CN108364105A - A kind of purpose optimal method of logistics distribution circuit - Google Patents

A kind of purpose optimal method of logistics distribution circuit Download PDF

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Publication number
CN108364105A
CN108364105A CN201810160932.0A CN201810160932A CN108364105A CN 108364105 A CN108364105 A CN 108364105A CN 201810160932 A CN201810160932 A CN 201810160932A CN 108364105 A CN108364105 A CN 108364105A
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China
Prior art keywords
vehicle
logistics
distribution circuit
distribution
logistics distribution
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CN201810160932.0A
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Inventor
童财宝
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Zhenjiang Bauer Logistics Ltd By Share Ltd
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Zhenjiang Bauer Logistics Ltd By Share Ltd
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Priority to CN201810160932.0A priority Critical patent/CN108364105A/en
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/04Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • G06Q10/047Optimisation of routes or paths, e.g. travelling salesman problem
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/08Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • G06Q10/083Shipping
    • G06Q10/0835Relationships between shipper or supplier and carriers
    • G06Q10/08355Routing methods

Abstract

The invention discloses a kind of purpose optimal methods of logistics distribution circuit, include the following steps, modeling description, including distribution vehicle route planning, distribution vehicle type are carried out to logistics distribution circuit;Establish the constraints of distribution vehicle route planning;In conjunction with the needs of transported article, send vehicle minimum;GIS information management systems are integrated on Logistics Transport Management Information System, the path optimization of target point, which operates, to be realized to the vehicle sent, generic line is selected to carry out goods transportation;According to obtain it is minimum send vehicle and generic line, carry out logistics transportation to article provides the effective rate of utilization of Transportation Enterprises service level and resource, has a good application prospect so as to greatly save cost.

