CN108462983A - Based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements - Google Patents

Based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements Download PDF

Info

Publication number
CN108462983A
CN108462983A CN201810193483.XA CN201810193483A CN108462983A CN 108462983 A CN108462983 A CN 108462983A CN 201810193483 A CN201810193483 A CN 201810193483A CN 108462983 A CN108462983 A CN 108462983A
Authority
CN
China
Prior art keywords
robot
routing
node
route
muti
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CN201810193483.XA
Other languages
Chinese (zh)
Other versions
CN108462983B (en
Inventor
朱洪波
卢钊
余雪勇
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Nanjing Post and Telecommunication University
Nanjing University of Posts and Telecommunications
Original Assignee
Nanjing Post and Telecommunication University
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Nanjing Post and Telecommunication University filed Critical Nanjing Post and Telecommunication University
Priority to CN201810193483.XA priority Critical patent/CN108462983B/en
Publication of CN108462983A publication Critical patent/CN108462983A/en
Application granted granted Critical
Publication of CN108462983B publication Critical patent/CN108462983B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W40/00Communication routing or communication path finding
    • H04W40/02Communication route or path selection, e.g. power-based or shortest path routing
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L45/00Routing or path finding of packets in data switching networks
    • H04L45/02Topology update or discovery
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L45/00Routing or path finding of packets in data switching networks
    • H04L45/22Alternate routing
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L45/00Routing or path finding of packets in data switching networks
    • H04L45/28Routing or path finding of packets in data switching networks using route fault recovery
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W40/00Communication routing or communication path finding
    • H04W40/02Communication route or path selection, e.g. power-based or shortest path routing
    • H04W40/026Route selection considering the moving speed of individual devices
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W84/00Network topologies
    • H04W84/18Self-organising networks, e.g. ad-hoc networks or sensor networks

Abstract

Based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements, specifically include:With the presence or absence of the routing for reaching purpose robot in S1, source machine people's querying node robot routing table;S2, judgement, which receive, improves whether the robot node of route requests message is purpose robot node or the routing with purpose robot;S3 judges the routing iinformation of the whether active robot node of middle machine people node;S4, circulation step S3 are until finding purpose robot;S5, routing performance functional value is calculated according to the parameter of every feasible routing, the maximum routing of setting functional value is as main road by the big routing of functional value time is as alternate routing.This method is based on AODV agreements in adhoc networks and ant group algorithm, comprehensive consideration robot network loads and movement speed, establish routing performance function, optimal, suboptimum communication lines are obtained by carrying out data transmission, effectively reduce end-to-end time delay when Communication of Muti-robot System, increase handling capacity, reduces routing cost.

