain material transportation mode and transportation execution sequence data; the supply chain material transportation mode and transportation execution sequence identification unit searches for transportation modes and transportation execution sequences corresponding to different material transportation schemes based on the supply chain material transportation scheme selection data and the supply chain material transportation mode and transportation execution sequence data, and generates supply chain material transportation mode and transportation execution sequence identification data; the supply chain material transportation execution company information storage unit is used to store supply chain material transportation execution company data; the supply chain material transportation execution company information search unit searches for transportation execution company information corresponding to each transportation execution sequence of materials based on the supply chain material transportation mode and transportation execution sequence identification data and the supply chain material transportation execution company data, and generates the transportation execution company search data required for the supply chain materials; the supply chain material best transportation execution company analysis unit screens the best transportation execution company corresponding to each transportation execution sequence of materials based on the transportation execution company search data required for the supply chain materials, and generates the best transportation execution company search data required for the supply chain materials;

[0045] The supply chain material transportation result output module includes a supply chain material optimal transportation result construction unit and a supply chain material optimal transportation result push unit;

[0046] The supply chain material optimal transportation result construction unit is used to construct the supply chain material optimal transportation result data; the supply chain material optimal transportation result push unit pushes the supply chain material optimal transportation result data to the supply chain service end and displays and outputs it through a display screen.

[0047] (III) Beneficial effects

[0048] The present invention provides a supply chain integrated service integration system and method based on multimodal transport. It has the following beneficial effects:

[0049] 1. Accurately obtain material transportation characteristic text parameters through the ERP material management platform to provide reliable data support for accurately searching for supply chain material transportation solutions; scientifically preset and store supply chain material transportation solution parameters and combine intelligent search algorithms with material transportation characteristic text parameters to screen and process transportation solutions for different materials, and scientifically analyze material transportation solutions based on supply chain material transportation characteristics.

[0050] 2. By accurately setting the supply chain material transportation mode and transportation execution sequence parameters and combining the intelligent identification algorithm with the supply chain material transportation plan selection parameters to search and process the transportation mode and transportation execution sequence, the specific material transportation mode and transportation execution sequence parameters corresponding to the supply chain material transportation plan can be accurately searched out, and a supply chain material transportation system based on multimodal transport can be realized, thereby improving the efficiency and safety of supply chain material transportation; standardizing the setting of supply chain material transportation execution company parameters and combining the intelligent search algorithm with the supply chain material transportation mode and transportation execution sequence identification parameters to search and process the transportation execution company information, so as to efficiently retrieve the transportation execution company information required for different material transportation execution stages; using numerical analysis to derive the best transportation execution company search parameters required for supply chain materials, so as to intelligently screen out the best transportation execution company information for different material transportation execution stages, and realize cost reduction and efficiency improvement of supply chain material transportation operations based on multimodal transport.

[0051] 3. Through data processing, scientifically construct the optimal transportation result parameters of supply chain materials, and realize efficient data feedback of the optimal transportation analysis results of supply chain materials based on multimodal transport; push the optimal transportation result data of supply chain materials to the supply chain service end and display it through the display screen, so as to realize the intuitive and visual output of the optimal transportation analysis results of supply chain materials based on multimodal transport, and improve the comprehensive service quality and operation efficiency of the multimodal transport supply chain. BRIEF DESCRIPTION OF THE DRAWINGS

[0052] Figure 1 A schematic diagram of the modules of the integrated supply chain service system based on multimodal transport provided by the present invention;

[0053] Figure 2 The present invention provides a flow chart of the integrated supply chain service integration method based on multimodal transport. DETAILED DESCRIPTION

[0054] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0055] The embodiments of the integrated supply chain service system and method based on multimodal transport are as follows:

[0056] Embodiment 1:

[0057] See also Figure 1 - Figure 2 , a supply chain integrated service integration method based on multimodal transport, the method comprises the following steps:

[0058] S1. Collect material transportation characteristic text data;

[0059] S2. Screening and processing transportation plans for different materials based on the material transportation feature text data and the supply chain material transportation plan data, and generating supply chain material transportation plan selection data;