Description

A kind of purpose optimal method of logistics distribution circuit
Technical field
The present invention relates to logistics distribution technical fields, and in particular to a kind of purpose optimal method of logistics distribution circuit.
Background technology
Logistics aims at the logistics demand for meeting consumer with minimum expense.Logistics distribution is in logistics system Thimble section includes the most of operations of logistics system.The main economic activity of dispatching is delivery, is with modern design awareness, labour Means support, a kind of mode of the combination of " the matching " and " sending " of the realization that relies on scientific and technological advances, is according to certain user Demand is sorted, with work such as goods in logistics node, and gives the cargo prepared to consignee in time with most reasonable manner A process.In nature, dispatching is a kind of types of transportation, is to realize goods and materials space displacement.Reasonable arrangement transports, fully Using the advantage of various forms of transport, real-time control etc., which is important spy of the modern logistics in transport field, to be realized to transportational process Sign.In the case where logistics instantly is very flourishing with industry, the information sharing of logistics distribution how is realized, reduce data redundancy, really The consistency for protecting data makes enterprise more effectively utilize limited resource, reduces cost, improve the market competitiveness of enterprise, Larger economic benefit is obtained, is the critical issue that current logistics distribution encounters.
Invention content
The purpose of the present invention is overcome the vehicle scheduling of the vehicle of existing most of Third-party Logistics Enterprise be still according to Manually mode, the problem that transport resource can not be utilized rationally and operation cost is too high.The logistics distribution circuit of the present invention Purpose optimal method carries out modeling description, including distribution vehicle route planning, distribution vehicle type to logistics distribution circuit;It builds The constraints of vertical distribution vehicle route planning;In conjunction with the needs of transported article, send vehicle minimum;By GIS information It manages in the system integration to Logistics Transport Management Information System, the optimization of shortest path is realized, so as to greatly save into This, provides the effective rate of utilization of Transportation Enterprises service level and resource, has a good application prospect.
In order to achieve the above object, the technical solution adopted in the present invention is:
A kind of purpose optimal method of logistics distribution circuit, includes the following steps,
Step(A), modeling description, including distribution vehicle route planning, distribution vehicle type are carried out to logistics distribution circuit;
Step(B), establish the constraints of distribution vehicle route planning;
Step(C), logistics distribution line optimization is carried out according to constraints and sends vehicle minimum in conjunction with the needs of transported article ;
Step(D), GIS information management systems are integrated on Logistics Transport Management Information System, for matching to logistics transportation Road is sent to be managed collectively;
Step(E), by GIS spatial analysis, the path optimization of target point, which operates, to be realized to the vehicle sent, selects generic line Carry out goods transportation;
Step(F), step(C)What is obtained minimum sends vehicle and step(E)Obtained generic line carries out logistics to article Transport.
A kind of purpose optimal method of logistics distribution circuit above-mentioned, step(A), the distribution vehicle route planning, The optimal route of target point is reached from originating point;
The distribution vehicle type is divided into loading, unloading and handling according to task feature and mixes;Temporally constraint is divided into having time Window and without time window;It is divided into fully loaded and undercapacity according to cargo situation;It is divided into single-type and multi-vehicle-type by vehicle;By optimization Target is divided into single goal and multiple target.
A kind of purpose optimal method of logistics distribution circuit above-mentioned, step(B), constraints, including it is as follows,
(B1), the inadequate carload of article of each client's point, each car need to undertake the transport task of multiple client's points;
(B2), no time window limitation, article only needs to reach in specified some day, without period requirement;
(B3), vehicle needs to remove loading or unloading to several places;
(B4), vehicle is multi-vehicle-type, and a variety of models loading capacity is different;
(B5), the one-way of route, vehicle is from home-delivery center, if returning to home-delivery center after doing, each dispenses a little Cargo all provided by vehicle, and travel direction of the vehicle between task point is continuous consistent, i.e., each demand Point is only primary by a vehicle service.
A kind of purpose optimal method of logistics distribution circuit above-mentioned, step(C), logistics distribution is carried out according to constraints Line optimizes, and in conjunction with the needs of transported article, sends vehicle minimum, according to the needs of transport article, pays the utmost attention to various Vehicle loading capacity considers further that each car need to undertake the transport task of multiple client's points.
A kind of purpose optimal method of logistics distribution circuit above-mentioned, step(D), GIS information management systems are integrated into It on Logistics Transport Management Information System, is managed collectively for the dispatching road to logistics transportation, including road network is integrated With delivery point distributed information integration,
The integrated content belonged in GIS information management systems of the road network, need with shortest circuit, path optimizing and Map match provides reference frame, and automated path establishes length, road level of hierarchy, speed and the vehicle for needing to be accurate to path Same sex classification, single two pass;The positioning operation of vehicle, need to be accurate to the title in street, every terrestrial reference, user title and The position attribution of contact method and dispatching person's self-defining;
