CN106992932A - A kind of underwater acoustic network method for routing foundation of energy consumption balance - Google Patents

A kind of underwater acoustic network method for routing foundation of energy consumption balance Download PDF

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CN106992932A
CN106992932A CN201710325526.0A CN201710325526A CN106992932A CN 106992932 A CN106992932 A CN 106992932A CN 201710325526 A CN201710325526 A CN 201710325526A CN 106992932 A CN106992932 A CN 106992932A
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CN106992932B (en
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马莹莹
罗咏梅
金志刚
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Tianjin University
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L45/00Routing or path finding of packets in data switching networks
    • H04L45/12Shortest path evaluation
    • H04L45/121Shortest path evaluation by minimising delays
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L45/00Routing or path finding of packets in data switching networks
    • H04L45/12Shortest path evaluation
    • H04L45/124Shortest path evaluation using a combination of metrics
    • 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
    • H04W40/04Communication route or path selection, e.g. power-based or shortest path routing based on wireless node resources
    • H04W40/10Communication route or path selection, e.g. power-based or shortest path routing based on wireless node resources based on available power or energy

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Mobile Radio Communication Systems (AREA)

Abstract

The present invention relates to a kind of underwater acoustic network method for routing foundation of energy consumption balance, each node is equipped with pressure sensor, itself depth information can be obtained, for the current Reward Program of communication definitions and future returns function of node, consider end-to-end delay and residue energy of node simultaneously in Reward Program, two kinds of Reward Program compositions are acted into utility function again, next-hop node is determined by solving maximum utility value, communication process is divided into fl transmission stage and passback stage, the fl transmission stage is used for source node and sends communication request to sink nodes and collect the information of other nodes between two, Sink node carries out path planning using the information, the path of planning and communication request are identified through the passback stage again and are sent to source node, then begin to packet transmission.