Description

Based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements
Technical field
The invention belongs to field of wireless communication, and in particular to a kind of based on the Communication of Muti-robot System for improving ant colony AODV agreements Network-building method.
Background technology
Intelligent robot is a kind of collection perception environmental information, numerous energy such as contexture by self assigned tasks, intelligent task control For power in the Intelligent mobile equipment of one, it can obtain, handle and identify much information, the more complicated operation of autonomous completion Task is one of 20th century of the mankind greatest invention.With the development of robot technology and the complexity of task, single machine The information or ability that device people can obtain are limited, some tasks are very difficult for single robot or even can not complete , the research of multi-robot system has become a kind of trend.When multirobot joint execution task, they need to pass through information It exchanges to carry out the synchronization between multirobot and coordination.Therefore constructing communication network is the base of exchange information and cooperation between robot Plinth, only any one robot can obtain the real time information of other robot in networking, just can determine that the task of next step.
Adhoc self-organizing networks are a kind of communication networks that no immobilizing foundation equipment is supported, is made of multiple nodes, are had Without features such as network center, Nodes Self-organized and network topology dynamic changes.Adhoc self-organizing networks, each mobile node It is exactly mobile terminal, you can using as host transceiving data, and can be as the data of other nodes of routing forwarding.Therefore, Adhoc networks can provide the communication of equity for robot communication, be a kind of feasible scheme for solving Communication of Muti-robot System.
With the development of Adhoc networks, the Routing Protocol applied to Adhoc networks comes into being, AODV (Adhoc On- Demand Distance Vector Routing) it is a kind of on-demand distance vector Routing Protocol, when source node needs mesh Node routing when just find path, the comprehensive performance of AODV is preferable, has bandwidth availability ratio high, effectively avoids route loop Generation the advantages that, but only support single path, when network structure change, path disruption be easy to happen, by path length There is blindness as routing sole criterion.Ant group algorithm uses positive feedback mechanism distribution global optimization heuritic approach, ant There are group characteristics, these characteristics such as arbitrary movement, spontaneous foundation, automatic arrangement to be adapted with AODV route requests.But ant colony is calculated Method preconvergence speed is very slow, wastes node resource, is easily trapped into locally optimal solution.
Invention content
It is an object of the invention to:A kind of Communication of Muti-robot System network-building method based on improvement ant colony AODV agreements is provided, Based on AODV agreements in adhoc networks and ant group algorithm, comprehensive consideration robot network load and movement speed establish road By performance function, data transmission of optimal, the suboptimum communication lines by the carry out machine human world is obtained.
In order to reach object above, provide it is a kind of based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements, Include the following steps:
With the presence or absence of the routing for reaching purpose robot in S1, source machine people's querying node robot routing table, and if it exists, The maximum routing of routing performance functional value is then selected to carry out data transmission, otherwise, source machine human hair plays route discovery, to adjacent machine Device people's node, which is sent, improves route requests message;
S2, judgement receive improve route requests message robot node whether be purpose robot node or have mesh Robot routing, improve route replies message if so, being sent to robot node, establish forward route, update road Jing Shang robots node route list;Otherwise, middle machine people's node is detected;
S3, the routing iinformation for judging the whether active robot node of middle machine people node, if so, then indicating to receive to change Into routing request message, and it is big to compare source node sequence number in the source node sequence number and routing table of improving route requests message It is small, it is small when comparing the source node sequence number of improving route requests message, then the routing iinformation is abandoned, when comparing improvement route requests The source node sequence number of message is big, then updates and forward the routing iinformation, when sequence number is identical, then record and establish reverse route; If the routing iinformation of the passive robot node of middle machine people's node, establishes reverse route and more new routing information;
S4, middle machine people's node continue forwarding and improve route requests message, and circulation step S3 is until finding purpose machine People establishes forward route, and generates improvement route replies message and be sent to source machine people's node;
S5, routing performance is calculated according to the pheromones of every feasible routing, data buffer storage capacity and robot movement speed Functional value, the maximum routing of setting functional value is as main road by the big routing of functional value time is as alternate routing.
The present invention preferred embodiment be:Further include following steps when using main road by carrying out data transmission:
