System for managing shipment consolidation and method thereof

KR103000532B1Active Publication Date: 2026-08-05KOREA UNIV RES & BUSINESS FOUND
View PDF 5 Cites 0 Cited by

Patent Information

Application Number
KR1020230193387
Authority / Receiving Office
KR · KR
Patent Type
Patents
Current Assignee / Owner
Filing Date
2023-12-27
Publication Date
2026-08-05
Estimated Expiration
2043-12-27

Smart Images

  • Figure 112023146470540-PAT00077_ABST
    Figure 112023146470540-PAT00077_ABST
Patent Text Reader

Abstract

The present invention relates to a delivery integrated management system and a method thereof. A delivery integrated management system according to one embodiment comprises a data collection unit that collects demand data from a plurality of buyers for at least one item, a parameter derivation unit that derives delivery parameters based on the demand data, and a delivery control unit that calculates total revenue and total cost corresponding to the demand data based on the delivery parameters, and determines an integrated delivery cycle corresponding to the demand data by considering the total revenue and total cost.
Need to check novelty before this filing date? Find Prior Art

Description

Technology Field

[0001] The present invention relates to a delivery integration management system, and more specifically, to a technical concept for optimizing a delivery integration process used to reduce transportation costs on an online platform. Background Technology

[0002] Generally, product orders on online platforms have been processed individually. This has resulted in small orders or shipments being treated as separate transport units, requiring additional costs and resources. Furthermore, it has caused inefficiencies due to often redundant logistics and transportation activities, leading to increased transportation costs and environmental burdens.

[0003] In addition, the shipment consolidation process has certain constraints in coordinating order processing and delivery schedules, which may conflict with specific customer requirements. There are limitations in that the use of existing shipment consolidation technology may be restricted for customers who require specific times or schedules. Prior art literature

[0004] Korean Registered Patent No. 10-2508617, "Method and System for Cargo Transportation Management" The problem to be solved

[0005] The present invention aims to provide a delivery integration management system and a method that can reduce costs by increasing transportation efficiency and optimizing logistics processes by determining an optimal integrated delivery cycle based on a time-based shipment integration policy.

[0006] In addition, the present invention aims to provide a delivery integrated management system and a method capable of providing an optimized route to each buyer by taking into account the buyer's location. means of solving the problem

[0007] A delivery integrated management system according to one embodiment of the present invention may include a data collection unit that collects demand data from a plurality of buyers for at least one item, a parameter derivation unit that derives delivery parameters based on the demand data, and a delivery control unit that calculates total revenue and total cost corresponding to the demand data based on the delivery parameters, and determines an integrated delivery cycle corresponding to the demand data by considering the total revenue and total cost.

[0008] According to one side, the parameter derivation unit can derive delivery parameters corresponding to at least one of the quantity demanded for goods, the price of goods, fixed processing costs, delivery costs, labor hours of drivers, capacity of delivery vehicles, and demand sensitivity.

[0009] According to one side, the delivery control unit calculates total revenue based on a preset demand function and a preset price function, calculates total cost based on the demand function and demand generated in a preset dispatch cycle, and can determine an integrated delivery cycle through calculations based on total revenue, total cost, and the dispatch cycle.

[0010] According to one side, the delivery control unit can calculate the total cost based on at least one of a demand function, demand generated in the dispatch cycle, fixed processing costs per dispatch cycle, processing costs per item, the capacity of the delivery vehicle, inventory maintenance costs of the item, delivery costs of the item, and the transfer time of the item.

[0011] According to one side, the demand function may be a function that performs an operation based on at least one of the maximum potential demand of buyers, demand sensitivity to price, a preset price function, a preset lead time, and demand sensitivity to lead time.

[0012] According to one side, the price function may be a function that performs an operation based on at least one of the buyer's base price, sensitivity to delivery waiting time, lead time, price sensitivity to delivery time, and distance from the supplier's location to the buyer's location.

[0013] According to one side, the time required can be calculated through a calculation based on at least one of the dispatch cycle, the transfer time of the goods, and the start time of delivery of the goods.

[0014] According to one side, the delivery control unit can determine an optimal route for the delivery of goods based on at least one of delivery parameters and an integrated delivery cycle.