[0060] S3. Search and process the transportation methods and transportation execution sequences corresponding to different material transportation plans based on the supply chain material transportation plan selection data and the supply chain material transportation mode and transportation execution sequence data, and generate supply chain material transportation mode and transportation execution sequence identification data;

[0061] S4. Search and process the transportation execution company information corresponding to each transportation execution sequence of the material according to the transportation mode and transportation execution sequence identification data of the supply chain material and the transportation execution company data of the supply chain material, and generate the transportation execution company search data required by the supply chain material;

[0062] S5. Screen the optimal transport execution company corresponding to each transport execution sequence of the material based on the search data of the transport execution company required by the supply chain material, and generate the search data of the optimal transport execution company required by the supply chain material;

[0063] S6. Construct the best transportation result data for supply chain materials;

[0064] S7. Push and feed back the optimal transportation result data of supply chain materials to the supply chain service end.

[0065] Furthermore, the steps for collecting material transportation characteristic text data are as follows:

[0066] S11. Collect the characteristic text information of materials to be transported online through the ERP material management platform and generate material transportation characteristic text data ,The material transportation characteristic text data includes the material transportation departure place, ,material transportation destination, material transportation completion time, material volume, material weight, material type and material value.

[0067] The steps for screening transportation plans for different materials based on the material transportation feature text data and the supply chain material transportation plan data and generating supply chain material transportation plan selection data are as follows:

[0068] S21. Establish a data set for supply chain material transportation solutions , ;in Indicates Supply chain material transportation plan data corresponding to the material transportation characteristics, Indicates the maximum number of material transportation feature types. Supply chain material transportation plan data indicates the specific transportation method and transportation execution sequence data used for material transportation;

[0069] S22, using KD tree nearest neighbor search algorithm to convert material transportation feature text data Data collection of supply chain material transportation solutions Supply Chain Material Transportation Solution Data Search for material transportation feature text data by matching material transportation feature keywords Corresponding supply chain material transportation plan data And identify and generate supply chain material transportation plan selection data .

[0070] Through the material transportation characteristic information collection unit, the ERP material management platform is used to accurately obtain the material transportation characteristic text parameters, providing reliable data support for accurately searching for supply chain material transportation plans; the supply chain material transportation plan storage unit and the supply chain material transportation plan screening unit cooperate with each other, scientifically preset and store the supply chain material transportation plan parameters, and combine the intelligent search algorithm with the material transportation characteristic text parameters to screen and process the transportation plans of different materials, so as to realize scientific analysis of the material transportation plan based on the supply chain material transportation characteristics.

[0071] Furthermore, the operation steps of searching and processing the transportation modes and transportation execution sequences corresponding to different material transportation schemes based on the supply chain material transportation scheme selection data and the supply chain material transportation mode and transportation execution sequence data, and generating the supply chain material transportation mode and transportation execution sequence identification data are as follows:

[0072] S31. Establish a data set of supply chain material transportation methods and transportation execution sequence ,in Represents supply chain material transportation plan data The corresponding supply chain material transportation method and transportation execution sequence data, , ;in Represents the supply chain material transportation method and transportation execution sequence data Middle The supply chain material transportation method corresponding to the transportation execution sequence, Represents the supply chain material transportation method and transportation execution sequence data The maximum number of transport execution sequences in express and The corresponding relationship; the supply chain material transportation modes include road transportation mode, railway transportation mode, air transportation mode and water transportation mode; the transportation execution sequence indicates the execution sequence of the supply chain material transportation modes corresponding to different transportation sections from the departure point to the destination during the supply chain material transportation process;

[0073] S32. Select data on the material transportation plan for the supply chain Supply chain material transportation mode and transportation execution sequence data collection Data on material transportation methods and transportation execution sequence in the supply chain Search for supply chain material transportation solution selection data based on material transportation feature type number Corresponding supply chain material transportation methods and transportation execution sequence data , execute the search to find the supply chain material transportation method and transportation execution sequence data The specific steps are as follows:

[0074] S321, initializing and updating the maximum number of iterations T;