The delivery point distributed information integration, belongs to the content of Logistics Transport Management Information System, wherein comprising can uniquely comment Sentence its existing geographical attribute, geographical attribute includes the title in street, geographic coordinate information.
A kind of purpose optimal method of logistics distribution circuit above-mentioned, step(E), by GIS spatial analysis, to what is sent Vehicle realizes path optimization's operation of target point, selects generic line to carry out goods transportation, path optimization is according to GIS message tubes The real-time road that reason system provides is adjusted in real time.
The beneficial effects of the invention are as follows:The purpose optimal method of the logistics distribution circuit of the present invention, to logistics distribution circuit Carry out modeling description, including distribution vehicle route planning, distribution vehicle type;Establish the constraint item of distribution vehicle route planning Part;In conjunction with the needs of transported article, send vehicle minimum;GIS information management systems are integrated into material handling management In information system, the optimization of shortest path is realized, so as to greatly save cost, provide Transportation Enterprises service level And the effective rate of utilization of resource, it has a good application prospect.
Description of the drawings
Fig. 1 is the flow chart of the purpose optimal method of the logistics distribution circuit of the present invention.
Specific implementation mode
Below in conjunction with Figure of description, the present invention is further illustrated.
As shown in Figure 1, the purpose optimal method of the logistics distribution circuit of the present invention, includes the following steps,
Step(A), modeling description, including distribution vehicle route planning, distribution vehicle type are carried out to logistics distribution circuit, it is described Distribution vehicle route planning, in the optimal route for reaching target point from originating point;
The distribution vehicle type is divided into loading, unloading and handling according to task feature and mixes;Temporally constraint is divided into having time Window and without time window;It is divided into fully loaded and undercapacity according to cargo situation;It is divided into single-type and multi-vehicle-type by vehicle;By optimization Target is divided into single goal and multiple target;
Step(B), establish the constraints of distribution vehicle route planning, specifically include it is as follows,
(B1), the inadequate carload of article of each client's point, each car need to undertake the transport task of multiple client's points;
(B2), no time window limitation, article only needs to reach in specified some day, without period requirement;
(B3), vehicle needs to remove loading or unloading to several places;
(B4), vehicle is multi-vehicle-type, and a variety of models loading capacity is different;
(B5), the one-way of route, vehicle is from home-delivery center, if returning to home-delivery center after doing, each dispenses a little Cargo all provided by vehicle, and travel direction of the vehicle between task point is continuous consistent, i.e., each demand Point is only primary by a vehicle service;
Step(C), logistics distribution line optimization is carried out according to constraints and sends vehicle minimum in conjunction with the needs of transported article , according to the needs of transport article, a variety of models loading capacity is paid the utmost attention to, considers further that each car need to undertake multiple client's points Transport task;
Step(D), GIS information management systems are integrated on Logistics Transport Management Information System, for matching to logistics transportation Road is sent to be managed collectively, including road network integrates and delivery point distributed information integration,
The integrated content belonged in GIS information management systems of the road network, need with shortest circuit, path optimizing and Map match provides reference frame, and automated path establishes length, road level of hierarchy, speed and the vehicle for needing to be accurate to path Same sex classification, single two pass;The positioning operation of vehicle, need to be accurate to the title in street, every terrestrial reference, user title and The position attribution of contact method and dispatching person's self-defining;
The delivery point distributed information integration, belongs to the content of Logistics Transport Management Information System, wherein comprising can uniquely comment Sentence its existing geographical attribute, geographical attribute includes the title in street, geographic coordinate information;
Step(E), by GIS spatial analysis, the path optimization of target point, which operates, to be realized to the vehicle sent, selects generic line Goods transportation is carried out, path optimization is that the real-time road provided according to GIS information management systems is adjusted in real time;
Step(F), step(C)What is obtained minimum sends vehicle and step(E)Obtained generic line carries out logistics to article Transport.
In conclusion the purpose optimal method of the logistics distribution circuit of the present invention, carries out modeling to logistics distribution circuit and retouches It states, including distribution vehicle route planning, distribution vehicle type;Establish the constraints of distribution vehicle route planning;In conjunction with being transported The needs of defeated article send vehicle minimum;GIS information management systems are integrated on Logistics Transport Management Information System, The optimization for realizing shortest path provides Transportation Enterprises service level and resource so as to greatly save cost Effective rate of utilization has a good application prospect.
The basic principles and main features and advantage of the present invention have been shown and described above.The technical staff of the industry should Understand, the present invention is not limited to the above embodiments, and the above embodiments and description only describe the originals of the present invention Reason, without departing from the spirit and scope of the present invention, various changes and improvements may be made to the invention, these changes and improvements It all fall within the protetion scope of the claimed invention.The claimed scope of the invention is by appended claims and its equivalent circle It is fixed.