Real-time update master is routed across pheromones, time delay, data buffer storage capacity and the robot movement speed of robot, into And update routing performance functional value;
Movable robot periodically sends HELLO datagrams;
Judge whether the link of adjacent machines people interrupts, if so, new routing is repaired or is set up, it is otherwise, normal to pass It is defeated.
Preferably, next-hop robot information table, next-hop robot are added before step S1, in robot routing table Information table includes information quality, time delay, the movement speed of next-hop robot, the data buffer storage capacity of next robot and road By performance function value.
Preferably, in step s 2, it improves addition in route requests message and sends the upper hop for improving route requests message The data buffer storage capacity and movement speed of robot improve addition in route replies message and send the upper of improvement route replies message One jumps the data buffer storage capacity and movement speed of robot.
Preferably, as follows to the adjustment of the pheromones on each path when robot completion one cycle:
τij(t+1)=(1- ρ) τij(t)+Δτij(t,t+1) (1)
Wherein,The pheromones value on path (i, j) is stayed at the moment (t, t+1) for k-th of robot, often Measure the total information element amount that Q is path, dijFor the time delay on path (i, j), Δ τij(t, t+1) is path (i, j) in this cycle Pheromones increment, ρ be pheromones volatility coefficient.
Preferably, robot movement speed formula is as follows:
Wherein,For normalizated velocity, VjFor the speed of robot node j, VmaxFor the maximum speed of robot.For One robot node, normalizated velocity is bigger, then the node is chosen as the machines of intermediate forwarding nodes in route finding process It can be smaller.
Preferably, the data buffer storage capacity formula of robot is as follows:
Wherein,For the capacity in normalization data buffer queue, LjFor in robot node j current data buffer queues Capacity, LmaxFor the maximum capacity of robot data buffer queue.For a robot node, current data buffer storage team Capacity in row is bigger, and the possibility that congestion occurs for node is bigger, and the chance for being chosen as intermediate node is smaller.
Preferably, the function of routing performance functional value is:
Wherein, P is routing performance functional value,For normalizated velocity in formula (4),To normalize number in formula (5) According to the capacity in buffer queue, γ, λ, μ is weighted value, pij(t) it is that ant group algorithm t moment selects robot node in robot i The transition probability of j, specific formula are:
Wherein, NiFor neighbours' point set of robot i, τij(t) it is the information content on t moment path (i, j), ηij(t) it is Hop count heuristic function, function are:ηij(t)=1/hij,hijThe hop count of purpose robot is reached for robot node j, α is Pheromones heuristic factor, α is bigger, then selects the chance of the bigger routing of pheromones value bigger, and β is hop count heuristic factor, and β is bigger, The router for then selecting hop count bigger can be bigger.
It is highly preferred that add information parameter in HELLO datagrams, including send time of HELLO, data buffer storage capacity and Robot movement speed.
It is highly preferred that link down reparation is specially:Centering open circuit is by carrying out local reparation first, if local can not repair It is multiple, then sent to source machine human hair and improve routing error message, source machine people starts alternate routing and is transmitted, when main road by with it is standby When being interrupted with routing, then route discovery is re-started, sets up new routing.
The present invention has the beneficial effect that:This method is based on AODV agreements in adhoc networks and ant group algorithm, comprehensive consideration Robot network loads and movement speed, establishes routing performance function, obtains optimal, suboptimum communication lines by the carry out machine human world Data transmission can effectively reduce end-to-end time delay when Communication of Muti-robot System, increase handling capacity, reduce routing cost, and have There is the advantages of stable link, strong applicability.
Description of the drawings
The present invention will be further described below with reference to the drawings.
Fig. 1 is the work flow diagram based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements of the present invention;
Fig. 2 is the route discovery stage based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements of the present invention Flow chart;
Fig. 3 is improvement route requests message form schematic diagram in the improvement ant colony AODV agreements of the present invention;
Fig. 4 is improvement route replies message form schematic diagram in the improvement ant colony AODV agreements of the present invention.
Specific implementation mode
Embodiment one
Referring to Fig. 1, the present embodiment provides a kind of Communication of Muti-robot System network-building method based on improvement ant colony AODV agreements, The route discovery stage is as shown in Fig. 2, include the following steps:
With the presence or absence of the routing for reaching purpose robot in S1, source machine people's querying node robot routing table, and if it exists, The maximum routing of routing performance functional value is then selected to carry out data transmission, otherwise, source machine human hair plays route discovery, to adjacent machine Device people's node, which is sent, improves route requests message;
S2, judgement receive improve route requests message robot node whether be purpose robot node or have mesh Robot routing, improve route replies message if so, being sent to robot node, establish forward route, update road Jing Shang robots node route list;Otherwise, middle machine people's node is detected;