[0075] S322, separation, separation refers to the sequential identification of each transportation mode in the supply chain material transportation mode and transportation execution sequence data set In the search space, the behavior of individual dragonflies is identified in sequence from other similar transportation modes to search for the data on the selection of transportation solutions for supply chain materials. Matching supply chain material transportation methods and transportation execution sequence data , the mathematical expression of the separation behavior is , where N is the number of dragonfly individuals identified in sequence by adjacent transport modes, It represents the data set of the transportation mode and transportation execution order of the i-th transportation mode sequence identification dragonfly individual after separation from other similar transportation mode sequence identification dragonflies individuals in the supply chain The position vector in the search space, Represents the transportation mode sequence to identify the supply chain material transportation mode and transportation execution sequence data set of the dragonfly individual The position in the search space, Represents the adjacent transportation mode sequence to identify the dragonfly individual j in the supply chain material transportation mode and transportation execution sequence data set Position in the search space;

[0076] S323, queuing, queuing refers to the speed matching between each transport mode sequence identification dragonfly individual and the adjacent transport mode sequence identification dragonfly individual during flight, that is, in the supply chain material transportation mode and transportation execution sequence data set In the search space, each dragonfly individual is identified in sequence by each mode of transportation. During the flight, the speed of the dragonflies identified in sequence by the adjacent modes of transportation is matched to search for the data on the selection of supply chain material transportation solutions. Matching supply chain material transportation methods and transportation execution sequence data , the mathematical expression of the queuing behavior is ,in Represents the data set of the transportation mode and transportation execution order of the i-th transportation mode sequence identification dragonfly individual after queuing in the supply chain material transportation mode The position vector in the search space; Represents the data set of adjacent transportation modes to sequentially identify dragonfly individuals in the supply chain material transportation mode and transportation execution sequence Flight speed in the search space;

[0077] S324, alliance, alliance refers to the clustering behavior of transport mode sequence identification dragonfly individuals and adjacent similar transport mode sequence identification dragonfly individuals gathering together, that is, in the supply chain material transportation mode and transportation execution sequence data set The transportation mode sequence in the search space identifies the dragonfly individuals through the clustering behavior of the adjacent dragonflies of the same type of transportation mode sequence and the dragonflies gather together to perform the search and select the transportation plan data for the supply chain materials. Matching supply chain material transportation methods and transportation execution sequence data , the mathematical expression of the dragonfly alliance behavior identified by the order of transportation mode is ,in Represents the data set of the transportation mode and transportation execution order of the i-th transportation mode sequence identification dragonfly individuals in the supply chain after forming an alliance The position vector in the search space;

[0078] S325, Finding prey, Finding prey refers to the behavior of dragonfly individuals searching for prey for survival by sequentially identifying the transportation mode, that is, the transportation mode sequentially identifies the dragonfly individuals in the supply chain material transportation mode and transportation execution sequence data set Search the search space to find the data related to the material transportation plan selection of the supply chain The most suitable supply chain material transportation method and transportation execution sequence data The behavior of prey; the mathematical expression of the behavior of finding prey is ,in Represents the i-th transportation mode sequence to identify the individual dragonfly hunting process in the supply chain material transportation mode and transportation execution sequence data set The position vector in the search space, Represents the location of the prey to be hunted, that is, searching for data related to the material transportation plan selection of the supply chain The most suitable supply chain material transportation method and transportation execution sequence data The transportation mode sequence identification of dragonfly individuals in the supply chain material transportation mode and transportation execution sequence data set Position in the search space;

[0079] S326, Avoiding natural enemies, transportation mode sequence identification Dragonfly individuals based on the survival instinct and avoidance instinct in the supply chain material transportation mode and transportation execution sequence data set Search the search space to find the data related to the material transportation plan selection of the supply chain The most suitable supply chain material transportation method and transportation execution sequence data , the mathematical expression of the behavior of avoiding natural enemies is ,in Identify the dragonfly individual in the supply chain material transportation mode and transportation execution sequence data set for the i-th transportation mode sequence Search the search space to find the data related to the material transportation plan selection of the supply chain The most suitable supply chain material transportation method and transportation execution sequence data The process of avoiding natural enemies in the supply chain material transportation mode and transportation execution sequence data collection The position vector in the search space; Data collection of material transportation modes and transportation execution sequence in the supply chain during dragonfly hunting for transportation mode sequence identification Search for a position in the search space;