Claims (6)

1. a kind of purpose optimal method of logistics distribution circuit, it is characterised in that:Include the following steps,
Step(A), modeling description, including distribution vehicle route planning, distribution vehicle type are carried out to logistics distribution circuit;
Step(B), establish the constraints of distribution vehicle route planning;
Step(C), logistics distribution line optimization is carried out according to constraints and sends vehicle minimum in conjunction with the needs of transported article ;
Step(D), GIS information management systems are integrated on Logistics Transport Management Information System, for matching to logistics transportation Road is sent to be managed collectively;
Step(E), by GIS spatial analysis, the path optimization of target point, which operates, to be realized to the vehicle sent, selects generic line Carry out goods transportation;
Step(F), step(C)What is obtained minimum sends vehicle and step(E)Obtained generic line carries out logistics to article Transport.
2. a kind of purpose optimal method of logistics distribution circuit according to claim 1, it is characterised in that:Step(A), institute Distribution vehicle route planning is stated, in the optimal route for reaching target point from originating point;
The distribution vehicle type is divided into loading, unloading and handling according to task feature and mixes;Temporally constraint is divided into having time Window and without time window;It is divided into fully loaded and undercapacity according to cargo situation;It is divided into single-type and multi-vehicle-type by vehicle;By optimization Target is divided into single goal and multiple target.
3. a kind of purpose optimal method of logistics distribution circuit according to claim 1, it is characterised in that:Step(B), about Beam condition, including it is as follows,
(B1), the inadequate carload of article of each client's point, each car need to undertake the transport task of multiple client's points;
(B2), no time window limitation, article only needs to reach in specified some day, without period requirement;
(B3), vehicle needs to remove loading or unloading to several places;
(B4), vehicle is multi-vehicle-type, and a variety of models loading capacity is different;
(B5), the one-way of route, vehicle is from home-delivery center, if returning to home-delivery center after doing, each dispenses a little Cargo all provided by vehicle, and travel direction of the vehicle between task point is continuous consistent, i.e., each demand Point is only primary by a vehicle service.
4. a kind of purpose optimal method of logistics distribution circuit according to claim 3, it is characterised in that:Step(C), root Carry out logistics distribution line optimization according to constraints sends vehicle minimum in conjunction with the needs of transported article, according to transport object The needs of product pay the utmost attention to a variety of models loading capacity, consider further that each car need to undertake the transport task of multiple client's points.
5. a kind of purpose optimal method of logistics distribution circuit according to claim 1, it is characterised in that:Step(D), will GIS information management systems are integrated on Logistics Transport Management Information System, and unification is carried out for the dispatching road to logistics transportation Management, including road network integrates and delivery point distributed information integration,
The integrated content belonged in GIS information management systems of the road network, need with shortest circuit, path optimizing and Map match provides reference frame, and automated path establishes length, road level of hierarchy, speed and the vehicle for needing to be accurate to path Same sex classification, single two pass;The positioning operation of vehicle, need to be accurate to the title in street, every terrestrial reference, user title and The position attribution of contact method and dispatching person's self-defining;
The delivery point distributed information integration, belongs to the content of Logistics Transport Management Information System, wherein comprising can uniquely comment Sentence its existing geographical attribute, geographical attribute includes the title in street, geographic coordinate information.
6. a kind of purpose optimal method of logistics distribution circuit according to claim 5, it is characterised in that:Step(E), lead to GIS spatial analysis is crossed, the path optimization of target point, which operates, to be realized to the vehicle sent, generic line is selected to carry out goods transportation, Path optimization is that the real-time road provided according to GIS information management systems is adjusted in real time.
CN201810160932.0A 2018-02-26 2018-02-26 A kind of purpose optimal method of logistics distribution circuit Pending CN108364105A (en)

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Cited By (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109726863A (en) * 2018-12-26 2019-05-07 深圳市北斗智能科技有限公司 A kind of material-flow method and system of multiple-objection optimization
CN109740910A (en) * 2018-12-27 2019-05-10 秒针信息技术有限公司 Haulage vehicle determines method and apparatus
CN110163441A (en) * 2019-05-24 2019-08-23 国网北京市电力公司 The transmission method and device of order distribution route
CN110717716A (en) * 2019-10-10 2020-01-21 安徽九州通智能科技有限公司 Cloud logistics platform and construction method
CN110826951A (en) * 2018-08-10 2020-02-21 北京京东尚科信息技术有限公司 Transportation line stowage method and device, electronic equipment and computer readable medium
CN111275383A (en) * 2020-01-19 2020-06-12 腾讯云计算(北京)有限责任公司 Distribution range generation method and device, computer equipment and storage medium
CN111598341A (en) * 2020-05-18 2020-08-28 广东电网有限责任公司 Electric power material distribution method and system based on material allocation and path optimization
CN111950758A (en) * 2019-05-17 2020-11-17 拉扎斯网络科技(上海)有限公司 Distribution path planning method, device, server and storage medium
CN111985683A (en) * 2020-07-14 2020-11-24 华南理工大学 Path optimization method for material distribution of multi-target discrete assembly workshop
CN112418584A (en) * 2019-08-23 2021-02-26 深圳顺丰泰森控股(集团)有限公司 Task planning method and device, computer equipment and storage medium
CN113393183A (en) * 2020-03-12 2021-09-14 深圳顺丰泰森控股(集团)有限公司 Express delivery transfer mode planning method and device, server and storage medium
CN113743848A (en) * 2020-06-10 2021-12-03 北京京东振世信息技术有限公司 Method and device for configuring logistics transportation route
CN114757629A (en) * 2022-06-16 2022-07-15 北京京东振世信息技术有限公司 Article distribution method, vehicle type information transmission method, apparatus, device, and medium
CN115375044A (en) * 2022-10-24 2022-11-22 成都易速物流有限公司 Method for optimizing distribution route in real time by real-time running of cold chain transport vehicle