[0015] According to one side, the delivery control unit can determine the optimal route based on at least one of the demand for goods, the price of goods, the working hours of drivers, and the capacity of delivery vehicles.

[0016] A delivery integrated management method according to one embodiment of the present invention may include: a step of collecting demand data of a plurality of buyers for at least one item in a data collection unit; a step of deriving delivery parameters based on demand data in a parameter derivation unit; and a step of calculating total revenue and total cost corresponding to demand data based on delivery parameters in a delivery control unit, and determining an integrated delivery cycle corresponding to demand data by considering total revenue and total cost. Effects of the invention

[0017] According to one embodiment, the present invention can reduce costs by increasing transportation efficiency and optimizing the logistics process by determining an optimal integrated delivery cycle based on a time-based shipment integration policy.

[0018] In addition, the present invention can provide a route optimized for each buyer by taking into account the buyer's location. Brief explanation of the drawing

[0019] FIG. 1 is a drawing for explaining a delivery integrated management system according to one embodiment. FIG. 2 is a drawing for further explaining a delivery integrated management system according to one embodiment. FIG. 3 is a diagram illustrating an example of determining an integrated delivery cycle through a delivery integrated management system according to one embodiment. FIG. 4 is a drawing for explaining a delivery integrated management method according to one embodiment. Specific details for implementing the invention

[0020] Hereinafter, various embodiments of this document are described with reference to the attached drawings.

[0021] The embodiments and the terms used therein are not intended to limit the technology described in this document to specific embodiments and should be understood to include various modifications, equivalents, and / or substitutions of said embodiments.

[0022] In describing various embodiments below, if it is determined that a detailed description of related known functions or configurations could unnecessarily obscure the essence of the invention, such detailed description will be omitted.

[0023] Furthermore, the terms described below are defined considering their functions in various embodiments, and these may vary depending on the intentions or practices of the user or operator. Therefore, their definitions should be based on the content throughout this specification.

[0024] In relation to the description of the drawings, similar reference numerals may be used for similar components.

[0025] A singular expression may include a plural expression unless the context clearly indicates otherwise.

[0026] In this document, expressions such as "A or B" or "at least one of A and / or B" may include all possible combinations of the items listed together.

[0027] Expressions such as "first," "second," "first," or "second" may modify the corresponding components regardless of order or importance, and are used merely to distinguish one component from another without limiting the components.

[0028] Where it is stated that a certain (e.g., first) component is "(functionally or telecommunicationally) connected" or "connected" to another (e.g., second) component, the certain component may be directly connected to the other component or connected through another component (e.g., third component).

[0029] In this specification, "configured to" may be used interchangeably with, depending on the context, for example, in hardware or software, "suitable for," "capable of," "modified to," "made to," "capable of," or "designed to."

[0030] In some situations, the expression "device configured to..." may mean that the device is "able to..." together with other devices or parts.

[0031] For example, the phrase “a processor configured (or set) to perform A, B, and C” may mean a dedicated processor for performing said operations (e.g., an embedded processor), or a general-purpose processor capable of performing said operations by executing one or more software programs stored in a memory device (e.g., a CPU or an application processor).

[0032] Also, the term 'or' means an inclusive or rather an exclusive or.

[0033] That is, unless otherwise noted or is not clear from the context, the expression 'x uses a or b' means any one of the natural inclusive permutations.

[0035] In the specific embodiments described above, the components included in the invention are expressed in the singular or plural according to the specific embodiments presented.

[0036] However, singular or plural expressions are selected to suit the situation presented for convenience of explanation, and the embodiments described above are not limited to singular or plural components; even if a component is expressed in the plural, it may be composed of a singular component, or even if a component is expressed in the singular, it may be composed of a plural component.

[0037] Meanwhile, although specific embodiments have been described in the description of the invention, it is obvious that various modifications are possible within the scope of the technical concept inherent in the various embodiments.

[0038] Therefore, the scope of the present invention should not be limited to the described embodiments, but should be defined by the claims set forth below as well as equivalents thereof.

[0040] FIG. 1 is a drawing for explaining a delivery integrated management system according to one embodiment.

[0041] Referring to FIG. 1, a delivery integrated management system (100) according to one embodiment can increase delivery efficiency and reduce costs by determining an integrated delivery cycle (i.e., an optimal delivery cycle) based on a time-based shipment integration policy, thereby establishing an efficient transportation plan and efficiently utilizing resources to minimize delivery time.

[0042] In addition, the delivery integrated management system (100) can provide an optimized route for each buyer by taking into account the buyer's location, thereby increasing customer satisfaction by delivering products to customers (i.e., buyers) as quickly and accurately as possible, and can increase repurchase rates and brand trust, and the supplier of goods can strengthen competitiveness in the market by providing customer-centric services.

[0043] Specifically, the shipment consolidation management system (100) can determine optimal shipping costs and shipping cycles by utilizing the shipment consolidation process and the pricing process and considering the importance of the buyer's location, thereby allowing the supplier to maximize long-term profits by providing each buyer with an optimized price and arrival time, and can maximize efficiency in the logistics and transportation sectors by effectively solving routing problems through the development of this methodology.

[0044] To this end, the delivery integrated management system (100) may include a data collection unit (110), a parameter derivation unit (120), and a delivery control unit (130).

[0045] A data collection unit (110) according to one embodiment can collect demand data from multiple buyers for at least one item.

[0046] For example, the buyer refers to a dental clinic, and at least one item may refer to an item used in a dental clinic, but is not limited thereto.

[0047] To give a more specific example, if the buyer is a dentist, the demand data may include at least one of the following information as shown in Table 1: 'number of dentists', 'total demand', 'monthly average demand', and 'daily average demand', but the demand data is not limited to this and may further include information necessary for deriving the delivery parameters described below (e.g., price information by item).

[0048]

[0050] A parameter derivation unit (120) according to one embodiment can derive delivery parameters based on demand data.

[0051] According to one side, the parameter derivation unit (120) can derive a delivery parameter corresponding to at least one of the demand quantity for goods, the price for goods, fixed processing costs, delivery costs, the working hours of drivers, the capacity of delivery vehicles, and demand sensitivity.

[0052] For example, the parameter derivation unit (120) can calculate demand sensitivity based on the order cycle and delivery costs, etc., based on existing demand data stored in advance, using order quantity information and price information for each item included in the demand data.

[0053] Preferably, the parameter derivation unit (120) can derive the parameters described below through Formulas 1 to 8 as delivery parameters.

[0054] A delivery control unit (130) according to one embodiment can calculate total revenue and total cost corresponding to demand data based on delivery parameters, and determine an integrated delivery cycle corresponding to demand data by considering total revenue and total cost.

[0055] For example, the delivery control unit (130) can determine the optimal integrated delivery cycle by applying a repair model (hereinafter, Equations 1 to 8) to determine the price based on the customer's demand sensitivity and delivery time, and by considering the total revenue and total cost based on the determination result.

[0056] Specifically, the delivery control unit (130) can calculate total revenue based on a preset demand function and a preset price function, calculate total cost based on the demand function and demand generated in a preset dispatch cycle, and determine an optimal integrated delivery cycle through calculations based on total revenue, total cost and dispatch cycle.

[0057] More specifically, the delivery control unit (130) can determine the optimal integrated delivery cycle through the following formula 1 based on total revenue, total cost and delivery cycle.

[0058] [Formula 1]

[0059]

[0060] Here, long-term profit, is total revenue, is the total cost, means the dispatch cycle.

[0061] In other words, the delivery control unit (130) is for long-term profit ( You can determine the integrated delivery cycle that maximizes ).

[0062] The delivery control unit (130) can calculate the total profit through the following formula 2.

[0063] [Formula 2]

[0064]

[0065] Here, is the demand function, represents the price function.

[0066] Additionally, the delivery control unit (130) can calculate the total cost based on at least one of a demand function, demand generated in the dispatch cycle, a fixed handling cost per dispatch cycle, a handling cost per item, the capacity of the delivery vehicle, the inventory maintenance cost of the item, the delivery cost of the item, and the transfer time of the item, and preferably, the delivery control unit (130) can calculate the total cost through the following formula 3.

[0067] [Formula 3]

[0068]

[0069] Here, is the buyer, is the dispatch cycle ( ) Star fixed processing costs, is the processing cost per unit product, is the capacity (capacity) of the delivery vehicle, is the inventory / holding cost per unit of time and per unit of product, is the dispatch cycle ( Demand in ), is delivery costs per unit of time and per unit of product, represents the time when the goods are transported to buyer i (i.e., the time when the goods arrive at the buyer - the time when transport using a delivery vehicle begins).

[0070] For example, the demand function ( ) is the buyer's maximum potential demand ( ), demand sensitivity to price( ), pre-set price function( ), pre-set lead time( ) and time required( Demand sensitivity to ) It may be a function that performs an operation based on at least one of ), and preferably a demand function ( ) can be derived through the following Equation 4.

[0071] [Equation 4]

[0072]

[0073] Also, the price function ( ) is the buyer's base price( ), sensitivity to delivery waiting time( ), time taken( ), price sensitivity to delivery time( Buyer ( from the location of ) and supplier (0) Distance to the location of ) It may be a function that performs an operation based on at least one of ), and preferably a price function ( ) can be derived through the following Equation 5.

[0074] [Formula 5]

[0075]

[0076] Also, the time required ( ) is the dispatch cycle ( ), item transport time( ) and the start time of product delivery( It can be calculated through an operation based on at least one of ), and preferably the time required ( ) can be derived through the following Equation 6.

[0077] [Equation 6]

[0078]

[0079] Also, the dispatch cycle ( Demand in ) ) can be derived through the following Equation 7.

[0080] [Equation 7]

[0081]

[0082] According to one side, the delivery control unit (130) can determine an optimal route for the delivery of goods based on at least one of delivery parameters and an integrated delivery cycle.

[0083] For example, the delivery control unit (130) can determine the optimal route based on at least one of the demand for goods, the price of goods, the working hours of drivers, and the capacity of the delivery vehicle.

[0084] According to one side, the delivery control unit (130) can determine at least one of the integrated delivery cycle and the optimal route based on the constraints of the following formula 8.

[0085] [Equation 8]

[0086]

[0087]

[0088]

[0089]

[0091] Here, is a binary variable (delivery vehicle buyer Next buyer '1' if visited, otherwise '0'), is the buyer's index, is the vehicle index, is a binary variable (delivery vehicle buyer 1 if visited, otherwise 0), is the maximum number of delivery vehicles, is the maximum working hours of delivery vehicle drivers, is the speed of the delivery vehicle, is a buyer from supplier (0) Distance to, is the buyer Buyer from It means the distance to.

[0092] Meanwhile, the delivery integrated management system (100) may be implemented as an online platform operated by a supplier of goods (e.g., an online inventory management platform), in which case the online platform may include a delivery management module, a delivery algorithm, a real-time update interface, and a customer feedback management system.

[0093] Specifically, the delivery management module refers to a module that performs order data collection, demand forecasting, route optimization, and real-time monitoring, and the delivery algorithm refers to an algorithm that establishes an optimal delivery plan and determines the route based on order data (i.e., demand data).

[0094] In addition, the real-time update interface refers to real-time data updates and a user interface for integration with an online platform, and the customer feedback management system refers to a system that collects and analyzes customer feedback to provide information for service improvement.

[0096] FIG. 2 is a drawing for further explaining a delivery integrated management system according to one embodiment.

[0097] Referring to FIG. 2, reference numeral 200 illustrates a shipment consolidation process performed in a shipment consolidation management system according to one embodiment.

[0098] In addition, in FIG. 2, reference numeral 210 indicates the start time for the accumulation of demand data, and reference numeral 220 indicates the start time for the delivery of goods corresponding to the demand data (i.e., It means ), and drawing symbol 230 means the point in time when the goods are consolidated and moved to a delivery vehicle (i.e., the point in time when transfer using a delivery vehicle begins), and drawing symbol 240 means the point in time when the goods arrive at the buyer.