[0080] S327, when the maximum number of iterations is met, the data for selecting the material transportation plan for the supply chain is output The most suitable supply chain material transportation method and transportation execution sequence data ;

[0081] S33, the supply chain material transportation method and transportation execution sequence data in step S327 Identify and generate supply chain material transportation mode and transportation execution sequence identification data ,in ,in Represents supply chain material transportation plan selection data Matching supply chain material transportation mode and transportation execution sequence identification data Middle The supply chain material transportation method corresponding to the transportation execution sequence.

[0082] The steps for searching and processing the transportation execution company information corresponding to each transportation execution sequence of the material according to the transportation mode and transportation execution sequence identification data of the supply chain material and the transportation execution company data of the supply chain material, and generating the transportation execution company search data required for the supply chain material are as follows:

[0083] S41. Establish supply chain material transportation execution company data collection ,in Indicates Supply chain material transportation execution company information data corresponding to each transportation execution company, Indicates the maximum number of transport execution companies; Supply chain material transport execution company data indicates the company information data that provides the required supply chain material transport methods in different transport sections from the departure point to the destination during the supply chain material transport process. The supply chain material transport execution company data includes company name, company code, company address, company transport equipment model quantity, and company transport quotation;

[0084] S42, use breadth-first search algorithm to identify the transportation mode and transportation execution sequence of supply chain materials Data collection with supply chain material transportation execution companies Data of supply chain material transportation execution companies According to the keyword matching of material transportation method, search for the identification data of the material transportation method and transportation execution sequence of the supply chain Supply chain material transportation methods corresponding to different transportation execution sequences Matching supply chain material transportation execution company data And generate the search data set of the transportation execution company required for supply chain materials ,in Indicates Supply chain material transportation methods corresponding to the transportation execution sequence Search data of transportation execution companies required for matching supply chain materials; , ;in Search data for companies that carry out transportation of supply chain materials Middle The transport execution company information required for the supply chain materials corresponding to each transport execution company, Indicates the maximum number of transport execution companies.

[0085] The steps for screening the optimal transport execution company corresponding to each transport execution sequence of the material based on the search data of the transport execution company required by the supply chain material and generating the search data of the optimal transport execution company required by the supply chain material are as follows:

[0086] S51. Use numerical analysis to filter out the search data set of transportation execution companies required for supply chain materials Search data for transportation execution companies required for supply chain materials to The information of the transport execution company required for the supply chain material corresponding to the lowest transport quotation And generate the best transportation execution company search data set required for supply chain materials ,in Indicates Supply chain material transportation methods corresponding to the transportation execution sequence Search data for the best transportation execution company required for matching supply chain materials; Indicates Supply chain material transportation methods corresponding to the transportation execution sequence Search data for the best transportation execution company required for matching supply chain materials; Indicates Supply chain material transportation methods corresponding to the transportation execution sequence Search data for the best transportation fulfillment company that matches your supply chain materials.

[0087] Through the cooperation between the supply chain material transportation mode and transportation execution sequence storage unit and the supply chain material transportation mode and transportation execution sequence identification unit, the supply chain material transportation mode and transportation execution sequence parameters are accurately set, combined with the intelligent identification algorithm and the supply chain material transportation plan selection parameters to search and process the transportation mode and transportation execution sequence, accurately search out the specific material transportation mode and transportation execution sequence parameters corresponding to the supply chain material transportation plan, realize the supply chain material transportation system based on multimodal transport, and improve the efficiency and safety of supply chain material transportation; the supply chain material transportation execution company information storage unit and the supply chain material transportation execution company information search unit cooperate with each other, standardize the supply chain material transportation execution company parameters, combine the intelligent search algorithm and the supply chain material transportation mode and transportation execution sequence identification parameters to search and process the transportation execution company information, and realize efficient retrieval of the transportation execution company information required for different material transportation execution stages; the supply chain material best transportation execution company analysis unit uses numerical analysis to find the best transportation execution company search parameters required for supply chain materials, realize intelligent screening of the best transportation execution company information for different material transportation execution stages, and realize cost reduction and efficiency improvement of supply chain material transportation operations based on multimodal transport.

[0088] Furthermore, the steps to construct the optimal transportation result data for supply chain materials are as follows:

[0089] S61. Select data on the material transportation plan for the supply chain , supply chain material transportation mode and transportation execution sequence identification data , the best transportation execution company search data collection required for supply chain materials Use data combination to construct the best transportation result data for supply chain materials .

[0090] The steps to push the optimal transportation result data of supply chain materials to the supply chain service end are as follows:

[0091] S71. Optimal transportation result data for supply chain materials It is pushed to the supply chain service end through the mobile communication network and displayed on the display screen.

[0092] Through the supply chain material optimal transportation result construction unit, data processing science is used to construct the optimal transportation result parameters of the supply chain materials, thereby realizing efficient data feedback of the optimal transportation analysis results of the supply chain materials based on multimodal transport; the supply chain material optimal transportation result push unit pushes the supply chain material optimal transportation result data to the supply chain service end and displays and outputs it through the display screen, thereby realizing intuitive and visual output of the optimal transportation analysis results of the supply chain materials based on multimodal transport, thereby improving the comprehensive service quality and operation efficiency of the multimodal transport supply chain.

[0093] Embodiment 2:

[0094] See also Figure 1 - Figure 2 , a supply chain comprehensive service integration system based on multimodal transport, which is used to implement a supply chain comprehensive service integration method based on multimodal transport. The system includes a supply chain material transportation scheme selection module, a supply chain material transportation execution object analysis module, and a supply chain material transportation result output module;

[0095] The supply chain material transportation scheme selection module includes a material transportation characteristic information collection unit, a supply chain material transportation scheme storage unit, and a supply chain material transportation scheme screening unit;

[0096] The material transportation characteristic information collection unit collects material transportation characteristic text data through the ERP material management platform; the supply chain material transportation plan storage unit is used to store the supply chain material transportation plan data; the supply chain material transportation plan screening unit screens and processes the transportation plans of different materials based on the material transportation characteristic text data and the supply chain material transportation plan data, and generates supply chain material transportation plan selection data;

[0097] The supply chain material transportation execution object analysis module includes a supply chain material transportation mode and transportation execution sequence storage unit, a supply chain material transportation mode and transportation execution sequence identification unit, a supply chain material transportation execution company information storage unit, a supply chain material transportation execution company information search unit, and a supply chain material best transportation execution company analysis unit;

[0098] A supply chain material transportation mode and transportation execution sequence storage unit is used to store supply chain material transportation mode and transportation execution sequence data; a supply chain material transportation mode and transportation execution sequence identification unit searches for transportation modes and transportation execution sequences corresponding to different material transportation schemes based on supply chain material transportation scheme selection data and supply chain material transportation mode and transportation execution sequence data, and generates supply chain material transportation mode and transportation execution sequence identification data; a supply chain material transportation execution company information storage unit is used to store supply chain material transportation execution company data; a supply chain material transportation execution company information search unit searches for transportation execution company information corresponding to each transportation execution sequence of materials based on supply chain material transportation mode and transportation execution sequence identification data and supply chain material transportation execution company data, and generates supply chain material required transportation execution company search data; a supply chain material best transportation execution company analysis unit screens for the best transportation execution company corresponding to each transportation execution sequence of materials based on supply chain material required transportation execution company search data, and generates supply chain material required best transportation execution company search data;

[0099] The supply chain material transportation result output module includes a supply chain material optimal transportation result construction unit and a supply chain material optimal transportation result push unit;

[0100] The supply chain material optimal transportation result construction unit is used to construct the supply chain material optimal transportation result data; the supply chain material optimal transportation result push unit pushes the supply chain material optimal transportation result data to the supply chain service end and displays and outputs it through the display screen.

[0101] Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that various changes, modifications, substitutions and variations may be made to the embodiments without departing from the principles and spirit of the present invention, and that the scope of the present invention is defined by the appended claims and their equivalents.

Claims

1. A supply chain integrated service integration method based on multimodal transport, characterized by: The method comprises the following steps: S1, collecting material transportation characteristic text data, said S1 comprises the following steps: S11. Collecting feature text information of materials to be transported online through the ERP material management platform and generating material transport feature text data p, wherein the material transport feature text data includes the material transport departure place, material transport destination, material transport completion time, material volume, material weight, material type and material value; S2: screening and processing transportation plans for different materials based on the material transportation feature text data and the supply chain material transportation plan data, and generating supply chain material transportation plan selection data, wherein S2 includes the following steps: S21. Establish the supply chain material transportation plan data set A=(a1,…,a m ,…,a α ), m=1,2,3,…,α; where a m Indicates m The supply chain material transportation plan data corresponding to the material transportation characteristics, α represents the maximum number of material transportation characteristics types; S22, using a KD tree nearest neighbor search algorithm to compare the material transportation feature text data p with the supply chain material transportation solution data a in the supply chain material transportation solution data set A. m According to the material transportation feature keyword matching, search for the supply chain material transportation plan data a corresponding to the material transportation feature text data p m And identify and generate supply chain material transportation plan selection data S3, performing a search process for transportation modes and transportation execution sequences corresponding to different material transportation schemes based on the supply chain material transportation scheme selection data and the supply chain material transportation mode and transportation execution sequence data, and generating supply chain material transportation mode and transportation execution sequence identification data, wherein S3 includes the following steps: S31. Establish a data set of supply chain material transportation methods and transportation execution sequence Among them B m Represents the supply chain material transportation plan data a m The corresponding supply chain material transportation mode and transportation execution sequence data, B m =(b m,1 ,…,b m,n ,…,b m,β ), n=1,2,3,…,β; where b m,n Represents the supply chain material transportation method and transportation execution sequence data B m The supply chain material transportation mode corresponding to the nth transportation execution sequence in , wherein β represents the supply chain material transportation mode and transportation execution sequence data B m The maximum number of transport execution sequences in the transport execution sequence, ↓ means a m and B m The corresponding relationship; S32, selecting data for the supply chain material transportation plan The supply chain material transportation mode and transportation execution sequence data set B described in the supply chain material transportation mode and transportation execution sequence data set B m Search for the supply chain material transportation plan selection data according to the material transportation feature type number Corresponding supply chain material transportation mode and transportation execution sequence data B m , execute the search to find the transportation mode and transportation execution sequence data of the supply chain materials B m The specific steps are as follows: S321, initializing and updating the maximum number of iterations T; S322, separation, separation refers to the behavior of each transport mode sequence identification dragonfly individual in the supply chain material transport mode and transport execution sequence data set B to separate from other similar transport mode sequence identification dragonflies to search for supply chain material transportation plan selection data. Matching supply chain material transportation mode and transportation execution sequence data B m ; S323, queuing, queuing means searching for the supply chain material transportation scheme selection data by matching the speed of each transportation mode sequence-identified dragonfly individual with the speed of the adjacent transportation mode sequence-identified dragonfly individuals during the flight process in the search space of the supply chain material transportation mode and transportation execution sequence data set B. Matching supply chain material transportation mode and transportation execution sequence data B m ; S324, alliance, alliance means that in the search space of the supply chain material transportation mode and transportation execution sequence data set B, the transportation mode sequence identification dragonfly individuals gather together with the adjacent similar transportation mode sequence identification dragonflies to perform the search and select the supply chain material transportation plan data. Matching supply chain material transportation mode and transportation execution sequence data B m ; S325, looking for prey, looking for prey means that the transportation method sequence identifies the dragonfly individual and searches for the supply chain material transportation method and transportation execution sequence data set B in the search space to find the supply chain material transportation plan selection data. The most matching supply chain material transportation method and transportation execution sequence data B m prey behavior; S326, avoiding natural enemies, identifying the order of transportation methods Dragonfly individuals are identified in the order of transportation methods based on the survival instinct and the instinct to avoid natural enemies. The dragonfly individuals are searched for the supply chain material transportation method and transportation execution sequence data set B in the search space to find the supply chain material transportation plan selection data. The most matching supply chain material transportation method and transportation execution sequence data B m ; S327, when the maximum number of iterations is met, the data for selecting the material transportation plan for the supply chain is output The most matching supply chain material transportation method and transportation execution sequence data B m ; S33, the supply chain material transportation mode and transportation execution sequence data B described in step S327 m Identify and generate supply chain material transportation mode and transportation execution sequence identification data in in Represents the data related to the material transportation plan selection of the supply chain Matching supply chain material transportation mode and transportation execution sequence identification data The supply chain material transportation method corresponding to the nth transportation execution sequence; S4, performing a search process for the transport execution company information corresponding to each transport execution sequence of the material according to the transport mode and transport execution sequence identification data of the supply chain material and the transport execution company data of the supply chain material, and generating the search data for the transport execution company required for the supply chain material, wherein S4 comprises the following steps: S41. Establish the supply chain material transportation execution company data set C = (c1,…,c o ,…,c χ ), where c o represents the supply chain material transport execution company information data corresponding to the oth transport execution company, and χ represents the maximum number of transport execution companies; S42, using a breadth-first search algorithm to identify the supply chain material transportation mode and transportation execution sequence data The supply chain material transportation execution company data c in the supply chain material transportation execution company data set C o According to the keyword matching of material transportation method, search for the identification data of the material transportation method and transportation execution sequence of the supply chain Supply chain material transportation methods corresponding to different transportation execution sequences Matching supply chain material transportation execution company datac o And generate the search data set D = (D1,…,D n ,…,D β ), where D n Indicates the supply chain material transportation method corresponding to the nth transportation execution sequence Search data of transportation execution companies required for matching supply chain materials; n =(d n,1 ,…,d n,o ,…,d n,χ ), o = 1, 2, 3, ..., χ; where d n,o Indicates the search data D of the transportation execution company required for supply chain materials n The transport execution company information required for the supply chain material corresponding to the oth transport execution company in , where χ represents the maximum number of transport execution companies; S5, based on the search data of the transport execution company required by the supply chain materials, the optimal transport execution company corresponding to each transport execution sequence of the materials is screened and the search data of the optimal transport execution company required by the supply chain materials is generated, wherein S5 comprises the following steps: S51, using numerical analysis to filter out the supply chain material required transportation execution company search data D1 to D2 in the supply chain material required transportation execution company search data set D. β The information of the transport execution company required for the supply chain material corresponding to the lowest transport quotation n,o And generate the optimal transportation execution company search data set D'=(d'1,…,d' n ,…,d' β ), where d' n Indicates the supply chain material transportation method corresponding to the nth transportation execution sequence Search data for the best transport execution company required for matching supply chain materials; d'1 represents the supply chain material transportation method corresponding to the first transport execution sequence Search data for the best transportation execution company required for matching supply chain materials; d' β Indicates the supply chain material transportation method corresponding to the βth transportation execution sequence Search data for the best transportation execution company required for matching supply chain materials; S6. Construct the best transportation result data for supply chain materials; S7. Push and feed back the optimal transportation result data of the supply chain materials to the supply chain service end.

2. The method for integrated supply chain services based on multimodal transport according to claim 1, characterized in that: The S6 comprises the following steps: S61, selecting data for the supply chain material transportation plan The supply chain material transportation mode and transportation execution sequence identification data The optimal transportation execution company search data set D' required for the supply chain material uses data combination to construct the optimal transportation result data of the supply chain material 3. The method for integrated supply chain services based on multimodal transport according to claim 2 is characterized by: The S7 comprises the following steps: S71, the optimal transportation result data of the supply chain materials It is pushed to the supply chain service end through the mobile communication network and displayed on the display screen.

4. A supply chain integrated service integration system based on multimodal transport, used to implement the supply chain integrated service integration method based on multimodal transport according to any one of claims 1 to 3, characterized in that: The system includes a supply chain material transportation scheme selection module, a supply chain material transportation execution object analysis module, and a supply chain material transportation result output module.

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