CN107705045A - A kind of production logistics intelligent distribution AGV system and its application based on cloud website framework - Google Patents

A kind of production logistics intelligent distribution AGV system and its application based on cloud website framework Download PDF

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CN107705045A
CN107705045A CN201711059041.8A CN201711059041A CN107705045A CN 107705045 A CN107705045 A CN 107705045A CN 201711059041 A CN201711059041 A CN 201711059041A CN 107705045 A CN107705045 A CN 107705045A
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agv
cloud platform
data
vehicles
module
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周军
周民法
张成梁
高新彪
皇攀凌
孟广辉
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Linyi Durui Intelligent Technology Co ltd
Shandong University
Shandong Alesmart Intelligent Technology Co Ltd
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Linyi Durui Intelligent Technology Co ltd
Shandong University
Shandong Alesmart Intelligent Technology Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/08Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • G06Q10/083Shipping
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0631Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/12Protocols specially adapted for proprietary or special-purpose networking environments, e.g. medical networks, sensor networks, networks in vehicles or remote metering networks
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/50Network services
    • H04L67/52Network services specially adapted for the location of the user terminal

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Abstract

The present invention relates to a kind of production logistics intelligent distribution AGV system based on cloud website framework and its application, including cloud platform, stand end and point end, wherein cloud platform to include looped network and the Cloud Server of Operational Data Analysis decision system;End of standing includes multiple AGV scheduler subsystems, and every AGV scheduler subsystems include at least one site server that corresponding plant area is responsible for AGV vehicle schedulings;Point end corresponds to multiple AGV vehicles under plant area including every AGV scheduler subsystems;Multiple AGV vehicles carry out live signal transmission by wireless aps, interchanger and station end, and end of standing is connected by wireless communication module with cloud platform signal to carry out data transmission.The present invention realizes concentrates purpose to more AGV distributed management and control and data, reach unified management, scheduling, monitoring and the analysis to more AGV, solve the problem that legacy system can not be controlled trans-regional standdle carrier span plant area AGV and data are concentrated, be truly realized the effective integration of data.

Description

It is a kind of based on cloud-stand-the production logistics intelligent distribution AGV system of a framework and its Using
Technical field
The present invention relates to it is a kind of based on cloud-stand-the production logistics intelligent distribution AGV system of a framework and its application, belong to Intelligent logistics technical field.
Background technology
There are for more than 60 years in self-navigation transport vehicle (Automated Guided Vehicle, AGV), to having turned at present One of point-to-point automatic material flow dispatching instrument of more ripe workshop level.In the research and practice process to prior art, skill Art personnel have found AGV scheduling system, and there are the following problems:(1) only solving the point-to-point automated material dispatching of workshop level will Ask, fail to consider from Lean Production, do not reach the quick material allocation of lean.(2) system rigidity is too strong, logistics route Later stage adjustment and modification difficulty it is larger, AGV is difficult to change logistics route by oneself changing production demand using producer itself. (3) AGV scheduling also fail to consider production status, equipment situation and AGV system some resources of production key elements in itself and lead Cause running efficiency of system low.(4) when being required in face of trans-regional more plant area's automatic material flow dispatchings, also only by each factory Area/workshop lacks data interaction between arranging the system for realize, causing each plant area/workshop one by one, does not reach efficiently collaboration life Production, can not carry out Centralized Monitoring, lack the concentration analysis to data and utilized with increment.
As industry 4.0 and intelligence manufacture implementation and personalized production requirement are increasingly strong, these fixations are ineffective It is living, blunt it is not quick, be independently not coordinated with, bad adaptability the problems such as it is more and more prominent.Meanwhile the trans-regional more workshops of more plant areas are managed Have become normality, in terms of solving material flows automation, existing AGV solution is exactly automatic by workshop progress AGV one by one Change deployment.Therefore the system data after existing AGV system deployment is dispersed in different location, it is difficult to accomplish in data set, it more difficult to enter The big data extraction and analysis of row AGV system.
The content of the invention
In view of the shortcomings of the prior art, the present invention provides a kind of production logistics intelligent distribution AGV system based on cloud framework, The system disclosure satisfy that the production system of trans-regional more plant areas cooperates with the efficient of more AGV, lean is quick and the thing of flexible customization Stream dispatching requires.