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101561897A (en) * 2008-04-17 2009-10-21 北京中食新华科技有限公司 Method for analyzing and modeling logistics information
CN104504459A (en) * 2014-12-08 2015-04-08 上海维祥信息技术有限公司 Method and system for optimizing logistics transportation

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101561897A (en) * 2008-04-17 2009-10-21 北京中食新华科技有限公司 Method for analyzing and modeling logistics information
CN104504459A (en) * 2014-12-08 2015-04-08 上海维祥信息技术有限公司 Method and system for optimizing logistics transportation

Cited By (18)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110826951A (en) * 2018-08-10 2020-02-21 北京京东尚科信息技术有限公司 Transportation line stowage method and device, electronic equipment and computer readable medium
CN109726863A (en) * 2018-12-26 2019-05-07 深圳市北斗智能科技有限公司 A kind of material-flow method and system of multiple-objection optimization
CN109740910A (en) * 2018-12-27 2019-05-10 秒针信息技术有限公司 Haulage vehicle determines method and apparatus
CN111950758A (en) * 2019-05-17 2020-11-17 拉扎斯网络科技(上海)有限公司 Distribution path planning method, device, server and storage medium
CN110163441A (en) * 2019-05-24 2019-08-23 国网北京市电力公司 The transmission method and device of order distribution route
CN112418584A (en) * 2019-08-23 2021-02-26 深圳顺丰泰森控股(集团)有限公司 Task planning method and device, computer equipment and storage medium
CN110717716A (en) * 2019-10-10 2020-01-21 安徽九州通智能科技有限公司 Cloud logistics platform and construction method
CN111275383A (en) * 2020-01-19 2020-06-12 腾讯云计算(北京)有限责任公司 Distribution range generation method and device, computer equipment and storage medium
CN111275383B (en) * 2020-01-19 2023-04-07 腾讯云计算(北京)有限责任公司 Distribution range generation method and device, computer equipment and storage medium
CN113393183A (en) * 2020-03-12 2021-09-14 深圳顺丰泰森控股(集团)有限公司 Express delivery transfer mode planning method and device, server and storage medium
CN111598341A (en) * 2020-05-18 2020-08-28 广东电网有限责任公司 Electric power material distribution method and system based on material allocation and path optimization
CN111598341B (en) * 2020-05-18 2023-09-08 广东电网有限责任公司 Power material distribution method and system based on material distribution and path optimization
CN113743848A (en) * 2020-06-10 2021-12-03 北京京东振世信息技术有限公司 Method and device for configuring logistics transportation route
CN113743848B (en) * 2020-06-10 2023-11-03 北京京东振世信息技术有限公司 Logistics transportation route configuration method and device
CN111985683A (en) * 2020-07-14 2020-11-24 华南理工大学 Path optimization method for material distribution of multi-target discrete assembly workshop
CN111985683B (en) * 2020-07-14 2023-10-24 华南理工大学 Path optimization method for material distribution of multi-target discrete assembly workshop
CN114757629A (en) * 2022-06-16 2022-07-15 北京京东振世信息技术有限公司 Article distribution method, vehicle type information transmission method, apparatus, device, and medium
CN115375044A (en) * 2022-10-24 2022-11-22 成都易速物流有限公司 Method for optimizing distribution route in real time by real-time running of cold chain transport vehicle

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