S3, the routing iinformation for judging the whether active robot node of middle machine people node, if so, then indicating to receive to change Into routing request message, and it is big to compare source node sequence number in the source node sequence number and routing table of improving route requests message It is small, when compare improve route requests message source node sequence number it is small, then illustrate that the routing iinformation is expired, abandon the routing letter Breath, it is big when comparing the source node sequence number of improving route requests message, then it updates and forwards the routing iinformation, when sequence number is identical, Reverse route is then recorded and established, but is not forwarded;If the routing iinformation of the passive robot node of middle machine people's node, is established Reverse route and more new routing information;
S4, middle machine people's node continue forwarding and improve route requests message, and circulation step S3 is until finding purpose machine People establishes forward route, and generates improvement route replies message and be sent to source machine people's node;
S5, routing performance is calculated according to the pheromones of every feasible routing, data buffer storage capacity and robot movement speed Functional value, the maximum routing of setting functional value is as main road by the big routing of functional value time is as alternate routing.
Route maintenance phase further includes following steps when using main road by carrying out data transmission:
Real-time update master is routed across pheromones, time delay, data buffer storage capacity and the robot movement speed of robot, into And update routing performance functional value;
Movable robot periodically sends HELLO datagrams;
Judge whether the link of adjacent machines people interrupts, if so, new routing is repaired or is set up, it is otherwise, normal to pass It is defeated.
The operation rules of above-mentioned steps S1-S5, mode etc. will be described in detail below;
Next-hop robot information table, next-hop robot information table are added before step S1, in robot routing table Data buffer storage capacity and routing performance of the item including information quality, time delay, the movement speed of next-hop robot, next robot Functional value.
In step s 2, as shown in figure 3, improving route requests message (Improve Routing Request, IRREQ) Middle addition sends the data buffer storage capacity and movement speed for the upper hop robot for improving route requests message, as shown in figure 4, changing It is sent into addition in routing response message (Improve Routing Response, IRREP) and improves the upper of route replies message One jumps the data buffer storage capacity and movement speed of robot.
It is as follows to the adjustment of the pheromones on each path when robot completion one cycle:
τij(t+1)=(1- ρ) τij(t)+Δτij(t,t+1) (1)
Wherein,The pheromones value on path (i, j) is stayed at the moment (t, t+1) for k-th of robot, often Measure the total information element amount that Q is path, dijFor the time delay on path (i, j), Δ τij(t, t+1) is path (i, j) in this cycle Pheromones increment, ρ be pheromones volatility coefficient.
Robot movement speed formula is as follows:
Wherein,For normalizated velocity, VjFor the speed of robot node j, VmaxFor the maximum speed of robot.For one A robot node, normalizated velocity is bigger, then the node is chosen as the chances of intermediate forwarding nodes in route finding process It is smaller.
The data buffer storage capacity formula of robot is as follows:
Wherein,For the capacity in normalization data buffer queue, LjFor in robot node j current data buffer queues Capacity, LmaxFor the maximum capacity of robot data buffer queue.For a robot node, current data buffer storage team Capacity in row is bigger, and the possibility that congestion occurs for node is bigger, and the chance for being chosen as intermediate node is smaller.
The function of routing performance functional value is:
Wherein, P is routing performance functional value,For normalizated velocity in formula (4),To normalize number in formula (5) According to the capacity in buffer queue, γ, λ, μ is weighted value, Pij(t) it is that ant group algorithm t moment selects robot node in robot i The transition probability of j, specific formula are:
Wherein, NiFor neighbours' point set of robot i, τij(t) it is the information content on t moment path (i, j), ηij(t) it is Hop count heuristic function, function are:ηij(t)=1/hij,hijThe hop count of purpose robot is reached for robot node j, α is Pheromones heuristic factor, α is bigger, then selects the chance of the bigger routing of pheromones value bigger, and β is hop count heuristic factor, and β is bigger, The router for then selecting hop count bigger can be bigger.
Information parameter is added in HELLO datagrams, including sends time, data buffer storage capacity and the robot shifting of HELLO Dynamic speed.
Link down reparation is specially:Centering open circuit is by carrying out local reparation first, if local can not repair, to source machine Device human hair send improve routing error message (Improve Routing Error, IRERR), source machine people start alternate routing into Row transmission then re-starts route discovery when main road with alternate routing by interrupting, and sets up new routing.
This method based on AODV agreements in adhoc networks and ant group algorithm, comprehensive consideration robot network load and Movement speed establishes routing performance function, obtains data transmission of optimal, the suboptimum communication lines by the carry out machine human world.
In addition to the implementation, the present invention can also have other embodiment.It is all to use equivalent substitution or equivalent transformation shape At technical solution, fall within the scope of protection required by the present invention.