The present invention also provides the logistics distribution operating method of said system.
Technical scheme is as follows:
A kind of production logistics intelligent distribution AGV system based on cloud platform framework, including:
- cloud platform, the cloud platform include looped network and the Cloud Server of Operational Data Analysis decision system;
- end of standing, the station end include multiple AGV scheduler subsystems, and every AGV scheduler subsystems include corresponding plant area and are responsible for At least one site server of AGV vehicle schedulings;
- end, described end correspond to multiple AGV vehicles under plant area including every AGV scheduler subsystems;
The multiple AGV vehicles carry out live signal transmission by wireless aps, interchanger and station end, and the station end passes through nothing Line communication module is connected with cloud platform signal to carry out data transmission.
Preferably, the Cloud Server includes:A to multiple AGV scheduler subsystems under cloud platform framework appointing The product administration module with task management is assigned in business;B is to client's progress authentication and the power to accessing cloud platform interface The customer management module of checking;C is collecting plan distribution time during multiple AGV vehicle deliveries, actually start to dispense Time, the speed of service, run the last time, pause has avoided the last time, failure last time, has waited last time, charge number The high in the clouds efficiency big data analysis module of amount and weight data information;D is to during multiple AGV vehicle deliveries, collection is drawn The factor of AGV vehicle troubles is sent out, to station end AGV scheduler subsystems push failure in the case of AGV vehicle trouble incidence height Probabilistic information, the high in the clouds fault pre-alarming analysis module for causing AGV vehicle schedulings index to change.
Preferably, the Cloud Server also includes:E is counted greatly high in the clouds efficiency big data analysis module to be passed through to data Result after being analyzed according to analysis model is pushed to the multi-platform push technology module in high in the clouds of each terminal platform.
Preferably, the terminal platform includes mobile phone, PC computers and tablet personal computer.
Preferably, SSL communication encryption agreements are used between the station end and cloud platform.
Preferably, the site server includes:1. electronic map planning and designing module, using based on user's visualization interface The electronic map of pattern, electronic map are exported with XML file format, and path planning is carried out using AGV vehicle coordinates pattern;It is 2. real When scheduler module, using the real-time planning technology of logistics optimal path based on depth binary tree search algorithm, more AGV vehicles are existed Optimal path under multipath, multi-task state carries out rational management;3. order management module, the task order of setting is managed, Including increasing, deleting, changing, looking into, so as to change the data on station client database backstage;4. vehicle management module, termination receptor site end AGV cars of standing The information of vehicles sended over, is shown to console interface after corresponding with car number;5. conflict-solving module, end of standing exists Sent when AGV vehicle running paths clash according to conflict type and stop rushing for wait, again path planning or slow-down Prominent resolution policy.
Preferably, the AGV vehicles include AGV dollies and the AGV controllers and radio communication mold that are arranged on AGV dollies Block, AGV controllers carry out information transfer by wireless communication module and station end AGV scheduler subsystems, while AGV controllers receive Assignment instructions that the end AGV scheduler subsystems of standing are sent control the operation of AGV dollies.
Preferably, the Cloud Server also includes:Carry out integrated, storage and analysis the Hadoop modules of data;Carry out The YARN modules of resource management;It is scheduled using Zookeeper;The data that client database of standing uploads are carried out using HDFS Hadoop files store;Data are stored using HBase and Redis;Off-line calculation, Spark are carried out using MapReduce Calculated in real time;Realize that data warehouse is built using Hive, MLlib carries out data analysis.
Preferably, the station end AGV scheduler subsystems are to AGV vehicle Real-Time Schedulings, and AGV vehicles are with Fixed Time Interval Mode carries out information updating, and end AGV scheduler subsystems of standing carry out information updating in a manner of event driven.
Preferably, the task processing mode of the production logistics intelligent distribution AGV system based on cloud platform framework is taken The mode of task queue, under priority same case, system task takes the principle of first in first out, i.e., first asking for task is first Handled.In addition, open up new thread for task to handle task, make task processing not by other systems information Renewal disturbed, ensure the smooth execution of transport task.
A kind of operation method of the production logistics intelligent distribution AGV system based on cloud platform framework, comprises the following steps:
End AGV scheduler subsystems of standing send assignment instructions to multiple AGV vehicles under respective corresponding plant area, on AGV vehicles AGV controllers by wireless communication module receive site server send assignment instructions after, by AGV controllers control AGV The operation of vehicle;AGV vehicles regularly send the operation information of AGV vehicles, end of standing during job run to site server AGV scheduler subsystems utilize the data message that wireless communication technique is grasped to cloud platform real-time Transmission AGV scheduler subsystems, terminal Platform can log in cloud platform at any time and carry out information inspection and send task modification information to station end by cloud platform, and the end AGV that stands is adjusted Degree subsystem assigns new operating instruction according to task modification information to an end AGV vehicle.
The beneficial effects of the present invention are:
Present invention structure collects the AGV intelligent management platforms that integrated function is fed back in management, scheduling, monitoring and analysis, realizes Purpose is concentrated to more AGV distributed management and control and data, reaches unified management, scheduling, monitoring and the analysis to more AGV, is solved Traditional AGV system can not accomplish the problem concentrated to trans-regional standdle carrier span plant area AGV controls and data, be advantageous to and produce system Unify and be uploaded to the Cooperative Analysis that cloud platform carries out grouping of the world economy big data.Using the system architecture model of " cloud-stand-point ", grind Study carefully data resource fusion, data extraction and analysis and big data analysis and feedback push technology, structure high in the clouds intelligence AGV equipment Management platform, provided for intelligent AGV equipment and register, manage, monitoring functional group as core.Meanwhile it is big to study efficiency beyond the clouds Data analysis and fault pre-alarming analysis model, aid decision strategy is provided for the optimizing management of " station ", realized to the AGV controls of " station " end The full monitoring of system processed, reaches the purpose prejudged in advance to unknown problem or failure, also solves more trans-regional more plant areas in area The unified plan of producer goods delivery system and management problemses, it is truly realized the effective integration of data.
Brief description of the drawings
Fig. 1 is the general frame of cloud-a stand-production logistics intelligent distribution AGV system;
Fig. 2 is high in the clouds and station client information transfer mode;
Fig. 3 is a station end-end protocol function list figure;
Fig. 4 dispatches system for station end and includes function and module;
Fig. 5 is AGV vehicle trouble early warning analysis models;
Fig. 6 solves ideograph for point end AGV vehicle collisions;
Embodiment
The present invention will be further described by way of example and in conjunction with the accompanying drawings, but not limited to this.
Embodiment 1:
As shown in Figures 1 to 6, the present embodiment provides a kind of production logistics intelligent distribution AGV systems based on cloud platform framework System, including cloud platform, stand end and point end, carry out the transmission of data message using wireless communication technique between three, wherein:
- cloud platform, the cloud platform include looped network and the Cloud Server of Operational Data Analysis decision system;
- end of standing, the station end include multiple AGV scheduler subsystems, and each AGV scheduler subsystems correspond to a plant area, often One AGV scheduler subsystems include at least one site server that corresponding plant area is responsible for AGV vehicle schedulings, multiple site server distributions In multiple workshops, it is however generally that, a workshop is correspondingly arranged a site server;
- end, described end includes every AGV scheduler subsystems and corresponds to multiple AGV vehicles under plant area, in a workshop Multiple AGV vehicles can be placed with;
Multiple AGV vehicles carry out live signal transmission by wireless aps, interchanger and station end, and AGV vehicles are logical with station end Letter method can use technical scheme disclosed in the Chinese patent of Application No. 2017107955197, and end of standing passes through wireless telecommunications mould Block is connected with cloud platform signal to carry out data transmission, and the communication protocol stood between end and cloud platform uses SSL communication encryption agreements, Ensure the security in communication process.
Cloud Server includes:A is assigned and task to carry out task to multiple AGV scheduler subsystems under cloud platform framework The product administration module of management;B manages to carry out the client of authentication and power checking to the client for accessing cloud platform interface Manage module;C is collecting plan distribution time during multiple AGV vehicle deliveries, actual start distribution time, operation speed Spend, run the last time, pause has avoided the last time, failure plays the last time, has waited last time, load quantity and weight data The high in the clouds efficiency big data analysis module of information;D is to during multiple AGV vehicle deliveries, collection triggers AGV vehicle troubles Factor, in the case of AGV vehicle trouble incidence height to station end AGV scheduler subsystems push probability of malfunction information, cause The high in the clouds fault pre-alarming analysis module of AGV vehicle schedulings index change.
Cloud Server also includes:E to data by high in the clouds efficiency big data analysis module passing through big data analysis model Result after analysis is pushed to the multi-platform push technology module in high in the clouds of each terminal platform.Terminal platform includes mobile phone, PC Computer and tablet personal computer.
Site server includes:1. electronic map planning and designing module, using the electronics based on user's visualization interface pattern Map, electronic map are exported with XML file format, and path planning is carried out using AGV vehicle coordinates pattern;2. Real-Time Scheduling mould Block, using the real-time planning technology of logistics optimal path based on depth binary tree search algorithm, to more AGV vehicles multipath, Optimal path under multi-task state carries out rational management;3. order management module, the task order of setting is managed, including increase, Delete, change, look into, so as to change the data on station client database backstage;4. vehicle management module, termination receptor site end AGV vehicles of standing are sent The information of vehicles to come over, console interface is shown to after corresponding with car number;5. conflict-solving module, end of standing is in AGV cars When driving path clashes according to conflict type send stopping wait, path planning or the Conflict solving of slow-down again Strategy.
AGV vehicles include AGV dollies and the AGV controllers and wireless communication module that are arranged on AGV dollies, AGV controls Device carries out information transfer by wireless communication module and station end AGV scheduler subsystems, while AGV controllers receiving station end AGV is adjusted The assignment instructions that degree subsystem is sent control the operation of AGV dollies.In a workshop, AGV vehicles and manipulator, vehicle-mounted shifting When dynamic device is engaged operation, carried out by the way of task-driven, the task that AGV controllers are sent by receiving station end Instruct to control the operation of AGV dollies.
End AGV scheduler subsystems of standing carry out letter to AGV vehicle Real-Time Schedulings, AGV vehicles in a manner of Fixed Time Interval Breath renewal, end AGV scheduler subsystems of standing carry out information updating in a manner of event driven.Stand end site server and point end AGV vehicles are communicated by the way of assignment instructions, command content as shown in figure 3, including:A1. the attribute of enquiring vehicle refers to Order;A2. the real-time status instruction of enquiring vehicle;B1. the attribute instruction of query path;C1. the assignment instructions of order vehicle;D1. Force the instruction of control vehicle;D2. mode, the instruction of point operation control vehicle;E1. vehicle feeds dog instruction.
The task processing mode of production logistics intelligent distribution AGV system based on cloud platform framework takes the side of task queue Formula, under priority same case, system task takes the principle of first in first out, i.e., first asking for task is first handled.Remove Outside this, open up new thread for task and task is handled, task processing is not done by the renewal of other systems information Disturb, ensure the smooth execution of transport task.
Embodiment 2:
A kind of production logistics intelligent distribution AGV system based on cloud platform framework, system architecture as described in Example 1, its Difference is:Cloud Server also includes:Carry out integrated, storage and analysis the Hadoop modules of data;Carry out resource pipe The YARN modules of reason;It is scheduled using Zookeeper;The data that client database of standing uploads are subjected to Hadoop texts using HDFS Part stores;Data are stored using HBase and Redis;Off-line calculation is carried out using MapReduce, Spark carries out real-time Calculate;Realize that data warehouse is built using Hive, MLlib carries out data analysis.
Manager or user can access the Cloud Server for logging in cloud platform by terminal platform, monitor or check in real time All data messages in AGV system or each station end and the running situation for putting end, also can by terminal platform come change or under The assignment instructions of AGV vehicles are sent out, are realized with this to a control of end AGV vehicles.
Embodiment 3:
A kind of operation method of the production logistics intelligent distribution AGV system based on cloud platform framework as described in Example 2, Its specific work process is as follows:
End AGV scheduler subsystems of standing send assignment instructions to multiple AGV vehicles under respective corresponding plant area, on AGV vehicles AGV controllers by wireless communication module receive site server send assignment instructions after, by AGV controllers control AGV The operation of vehicle;AGV vehicles regularly send the operation information of AGV vehicles, end of standing during job run to site server AGV scheduler subsystems utilize the data message that wireless communication technique is grasped to cloud platform real-time Transmission AGV scheduler subsystems, management Person can carry out information inspection and by cloud platform to station by the mobile phone of terminal platform, computer to log in the Cloud Server of cloud platform Transmission task modification information is held, end AGV scheduler subsystems of standing assign new operation according to task modification information to an end AGV vehicle Instruction.

Claims (10)

  1. A kind of 1. production logistics intelligent distribution AGV system based on cloud platform framework, it is characterised in that including:
    - cloud platform, the cloud platform include looped network and the Cloud Server of Operational Data Analysis decision system;
    - end of standing, the station end include multiple AGV scheduler subsystems, and every AGV scheduler subsystems include corresponding plant area and are responsible for AGV At least one site server of vehicle scheduling;
    - end, described end correspond to multiple AGV vehicles under plant area including every AGV scheduler subsystems;
    The multiple AGV vehicles carry out live signal transmission by wireless aps, interchanger and station end, and the station end passes through channel radio News module is connected with cloud platform signal to be carried out data transmission.
  2. 2. the production logistics intelligent distribution AGV system based on cloud platform framework as claimed in claim 1, it is characterised in that institute Stating Cloud Server includes:A assigns the multiple AGV scheduler subsystems under cloud platform framework are carried out with task and task management Product administration module;B is to client's progress authentication to access cloud platform interface and the customer management module of power checking; C is collecting plan distribution time during multiple AGV vehicle deliveries, actual start distribution time, the speed of service, run Last time, pause have avoided the last time, failure plays the last time, has waited the cloud of last time, load quantity and weight data information Hold efficiency big data analysis module;For d to during multiple AGV vehicle deliveries, collection triggers the factor of AGV vehicle troubles, To station end AGV scheduler subsystems push probability of malfunction information in the case of AGV vehicle trouble incidence height, cause AGV vehicles The high in the clouds fault pre-alarming analysis module of regulation index change.
  3. 3. the production logistics intelligent distribution AGV system based on cloud platform framework as claimed in claim 2, it is characterised in that institute Stating Cloud Server also includes:E by big data analysis model to data by high in the clouds efficiency big data analysis module analyzing it Result afterwards is pushed to the multi-platform push technology module in high in the clouds of each terminal platform;
    The terminal platform includes mobile phone, PC computers and tablet personal computer.
  4. 4. the production logistics intelligent distribution AGV system based on cloud platform framework as claimed in claim 1, it is characterised in that institute State and use SSL communication encryption agreements between station end and cloud platform.
  5. 5. the production logistics intelligent distribution AGV system based on cloud platform framework as claimed in claim 1, it is characterised in that institute Stating site server includes:1. electronic map planning and designing module, using the electronic map based on user's visualization interface pattern, electricity Sub- map is exported with XML file format, and path planning is carried out using AGV vehicle coordinates pattern;2. Real-Time Scheduling module, using base In the real-time planning technology of logistics optimal path of depth binary tree search algorithm, to more AGV vehicles in multipath, multi-task state Under optimal path carry out rational management;3. order management module, manages the task order of setting, including increases, deletes, changes, looks into, from And change the data on station client database backstage;4. vehicle management module, the vehicle letter that termination receptor site end AGV vehicles send over of standing Breath, is shown to console interface after corresponding with car number;5. conflict-solving module, end of standing is sent out in AGV vehicle running paths Stopping wait, again path planning or the conflict-solving strategy of slow-down are sent according to conflict type during raw conflict.
  6. 6. the production logistics intelligent distribution AGV system based on cloud platform framework as claimed in claim 1, it is characterised in that institute Stating AGV vehicles includes AGV dollies and the AGV controllers and wireless communication module that are arranged on AGV dollies, AGV controllers by Wireless communication module carries out information transfer, while AGV controllers receiving station end AGV scheduling subsystems with station end AGV scheduler subsystems The assignment instructions sent of uniting control the operation of AGV dollies.
  7. 7. the production logistics intelligent distribution AGV system based on cloud platform framework as claimed in claim 1, it is characterised in that institute Stating Cloud Server also includes:Carry out integrated, storage and analysis the Hadoop modules of data;Carry out the YARN moulds of resource management Block;It is scheduled using Zookeeper;The data that client database of standing uploads are subjected to Hadoop file storages using HDFS;Profit Data are stored with HBase and Redis;Off-line calculation is carried out using MapReduce, Spark is calculated in real time;Utilize Hive realizes that data warehouse is built, and MLlib carries out data analysis.
  8. 8. the production logistics intelligent distribution AGV system based on cloud platform framework as claimed in claim 1, it is characterised in that institute State station end AGV scheduler subsystems and information updating carried out in a manner of Fixed Time Interval to AGV vehicle Real-Time Schedulings, AGV vehicles, End AGV scheduler subsystems of standing carry out information updating in a manner of event driven.
  9. 9. the production logistics intelligent distribution AGV system based on cloud platform framework as claimed in claim 1, it is characterised in that institute The task processing mode for stating the production logistics intelligent distribution AGV system based on cloud platform framework takes the mode of task queue, Under priority same case, system task takes the principle of first in first out, i.e., first asking for task is first handled.
  10. 10. a kind of production logistics intelligent distribution AGV system based on cloud platform framework as described in claim any one of 1-9 Operation method, comprise the following steps:
    End AGV scheduler subsystems of standing send assignment instructions to multiple AGV vehicles under respective corresponding plant area, the AGV on AGV vehicles After controller receives the assignment instructions that site server is sent by wireless communication module, AGV vehicles are controlled by AGV controllers Operation;AGV vehicles regularly send the operation information of AGV vehicles, the end AGV that stands scheduling during job run to site server Subsystem utilizes the data message that wireless communication technique is grasped to cloud platform real-time Transmission AGV scheduler subsystems, and terminal platform can Cloud platform is logged at any time to carry out information inspection and send task modification information, the end AGV that stands scheduling subsystems to station end by cloud platform System assigns new operating instruction according to task modification information to an end AGV vehicle.
CN201711059041.8A 2017-11-01 2017-11-01 A kind of production logistics intelligent distribution AGV system and its application based on cloud website framework Pending CN107705045A (en)

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CN111415026A (en) * 2019-01-08 2020-07-14 北京京东尚科信息技术有限公司 Unmanned equipment scheduling device, system and method
CN111452884A (en) * 2019-01-18 2020-07-28 北京京东尚科信息技术有限公司 Automatic navigation vehicle with fire extinguishing function and method for extinguishing fire by using automatic navigation vehicle
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CN111781928A (en) * 2020-06-30 2020-10-16 杭州海康机器人技术有限公司 AGV access method, AGV access device, scheduling system, dispatching equipment and storage medium
CN111815158A (en) * 2020-07-07 2020-10-23 中船重工信息科技有限公司 Horizontal transportation scheduling system for container terminal
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CN111861313A (en) * 2020-07-02 2020-10-30 昆山同日工业自动化有限公司 Intelligent logistics distribution method based on 5G network
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CN114281048A (en) * 2021-12-28 2022-04-05 哈尔滨工业大学芜湖机器人产业技术研究院 AGV intelligent management system based on industry internet
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CN111452884A (en) * 2019-01-18 2020-07-28 北京京东尚科信息技术有限公司 Automatic navigation vehicle with fire extinguishing function and method for extinguishing fire by using automatic navigation vehicle
CN109782719A (en) * 2019-01-25 2019-05-21 芜湖智久机器人有限公司 A kind of warehouse logistics planning system and method
CN109839935A (en) * 2019-02-28 2019-06-04 华东师范大学 The paths planning method and equipment of more AGV
WO2021042292A1 (en) * 2019-09-04 2021-03-11 北京图森智途科技有限公司 Hub service area demand resolution system and method
CN110780651A (en) * 2019-11-01 2020-02-11 四川长虹电器股份有限公司 AGV dispatching system and method
CN111754082A (en) * 2020-06-01 2020-10-09 湖南大学 Intelligent delivery system
CN111844022A (en) * 2020-06-22 2020-10-30 北京九曜智能科技有限公司 Vehicle gauge level safety strategy configuration system
CN111781928A (en) * 2020-06-30 2020-10-16 杭州海康机器人技术有限公司 AGV access method, AGV access device, scheduling system, dispatching equipment and storage medium
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CN111861313A (en) * 2020-07-02 2020-10-30 昆山同日工业自动化有限公司 Intelligent logistics distribution method based on 5G network
CN111815158A (en) * 2020-07-07 2020-10-23 中船重工信息科技有限公司 Horizontal transportation scheduling system for container terminal
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Application publication date: 20180216