Description

A kind of underwater acoustic network method for routing foundation of energy consumption balance
Technical field
The present invention relates to route Protocol Design Method in underwater sensor network.
Background technology
In recent years, underwater sound sensor network (Underwater Acoustic Sensor Networks, UASNs) It is used widely in terms of setting Data Collection in business exploration, aquatile research, ocean.Wireless sensor network technology exists Land has obtained tremendous development, however, due to the exclusive characteristic of marine environment so that land wireless sensor network it is logical Letter technology is difficult to apply to UASNs.For example:Land is that wireless sensor network uses radio communication, and spread speed is up to 3 ×108m/s.But due to there is abundant electrolyte in seawater, electromagnetic wave is difficult in water have effect spread.Up to now, uniquely Effective transmission medium is sound wave, and spread speed is much smaller than electromagnetic wave, so, the characteristics of underwater sound communication has long delay.In addition, Underwater sound sensor is powered using battery, and needs to be deployed in tens meters even in the seawater of hundreds of meters of depths, and this greatly increases The difficulty for replacing sensor battery is added.Once the sensor node energy content of battery exhausts, the node will lose communication capacity, shadow Ring network communication quality.
First, the present invention by network life cycle be defined as network start working to first node energy exhaust when It is long.Generally, UASNs can select to be delayed most short path as optimal path in path planning.Due to most data packets all Prolong optimal path to propagate, the node energy consumption on the path will be above the node on non-optimal path, cause the section on optimal path Point premature death, reduces network life cycle.
The content of the invention
In view of the above-mentioned problems, the present invention proposes a kind of method for routing foundation of energy consumption balance.When certain section on optimal path When point dump energy is relatively low, by selecting delay longer, but the more sub-optimal path energy balances of node energy, it is to avoid node mistake It is early dead, so as to extend network life cycle.The present invention proposes a kind of underwater acoustic network method for routing foundation of energy consumption balance, node By the water surface to using layering deployment, source node under water produces packet and sent to the sink nodes of the water surface under water.Main step It is rapid as follows:
A kind of underwater acoustic network method for routing foundation of energy consumption balance, each node is equipped with pressure sensor, can obtain Own depth information, is the current Reward Program of communication definitions and future returns function of node, is considered simultaneously in Reward Program End-to-end delay and residue energy of node, then two kinds of Reward Program compositions are acted into utility function, by solving maximum utility value To determine next-hop node, communication process is divided into fl transmission stage and passback stage, the fl transmission stage be used for source node to Sink nodes send communication request and collect the information of other nodes between two, and Sink node carries out path planning using the information, The path of planning and communication request are identified through the passback stage again and are sent to source node, packet transmission is then begun to, specifically Comprise the following steps:
(1) when thering is packet to need transmission positioned at source node under water, sent by broadcast data packet and ask and carry out Information, this node broadcasts forward data bag FP to its neighbor node, including type of data packet and ID, source node address Storage forward node in the dump energy of each forward node, C is deposited in SNA, time stamp T S, two array C and RES, RES to press Formula, the energy consumption associated costs calculatedWith delay associated costs ct (tij):
WhereinFor the primary power of node,For dump energy, tijReach what node j needed from node i for packet Duration, receives FP node depth if less than upper hop, then data is extracted from packet, according to packet receive the time and Timestamp obtains time delay, then calculates two kinds of cost functions, follow-up result of calculation and dump energy information are added into packet Continuous broadcast;
(2) node i is defined as follows to the node j successful probability of communication and corresponding Reward Program:
The probability of communication failure and corresponding Reward Program are:
Wherein MtAnd mtCut-off time t is represented respectively, and the communication total degree that node i and node j are initiated and communication are successful Number of times, β0The intrinsic cost of communication is initiated for node, is mainly caused by the interference to other nodes and channel occupancy;β1、β2For two Plant the weight shared by cost summation, β1、β2It is worth bigger, energy consumption associated costsWith delay associated costs ct (tij) to route The influence of foundation is more notable;Represent delay sensitive degree:It is smaller, it is fewer to the consideration of time delay in path planning;Two nodes The current Reward Program of communication is defined as:
(3) definition node i sends the utility function Q of packet to node j:
Wherein, r is current cost, Q* (xj) and Q* (xi) be respectively node i communicated with node j successfully and failure after most Big value of utility;Equation right-hand member Section 2 is the future returns functional value of this communication, and γ is discount factor, 0 < γ < 1, and γ is got over Show that future returns functional value is more important greatly, generally, γ takes the arbitrary value between [0.5,0.99];
FP is reached after the sink nodes of the water surface, if sink nodes agree to the request, each forwarding is obtained from packet The dump energy and cost of node, if the dump energy of node is sufficient, sink nodes calculate every since source node according to formula The value of utility of individual neighbor node, selection has the neighbor node of maximum utility value as the next-hop of the node, until next-hop For sink nodes, thus obtained path is optimal path;If a certain node, i is set to, dump energy is less than a certain threshold Value, sink nodes are by parameterIt is adjusted toWherein N is The set of all neighbor node compositions of node i,Path planning is carried out according still further to formula, will now obtain being delayed longer, But the more sub-optimal path of dump energy;