Claims (10)

1. based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements, which is characterized in that include the following steps:
With the presence or absence of the routing for reaching purpose robot in S1, source machine people's querying node robot routing table, and if it exists, then select Routing is carried out data transmission by the maximum routing of performance function value, and otherwise, source machine human hair plays route discovery, to adjacent machines people Node, which is sent, improves route requests message;
S2, judgement receive improve route requests message robot node whether be purpose robot node or have purpose machine The routing of device people;Route replies message is improved if so, being sent to robot node, establishes forward route, on more new route Robot node route list;Otherwise, middle machine people's node is detected;
S3, the routing iinformation for judging the whether active robot node of middle machine people node;If so, then indicating to receive improvement road By request message, and compare source node sequence number size in the source node sequence number and routing table of improving route requests message, when The source node sequence number for comparing improvement route requests message is small, then abandons the routing iinformation, and route requests message is improved when comparing Source node sequence number it is big, then update and forward the routing iinformation, when sequence number is identical, then record and establish reverse route;In if Between the passive robot node of robot node routing iinformation, then establish reverse route and more new routing information;
S4, middle machine people's node continue forwarding and improve route requests message, and circulation step S3 is built until finding purpose robot Vertical forward route, and generate improvement route replies message and be sent to source machine people's node;
S5, routing performance function is calculated according to the pheromones of every feasible routing, data buffer storage capacity and robot movement speed Value, the maximum routing of setting functional value is as main road by the big routing of functional value time is as alternate routing.
2. according to claim 1 based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements, feature exists In further including following steps when using main road by carrying out data transmission:
Real-time update master is routed across pheromones, time delay, data buffer storage capacity and the robot movement speed of robot, Jin Ergeng New routing performance functional value;
Movable robot periodically sends HELLO datagrams;
Judge whether the link of adjacent machines people interrupts, if so, being repaired or being set up new routing, otherwise, normal transmission.
3. according to claim 1 based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements, feature exists In, before the step S1, addition next-hop robot information table, next-hop robot information in robot routing table List item includes information quality, time delay, the movement speed of next-hop robot, the data buffer storage capacity of next robot and routability It can functional value.
4. according to claim 1 based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements, feature exists In, in the step S2, the upper hop robot of addition transmission improvement route requests message in improvement route requests message Data buffer storage capacity and movement speed improve addition in route replies message and send the upper hop machine for improving route replies message The data buffer storage capacity and movement speed of people.
5. according to claim 1 based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements, feature exists In as follows to the adjustment of the pheromones on each path when robot completion one cycle:
τij(t+1)=(1- ρ) τij(t)+Δτij(t,t+1) (1)
Wherein,The pheromones value on path (i, j) is stayed at the moment (t, t+1) for k-th of robot, constant Q is The total information element amount in path, dijFor the time delay on path (i, j), Δ τij(t, t+1) is the letter in path (i, j) in this cycle The plain increment of breath, ρ are pheromones volatility coefficient.
6. according to claim 1 based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements, feature exists In the robot movement speed formula is as follows:
Wherein,For normalizated velocity, VjFor the speed of robot node j, VmaxFor the maximum speed of robot.For a machine Device people's node, normalizated velocity is bigger, then in route finding process the node be chosen as intermediate forwarding nodes chance it is smaller.
7. according to claim 1 based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements, feature exists In the data buffer storage capacity formula of the robot is as follows:
Wherein,For the capacity in normalization data buffer queue, LjFor the appearance in robot node j current data buffer queues Amount, LmaxFor the maximum capacity of robot data buffer queue.For a robot node, in current data buffer storage queue Capacity it is bigger, node occur congestion possibility it is bigger, the chance for being chosen as intermediate node is smaller.
8. according to claim 1 based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements, feature exists In the function of the routing performance functional value is:
Wherein, P is routing performance functional value,For normalizated velocity in formula (4),It is slow for normalization data in formula (5) The capacity in queue, γ, λ are deposited, μ is weighted value, pij(t) it is that ant group algorithm t moment selects robot node j's in robot i Transition probability, specific formula are:
Wherein, NiFor neighbours' point set of robot i, τij(t) it is the information content on t moment path (i, j), ηij(t) it is routing Hop count heuristic function, function are:ηij(t)=1/hij, hijThe hop count of purpose robot is reached for robot node j, α is information Plain heuristic factor, α is bigger, then selects the chance of the bigger routing of pheromones value bigger, and β is hop count heuristic factor, and β is bigger, then selects Selecting the bigger router of hop count can be bigger.
9. according to claim 2 based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements, feature exists In adding information parameter in the HELLO datagrams, including send time, data buffer storage capacity and the robot movement of HELLO Speed.
10. according to claim 2 based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements, feature exists In the link down reparation is specially:Centering open circuit is by carrying out local reparation first, if local can not repair, to source machine Device human hair send improve routing error message, source machine people start alternate routing be transmitted, when main road by with alternate routing it is equal in When disconnected, then route discovery is re-started, sets up new routing.
CN201810193483.XA 2018-03-09 2018-03-09 Multi-robot communication networking method based on improved ant colony AODV protocol Active CN108462983B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201810193483.XA CN108462983B (en) 2018-03-09 2018-03-09 Multi-robot communication networking method based on improved ant colony AODV protocol

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201810193483.XA CN108462983B (en) 2018-03-09 2018-03-09 Multi-robot communication networking method based on improved ant colony AODV protocol

Publications (2)

Publication Number Publication Date
CN108462983A true CN108462983A (en) 2018-08-28
CN108462983B CN108462983B (en) 2021-07-13

Family

ID=63217336

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201810193483.XA Active CN108462983B (en) 2018-03-09 2018-03-09 Multi-robot communication networking method based on improved ant colony AODV protocol

Country Status (1)

Country Link
CN (1) CN108462983B (en)