[0099] Also, in Fig. 2 represents the dispatch cycle (i.e., the start time of transport using a delivery vehicle – the start time of demand data accumulation), and refers to the time when the goods are transported to the buyer (i.e., the time when the goods arrive at the buyer – the time when transport using a delivery vehicle begins), and is the time when the goods arrive at the buyer and the time when delivery of the goods begins (i.e., It means the difference of, refers to the entire delivery integration process cycle.

[0100] Specifically, a delivery integrated management system according to one embodiment collects demand data from multiple buyers for at least one item, derives delivery parameters based on the demand data, calculates total revenue and total cost corresponding to the demand data based on the delivery parameters, and can determine an integrated delivery cycle corresponding to the demand data by considering the total revenue and total cost.

[0101] In addition, the delivery integrated management system can determine the optimal route for the delivery of goods based on at least one of the delivery parameters and the integrated delivery cycle.

[0102] In other words, the delivery integration management system can accumulate demand when it arises from buyers, and when the optimal integrated delivery cycle arrives, it can perform the process of integrating the items based on the accumulated demand and delivering the relevant items to each buyer.

[0103] More specifically, in an online platform (e.g., a dental inventory management platform), when a buyer orders at least one item, the order can be forwarded to a supplier; however, if the supplier handles deliveries independently for orders from various buyers, delivery costs may increase.

[0104] Accordingly, the integrated delivery management system can merge demand from various buyers and proceed with the delivery of goods in bulk when a certain point in time (i.e., the integrated delivery cycle) is reached.

[0105] The delivery integrated management system can set optimal routes and costs based on the quantity of demand and the price of items. For example, the delivery integrated management system can assign different priorities to a first buyer who orders 10 inexpensive items such as masks or gloves and a second buyer who orders 10 expensive items such as implants, and when setting the optimal route, it can set the second buyer who ordered expensive items to have priority on the route.

[0106] In addition, the delivery integrated management system can consider the labor hours of drivers and the capacity of delivery vehicles when setting the optimal route. For example, if the demand from the first buyer and the second buyer exceeds the loading capacity of the delivery vehicle, the delivery integrated management system may determine the optimal route by dividing the delivery vehicle into two and delivering goods to the first buyer and the second buyer respectively via different routes.

[0107] Meanwhile, the current integrated delivery process conducts deliveries at optimal times, which can lead to buyer dissatisfaction due to delays in receiving goods. Therefore, an integrated delivery management system can minimize buyer dissatisfaction by considering the demand sensitivity to delivery costs, along with the demand sensitivity to delivery time, as variables for determining the integrated delivery cycle.

[0109] FIG. 3 is a diagram illustrating an example of determining an integrated delivery cycle through a delivery integrated management system according to one embodiment.

[0110] Referring to FIG. 3, reference numeral 300 illustrates the analysis results of the optimal route in the case where there is no shipment consolidation process (T = 0) and the case where the shipment cycle is 1 to 7 days (i.e., T = 1 to 7).

[0111] According to reference numeral 300, a delivery integrated management system according to one embodiment can derive delivery parameters based on collected demand data and determine an optimal delivery cycle (i.e., an integrated delivery cycle) by considering the optimal route and total profit calculated in response to the delivery parameters.

[0112] Specifically, the delivery integrated management system can determine T=3, which has the highest profit, as the optimal delivery cycle based on the optimal route from T=0 to T=7 shown in reference numeral 300 and the analysis results of the total profit shown in Table 2 below.

[0113]

[0115] FIG. 4 is a drawing for explaining a delivery integrated management method according to one embodiment.

[0116] Referring to FIG. 4, in step 410, the delivery integration management method can collect demand data from multiple buyers for at least one item in the data collection unit.

[0117] Next, in step 420, the delivery integration management method can derive delivery parameters based on demand data in the parameter derivation unit.

[0118] According to one side, in step 420, the delivery integration management method can derive delivery parameters corresponding to at least one of the demand quantity for goods, price for goods, fixed processing cost, delivery cost, labor hours of drivers, capacity of delivery vehicles, and demand sensitivity in the parameter derivation unit.

[0119] For example, in step 420, the delivery integration management method can calculate demand sensitivity based on the order cycle and delivery costs, etc., based on existing demand data stored in the parameter derivation unit by using order quantity information and price information for each item included in the demand data.

[0120] Preferably, in step 420, the delivery integration management method can derive the parameters of the above-described Equations 1 to 8 as delivery parameters in the parameter derivation unit.

[0121] Next, in step 430, the delivery integrated management method can calculate total revenue and total cost corresponding to demand data based on delivery parameters in the delivery control unit, and determine an integrated delivery cycle corresponding to demand data by considering the total revenue and total cost.

[0122] For example, in step 430, the delivery integration management method can determine the optimal integrated delivery cycle by applying a repair model in the delivery control unit to determine prices based on customer demand sensitivity and delivery time, and by considering total revenue and total costs based on the determination results.

[0123] Specifically, in step 430, the delivery integrated management method can calculate total revenue based on a pre-set demand function and a pre-set price function in the delivery control unit, calculate total cost based on the demand function and demand generated in a pre-set dispatch cycle, and determine the optimal integrated delivery cycle through calculations based on total revenue, total cost, and the dispatch cycle.

[0124] More specifically, in step 430, the delivery integration management method can determine the optimal integrated delivery cycle in the delivery control unit through Formula 1 based on total revenue, total cost, and the dispatch cycle.

[0125] According to one side, in step 430, the delivery integrated management method can calculate the total cost based on at least one of a demand function, demand generated in the dispatch cycle, a fixed handling cost per dispatch cycle, a handling cost per item, the capacity of the delivery vehicle, the inventory maintenance cost of the item, the delivery cost of the item, and the transfer time of the item at the delivery control unit.

[0126] Preferably, in step 430, the delivery integration management method can calculate total revenue in the delivery control unit through Equation 2 based on the demand function and the price function.

[0127] In addition, in step 430, the delivery integrated management method can calculate the total cost in the delivery control unit through Formula 3, which is based on fixed processing costs per dispatch cycle, processing costs per unit product, capacity of delivery vehicles, inventory / holding costs per unit time and per unit product, demand in the dispatch cycle, delivery costs per unit time and per unit product, and the time it takes to transport goods to the buyer.

[0128] For example, the demand function may be a function that performs an operation based on at least one of the maximum potential demand of buyers, demand sensitivity to price, a preset price function, a preset lead time, and demand sensitivity to lead time, and preferably, the demand function may be derived through Equation 4.

[0129] Additionally, the price function may be a function that performs calculations based on at least one of the buyer's base price, sensitivity to delivery waiting time, lead time, price sensitivity to delivery time, and distance from the supplier's location to the buyer's location, and preferably, the price function can be derived through Equation 5.

[0130] In addition, the time required can be calculated through a calculation based on at least one of the dispatch cycle, the transfer time of the goods, and the start time of delivery of the goods, and preferably, the time required can be derived through Equation 6.

[0131] Meanwhile, in step 430, the delivery integrated management method can determine the optimal route for the delivery of goods based on at least one of the delivery parameters and the integrated delivery cycle in the delivery control unit.

[0132] For example, in step 430, the delivery integrated management method can determine the optimal route in the delivery control unit based on at least one of the demand for goods, the price of goods, the working hours of drivers, and the capacity of delivery vehicles.

[0133] For a more specific example, in step 430, the delivery integration management method can assign different priorities to the first buyer who ordered the low-priced item and the second buyer who ordered the high-priced item in the delivery control unit, and determine the optimal route based on the priority, in which case the second buyer who ordered the high-priced item can be set to be placed in priority on the route.

[0134] In addition, in step 430, the delivery integrated management method may determine an optimal route in the delivery control unit so that if the demand from the first buyer and the second buyer exceeds the loading capacity of the delivery vehicle, the delivery vehicle is divided into two and goods are delivered to the first buyer and the second buyer respectively via different routes.

[0136] Ultimately, by utilizing the present invention, it is possible to determine the optimal integrated delivery cycle based on a time-based shipment integration policy, thereby increasing transportation efficiency and optimizing the logistics process to reduce costs.

[0137] In addition, by using the present invention, an optimized route can be provided to each buyer by taking into account the buyer's location.

[0139] Although the embodiments have been described above with reference to the limited drawings, those skilled in the art can make various modifications and variations from the description above. For example, suitable results can be achieved even if the described techniques are performed in a different order than described, and / or the components of the described system, structure, device, circuit, etc. are combined or assembled in a form different from described, or replaced or substituted by other components or equivalents.

[0140] Therefore, other implementations, other embodiments, and equivalents to the claims also fall within the scope of the claims set forth below. Explanation of the symbols

[0141] 100: Integrated Delivery Management System 110: Data Collection Unit 120: Parameter derivation unit 130: Delivery Control Unit

Claims

Claim 1 A delivery integrated management system comprising: a data collection unit for collecting demand data of multiple buyers for at least one item; a parameter derivation unit for deriving delivery parameters based on the demand data; and a delivery control unit for calculating total revenue and total cost corresponding to the demand data based on the delivery parameters, and determining an integrated delivery cycle corresponding to the demand data considering the total revenue and total cost, wherein the delivery control unit calculates the total revenue based on a preset demand function and a preset price function, calculates the total cost based on the demand function and demand occurring in a preset dispatch cycle, and determines the integrated delivery cycle to maximize the total profit through calculations based on the total revenue, the total cost, and the dispatch cycle. Claim 2 A delivery integrated management system according to claim 1, wherein the parameter derivation unit derives the delivery parameters corresponding to at least one of the demand quantity for the item, the price for the item, fixed processing costs, delivery costs, labor hours of drivers, capacity of delivery vehicles, and demand sensitivity. Claim 3 delete Claim 4 A delivery integrated management system according to claim 1, wherein the delivery control unit calculates the total cost based on at least one of the demand function, demand generated in the dispatch cycle, fixed processing cost per dispatch cycle, processing cost per item, capacity of the delivery vehicle, inventory maintenance cost of the item, delivery cost of the item, and transfer time of the item. Claim 5 A delivery integrated management system according to claim 1, wherein the demand function is a function that performs calculations based on at least one of the maximum potential demand of the buyer, demand sensitivity to price, a preset price function, a preset lead time, and demand sensitivity to lead time. Claim 6 A delivery integrated management system, wherein the price function is a function that performs calculations based on at least one of the buyer's base price, sensitivity to delivery waiting time, the lead time, price sensitivity to delivery time, and the distance from the supplier's location to the buyer's location. Claim 7 In paragraph 5, the above-mentioned time is calculated through a delivery integrated management system based on at least one of the above-mentioned dispatch cycle, the above-mentioned item transfer time, and the above-mentioned item delivery start time. Claim 8 In claim 1, the delivery control unit is a delivery integrated management system that determines an optimal route for the delivery of the goods based on at least one of the delivery parameters and the integrated delivery cycle. Claim 9 In claim 8, the delivery control unit determines the optimal route based on at least one of the demand for the goods, the price of the goods, the working hours of the drivers, and the capacity of the delivery vehicle. This is a delivery integrated management system. Claim 10 A delivery integrated management method comprising: a step of collecting demand data of multiple buyers for at least one item in a data collection unit; a step of deriving delivery parameters based on the demand data in a parameter derivation unit; and a step of calculating total revenue and total cost corresponding to the demand data based on the delivery parameters in a delivery control unit, and determining an integrated delivery cycle corresponding to the demand data by considering the total revenue and the total cost, wherein the step of determining the integrated delivery cycle calculates the total revenue based on a preset demand function and a preset price function, calculates the total cost based on the demand function and demand occurring in a preset dispatch cycle, and determines the integrated delivery cycle that maximizes the total profit through calculations based on the total revenue, the total cost, and the dispatch cycle.

Citation Information

Patent Citations

  • Systems and methods for outbound forecasting based on a fulfillment center priority value

    KR1020210033867A

  • Systems and methods for optimizing cost of goods sold

    KR1020210143687A

  • Regular delivery method and system that reflect the result of forecasting consumer demand

    KR1020220079249A

  • Server and method for providing route information for logistics based on transportation labour intensity

    KR1020220130356A

  • Data processing method and apparatus for material delivery

    WO2023097807A1