(4) sink nodes generation return data bag BP, includes type of data packet and ID, destination node address D NA and planning The routing information gone out;Wherein DNA is the source node address SNA in FP, and routing information is with the timestamp in FP and two arrays Based on the information of carrying, BP is transmitted along the selected path of sink nodes to source node, and other participate in broadcast FP but positioned at institute Node outside routing footpath can enter resting state to save energy consumption;
(5) BP reach source node after, source node send the requests to transmitting path of the packet of sink nodes along BP to Sink nodes are sent;
(6) sink nodes send to source node after successful data reception bag and confirm packet ACK, and source node receives ACK Afterwards, sign off.
The present invention devises fl transmission stage and passback stage, and the fl transmission stage is used for source node and sent out to sink nodes Send communication request and collect the information of other nodes between two.Sink node carries out path planning using the information, then by planning Path and communication request are identified through the passback stage and are sent to source node, then begin to packet transmission.The present invention is applied to length Delay, the UASNs that node energy is limited and network load is larger, can extend network on the premise of end-to-end delay is controlled Life cycle.
Brief description of the drawings
Fig. 1 is packet structure schematic diagram
Fig. 2 is flow chart of the present invention
Embodiment
The present invention proposes a kind of underwater acoustic network method for routing foundation of energy consumption balance, and node is by the water surface under water using layering Deployment, source node under water produces packet and sent to the sink nodes of the water surface.Sensor node is by being equipped with pressure sensing Device, can know the depth information residing for itself.Source node is produced and sent out in a broadcast manner to sink nodes first after packet Request is sent, while collector node status information.During being somebody's turn to do, for control flooding areas, only depth is less than the node of upper hop Participate in broadcast.Sink node is received after request, if agreeing to set up communication, nodal information is extracted from packet and carries out path rule Draw, and confirm along the path of planning to source node passback request.Receive after request confirmation, source node starts to send packet.Connect After the ACK for receiving sink nodes, sign off.
Key step is as follows:
1. when thering is packet to need transmission positioned at source node under water, sent by broadcast data packet and ask and believed Breath is collected.The node broadcasts forward data bag (FP) to its neighbor node, including type of data packet and ID, source node address (SNA), timestamp (TS), two arrays C and RES.The dump energy of each forward node is deposited in RES.Forward node is deposited in C By formula, the cost function value calculated.
WhereinFor the primary power of node,For dump energy, tijReaching node j from node i for packet needs Duration.FP node depth is received if less than upper hop, then data are extracted from packet, the time is received according to packet Time delay is obtained with timestamp, then calculates two kinds of cost functions, after result of calculation and dump energy information are added into packet Continue to broadcast.
2. node i is defined as follows to the successful probability of node j communications and corresponding return:
The probability of communication failure and corresponding Reward Program are:
Wherein MtAnd mtCut-off time t is represented respectively, and the communication total degree that node i and node j are initiated and communication are successful Number of times.β0The intrinsic cost of communication is initiated for node, is mainly caused by the interference to other nodes and channel occupancy.β1For two kinds Weight shared by cost summation.Represent delay sensitive degree:It is smaller, it is fewer to the consideration of time delay in path planning.Institute So that the current return of two nodes communication is defined as:
3. the utility function Q that node i sends packet to node j is defined as below in the present invention:
Wherein, r is current cost, Q* (xj) and Q* (xi) be respectively node i communicated with node j successfully and failure after most Big value of utility.Obviously, equation right-hand member Section 2 is the future returns value of this communication, and γ is discount factor, 0 < γ < 1.γ is got over Show that future returns value is more important greatly, generally, γ takes the arbitrary value between [0.5,0.99].
FP is reached after the sink nodes of the water surface, if sink nodes agree to the request, each forwarding is obtained from packet The dump energy and cost of node.If the dump energy of node is sufficient, sink nodes calculate every since source node according to formula The value of utility of individual neighbor node, selection has the neighbor node of maximum utility value as the next-hop of the node, until next-hop For sink nodes.Thus obtained path is optimal path;If a certain residue energy of node is less than a certain threshold value, such as node I, sink node are by parameterIt is adjusted toWherein N is the collection of all neighbor node compositions of node i Close,Path planning is carried out according still further to formula, will now obtain being delayed longer, but the more suboptimum road of dump energy Footpath.
4.sink nodes generation return data bag (BP), comprising type of data packet and ID, destination node address (DNA) and rule The routing information marked.Wherein DNA is the SNA in FP, the letter that routing information is carried with the timestamp in FP and two arrays Based on breath, FP and BP packet structure such as Fig. 1.BP is transmitted along the selected path of sink nodes to source node.Other ginsengs Node with broadcast FP but outside selected path can enter resting state to save energy consumption.
5.BP reach source node after, source node send the requests to transmitting path of the packet of sink nodes along BP to Sink nodes are sent.
Finally, sink nodes send to source node after successful data reception bag and confirm packet (ACK).Source node is received To after ACK, sign off.

Claims (1)

1. a kind of underwater acoustic network method for routing foundation of energy consumption balance, each node is equipped with pressure sensor, it can be obtained from Body depth information, is the current Reward Program of communication definitions and future returns function of node, considers end simultaneously in Reward Program Act utility functions to end delay and residue energy of node, then by two kinds of Reward Program compositions, by solve maximum utility value come Determine next-hop node, communication process is divided into fl transmission stage and passback stage, the fl transmission stage be used for source node to Sink nodes send communication request and collect the information of other nodes between two, and Sink node carries out path planning using the information, The path of planning and communication request are identified through the passback stage again and are sent to source node, packet transmission is then begun to, specifically Comprise the following steps:
(1) when thering is packet to need transmission positioned at source node under water, request is sent by broadcast data packet and gone forward side by side row information Collect, this node broadcasts forward data bag FP to its neighbor node, including type of data packet and ID, source node address SNA, Deposited in time stamp T S, two array C and RES, RES in the dump energy of each forward node, C deposit forward node by formula, based on The energy consumption associated costs of calculationWith delay associated costs ct (tij):
c e ( e r e s i ) = 1 - e r e s i e i n i i
c t ( t i j ) = 1 - 1 t i j + 1
WhereinFor the primary power of node,For dump energy, tijIt is packet from when node i reaches that node j needs It is long, receive FP node depth if less than upper hop, then data extracted from packet, according to packet receive the time and when Between stamp obtain time delay, then calculate two kinds of cost functions, continue after result of calculation and dump energy information to be added to packet Broadcast;
(2) node i is defined as follows to the node j successful probability of communication and corresponding Reward Program:
P x i j a j = m t M t
The probability of communication failure and corresponding Reward Program are:
P x i i a j = 1 - P x i j a j
Wherein MtAnd mtCut-off time t is represented respectively, and the communication total degree that node i and node j are initiated and communication are successfully secondary Number, β0The intrinsic cost of communication is initiated for node, is mainly caused by the interference to other nodes and channel occupancy;β1、β2For two kinds Weight shared by cost summation, β1、β2It is worth bigger, energy consumption associated costsWith delay associated costs ct (tij) route is built Vertical influence is more notable;Represent delay sensitive degree:It is smaller, it is fewer to the consideration of time delay in path planning;Two nodes lead to The current Reward Program of letter is defined as:
r i = R x i j a j P x i j a j + R x i i a j P x i i a j = R x i j a j m t M t + R x i j a j ( 1 - m t M t )
(3) definition node i sends the utility function Q of packet to node j:
Q ( x i , a j ) = r + γ ( m t M t Q * ( x j ) + ( 1 - m t M t ) Q * ( x i ) )
Wherein, r is current cost, Q* (xj) and Q* (xi) it is respectively the maximum effect that node i is communicated with node j successfully and after failure With value;Equation right-hand member Section 2 is the future returns functional value of this communication, and γ is discount factor, 0 < γ < 1, the bigger tables of γ Bright future returns functional value is more important, generally, and γ takes the arbitrary value between [0.5,0.99];
FP is reached after the sink nodes of the water surface, if sink nodes agree to the request, each forward node is obtained from packet Dump energy and cost, if the dump energy of node is sufficient, sink nodes calculate each adjacent since source node according to formula The value of utility of node is occupied, selection has the neighbor node of maximum utility value as the next-hop of the node, until next-hop is Sink nodes, thus obtained path is optimal path;If a certain node, i is set to, dump energy is less than a certain threshold value, Sink nodes are by parameterIt is adjusted toWherein N is section The set of all neighbor node compositions of point i,Path planning is carried out according still further to formula, will now obtain being delayed longer, but The more sub-optimal path of dump energy;
(4) sink nodes generation return data bag BP, comprising type of data packet and ID, destination node address D NA and is cooked up Routing information;Wherein DNA is the source node address SNA in FP, and routing information is carried with the timestamp in FP and two arrays Information based on, BP is transmitted along the selected path of sink nodes to source node, and other participate in broadcast FP but positioned at institute's routing Node outside footpath can enter resting state to save energy consumption;
(5) BP is reached after source node, and source node sends the requests to transmitting path of the packet of sink nodes along BP to sink Node is sent;
(6) sink nodes are sent to source node after successful data reception bag and confirm packet ACK, and source node is received after ACK, Sign off.
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Cited By (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108419304A (en) * 2018-03-29 2018-08-17 深圳智达机械技术有限公司 A kind of wireless sensor network (WSN) water quality monitoring system
CN108600978A (en) * 2018-03-29 2018-09-28 深圳汇通智能化科技有限公司 Atmosphere pollution environment acquisition processing system based on block chain technology
CN108668251A (en) * 2018-03-29 2018-10-16 深圳大图科创技术开发有限公司 A kind of cabinet micro-environment intelligent monitor system
CN110113796A (en) * 2019-04-22 2019-08-09 天津大学 The water sound sensor network route decision method of adaptive energy consumption and delay
CN110519819A (en) * 2019-08-19 2019-11-29 西北工业大学 A kind of communication means of the water sound sensor network Routing Protocol based on layering
CN110768909A (en) * 2019-11-07 2020-02-07 吉林大学 Routing method and device in underwater acoustic communication network
CN110798401A (en) * 2019-10-24 2020-02-14 天津大学 Path selection method based on residual energy and geographic position
CN111586786A (en) * 2020-04-19 2020-08-25 中国电子科技集团公司电子科学研究院 Ocean stereo sensing network routing method, device and storage medium
CN111866982A (en) * 2020-06-19 2020-10-30 青海师范大学 Energy balance underwater acoustic network routing protocol method based on layering
CN113079092A (en) * 2021-03-29 2021-07-06 河海大学 Method for inhibiting repeated forwarding of data by chance route of underwater acoustic network
CN113783628A (en) * 2021-09-13 2021-12-10 广东技术师范大学 Underwater acoustic communication route determining method and system based on peak information age

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106506360A (en) * 2016-11-11 2017-03-15 华北电力大学(保定) A kind of fiber optic network route equalization method based on link dynamic load
CN106506361A (en) * 2016-11-17 2017-03-15 河海大学常州校区 A kind of underwater sound sensing network routing algorithm and system using mediation potential field

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106506360A (en) * 2016-11-11 2017-03-15 华北电力大学(保定) A kind of fiber optic network route equalization method based on link dynamic load
CN106506361A (en) * 2016-11-17 2017-03-15 河海大学常州校区 A kind of underwater sound sensing network routing algorithm and system using mediation potential field

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
张甜甜: "UWSNs中水声通信的关键参数优化研究", 《中国优秀硕士学位论文全文数据库(信息科技辑)》 *
张红军: "UWSNs中基于深度调整的混合型路由协议", 《计算机工程与设计》 *

Cited By (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108419304A (en) * 2018-03-29 2018-08-17 深圳智达机械技术有限公司 A kind of wireless sensor network (WSN) water quality monitoring system
CN108600978A (en) * 2018-03-29 2018-09-28 深圳汇通智能化科技有限公司 Atmosphere pollution environment acquisition processing system based on block chain technology
CN108668251A (en) * 2018-03-29 2018-10-16 深圳大图科创技术开发有限公司 A kind of cabinet micro-environment intelligent monitor system
CN110113796A (en) * 2019-04-22 2019-08-09 天津大学 The water sound sensor network route decision method of adaptive energy consumption and delay
CN110519819A (en) * 2019-08-19 2019-11-29 西北工业大学 A kind of communication means of the water sound sensor network Routing Protocol based on layering
CN110519819B (en) * 2019-08-19 2022-07-22 西北工业大学 Communication method of underwater acoustic sensor network routing protocol based on layering
CN110798401A (en) * 2019-10-24 2020-02-14 天津大学 Path selection method based on residual energy and geographic position
CN110768909A (en) * 2019-11-07 2020-02-07 吉林大学 Routing method and device in underwater acoustic communication network
CN111586786A (en) * 2020-04-19 2020-08-25 中国电子科技集团公司电子科学研究院 Ocean stereo sensing network routing method, device and storage medium
CN111586786B (en) * 2020-04-19 2022-04-22 中国电子科技集团公司电子科学研究院 Ocean stereo sensing network routing method, device and storage medium
CN111866982A (en) * 2020-06-19 2020-10-30 青海师范大学 Energy balance underwater acoustic network routing protocol method based on layering
CN113079092A (en) * 2021-03-29 2021-07-06 河海大学 Method for inhibiting repeated forwarding of data by chance route of underwater acoustic network
CN113079092B (en) * 2021-03-29 2022-04-15 河海大学 Method for inhibiting repeated forwarding of data by chance route of underwater acoustic network
CN113783628A (en) * 2021-09-13 2021-12-10 广东技术师范大学 Underwater acoustic communication route determining method and system based on peak information age
CN113783628B (en) * 2021-09-13 2022-07-15 广东技术师范大学 Underwater acoustic communication route determining method and system based on peak information age

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