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109302320A (en) * 2018-11-01 2019-02-01 南京邮电大学 Multirobot network fault repairing method based on diffusion mechanism
CN111007751A (en) * 2018-10-04 2020-04-14 诺基亚通信公司 Apparatus, method and computer program for controlling wireless network capacity
CN112291789A (en) * 2020-12-24 2021-01-29 江苏移动信息系统集成有限公司 Security routing protocol method and system for large-scale self-organizing network
CN114339930A (en) * 2021-12-02 2022-04-12 湖南国天电子科技有限公司 Ocean data transmission optimization method

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR20120044702A (en) * 2010-10-28 2012-05-08 목포대학교산학협력단 An application-specific routing method in wireless sensor and actor network
CN104618982A (en) * 2015-01-08 2015-05-13 重庆邮电大学 Method for finding optimal path for Adhoc network based on improved genetic-ant colony algorithm

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR20120044702A (en) * 2010-10-28 2012-05-08 목포대학교산학협력단 An application-specific routing method in wireless sensor and actor network
CN104618982A (en) * 2015-01-08 2015-05-13 重庆邮电大学 Method for finding optimal path for Adhoc network based on improved genetic-ant colony algorithm

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
LI JUNTAO等: "Study on Robot Path Collision Avoidance Planning Based on the Improved Ant Colony Algorithm", 《2016 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS (IHMSC)》 *
张成等: "改进蚁群算法求解移动机器人路径规划", 《电子测量与仪器学报》 *

Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111007751A (en) * 2018-10-04 2020-04-14 诺基亚通信公司 Apparatus, method and computer program for controlling wireless network capacity
US11653256B2 (en) 2018-10-04 2023-05-16 Nokia Solutions And Networks Oy Apparatus, method and computer program for controlling wireless network capacity
CN109302320A (en) * 2018-11-01 2019-02-01 南京邮电大学 Multirobot network fault repairing method based on diffusion mechanism
CN112291789A (en) * 2020-12-24 2021-01-29 江苏移动信息系统集成有限公司 Security routing protocol method and system for large-scale self-organizing network
CN114339930A (en) * 2021-12-02 2022-04-12 湖南国天电子科技有限公司 Ocean data transmission optimization method
CN114339930B (en) * 2021-12-02 2023-06-30 湖南国天电子科技有限公司 Ocean data transmission optimization method

Also Published As

Publication number Publication date
CN108462983B (en) 2021-07-13

Similar Documents

Publication Publication Date Title
CN100417118C (en) System and method for renewing network mobile node position in wireless net-like network
Bhandary et al. Routing in wireless multimedia sensor networks: a survey of existing protocols and open research issues
CN108462983A (en) Based on the Communication of Muti-robot System network-building method for improving ant colony AODV agreements
CN101415248A (en) Method for establishing layer-striding dynamic source route protocol based on load balance
CN103327564A (en) Wireless sensor network route method based on ant colony algorithm
Deepalakshmi et al. Ant colony based QoS routing algorithm for mobile ad hoc networks
CN106817738A (en) A kind of method for routing based on Game with Coalitions
CN110995333B (en) Cluster QoS route design method
CN108684063A (en) A kind of on-demand routing protocol improved method based on network topology change
Sebastian et al. A survey on load balancing schemes in RPL based Internet of Things
CN109039905B (en) PLC and wireless heterogeneous networking system and method based on link perception
Del-Valle-Soto et al. An efficient multi-parent hierarchical routing protocol for WSNs
Dou et al. Design and simulation of self-organizing network routing algorithm based on Q-learning
Zhai et al. A reliable and adaptive AODV protocol based on cognitive routing for Ad hoc networks
CN115190559B (en) Networking and control method of multi-scene-oriented Internet of things equipment
KR20090034111A (en) Query-based zigbee mesh routing protocol
CN103929789A (en) Automatic selection method for MANET network master control node based on active routing algorithm
Kumbharey et al. Renovated Cluster Based Routing Protocol for MANET
Ramakrishnan et al. Mathematical modeling of routing protocol selection for optimal performance of MANET
Xu A modified AODV routing protocol using in WSN based on ant colony algorithm
Quy et al. An adaptive on-demand routing protocol with QoS support for urban-MANETs
Al Sharah et al. Trade-off between Energy Consumption and Transmission Rate in Mobile Ad-Hoc Network
Dhanapal et al. Efficient clustering protocol based on ant-bee agent for large scale MANET
Zhou Survey of ant colony routing protocols for mobile ad hoc networks
Adekiigbe et al. Issues and challenges in clustering techniques for wireless mesh networks

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant