CN104391275B - Underwater acoustic network node mutual distance measurement method based on gamma distribution model - Google Patents

Underwater acoustic network node mutual distance measurement method based on gamma distribution model Download PDF

Info

Publication number
CN104391275B
CN104391275B CN201410674363.3A CN201410674363A CN104391275B CN 104391275 B CN104391275 B CN 104391275B CN 201410674363 A CN201410674363 A CN 201410674363A CN 104391275 B CN104391275 B CN 104391275B
Authority
CN
China
Prior art keywords
node
distance measurement
signal
measurement request
response
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.)
Expired - Fee Related
Application number
CN201410674363.3A
Other languages
Chinese (zh)
Other versions
CN104391275A (en
Inventor
王海燕
房伟
申晓红
高婧洁
何轲
赵瑞琴
姜喆
白卫岗
闫永胜
花飞
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.)
Northwestern Polytechnical University
Original Assignee
Northwestern Polytechnical 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 Northwestern Polytechnical University filed Critical Northwestern Polytechnical University
Priority to CN201410674363.3A priority Critical patent/CN104391275B/en
Publication of CN104391275A publication Critical patent/CN104391275A/en
Application granted granted Critical
Publication of CN104391275B publication Critical patent/CN104391275B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S5/00Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
    • G01S5/18Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using ultrasonic, sonic, or infrasonic waves

Landscapes

  • Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Measurement Of Velocity Or Position Using Acoustic Or Ultrasonic Waves (AREA)

Abstract

The invention provides an underwater acoustic network node mutual distance measurement method based on a gamma distribution model; the TDOA distance measurement process of multiple response mechanism is finished through certain time distribution strategy for the underwater communication network composed of N sub-nodes and one main control node and the range information is corrected based on gamma model. The distance measurement information is corrected and compensated for offering reliable guarantee for improving location accuracy. The underwater acoustic network node mutual distance measurement method based on the gamma distribution model takes full advantage of slower propagation speed of the sound in the water and adopts multiple response mechanism on distance measurement request signal for improving the distance measurement operation precision and efficiency.

Description

A kind of underwater acoustic network node mutual distance measurement method based on gamma distributed model
Technical field
The invention belongs to field of underwater acoustic communication, be related to marine acoustics, statistical signal detection and parameter estimation theories, probability theory, The related disciplines such as underwater sound communication.
Background technology
With the quickening of countries in the world ocean development paces, the research of ocean underwater sound communication is into worldwide research Focus.Range finding between underwater acoustic network node be its it is most basic be also one of most important function, be realize network-based vulnerability finding, The basis of tracing task.
The existing frequently-used subaqueous sound ranging method in engineering is the TDOA (Time based on request range finding end and response range finding end Difference of Arrival) method, by calculating the propagation delay of transmitting terminal and receiving terminal, and according to underwater sound propagation speed Degree, draws range information, and basic process is as follows:
Request range finding end sends a request distance measuring signal, and records the delivery time time;When the signal is found range by response After termination is received, a response distance measuring signal is returned to after postponing the pre- time set;Surveyed when response distance measuring signal is requested After the detection of end, the time at current time is recorded, subtracted each other with the request distance measuring signal time is sent, calculate roundtrip propagation time delay, root According to the underwater spread speed of sound, and then calculate range information.
The above method has following characteristics:
(1) range information of measurement is typically considered the sample of Gaussian distributed, such as patent CN 103163386A The range finding Mathematical Modeling arrived used in content.But in real process, exist and detect mistake for distance measuring signal pulse front edge Difference problem, causes the bigger than normal of range information, not fully meets Gaussian distribution feature, so that the positioning accurate of influence network node Degree.
(2) effective amendment is not carried out to ranging information.Existing method is usually used multiple in order to improve range accuracy The method that measurement is averaged.But in the case where range information is generally bigger than normal, this method is not that one kind is effectively repaiied Correction method.
(3) acknowledgement mechanism of single is used.In order to obtain multigroup range information, it usually needs carry out multiple transmission range finding The process of request signal-transmission response distance measuring signal.Because sound is relatively slow (1500m/s) in water transmission speed, range finding every time The time cycle of task is relatively long, cannot then make full use of the limited time to complete using single acknowledgement mechanism so multiple Ranging process.
The content of the invention
In order to overcome the deficiencies in the prior art, the present invention to provide a kind of underwater sound response formula range finding side based on gamma distribution Method, can effectively carry out the mutual distance measurement work of underwater acoustic network node, improve the range accuracy of network node.
The technical solution adopted for the present invention to solve the technical problems is comprised the following steps:
For by N number of child node (numbering is 1,2 ... N) and the Underwater Acoustic Network that constitutes of 1 main controlled node (numbering is 0) Network, the method completes the TDOA ranging process of multiple acknowledgement mechanism by regular hour allocation strategy, is finally based on gamma mould Type carries out the amendment of range information.To achieve the above object, the present invention takes following technical scheme:
Step one:The acquisition of whole nodal distance information
1st, numbering be 1,2 ... the underwater sound communication network that N number of child node of N and 1 main controlled node that numbering is 0 are constituted In, node 0,1,2 ... N successively as distance measurement request node, other nodes as range finding response node;
2nd, distance measurement request node number k sends distance measurement request signal to the whole network, and tracer signal starts launch time point tk0, it After switch to reception state, the signal to receiving carries out FFT computings;Described distance measurement request signal is that frequency is f1Single-frequency letter Number;
3rd, range finding response node persistently carries out FFT computings in receiving terminal, once find distance measurement request signal f1In frequency range When spectrum component is more than 10 times of the spectral average of full frequency band, a t is waitedx_delayAfter time, continuously transmitting 3 secondary frequencies is f2Range finding answer signal;Wherein tx_delay=(x-1) * tblank, x is range finding response node number, tblankFor setting protection between Every;
4th, signal of the distance measurement request node persistently to receiving carries out FFT computings, once find range finding answer signal f2Frequency range Interior spectrum component, more than 10 times of the spectral average of full frequency band, is f according to be connected to frequency2Order (common 3* (the N- of signal 1) secondary, each response node can reply 3 answer signals) judge whether signal belongs to the response message that x nodes are sent, record Frequency is connected to for f2The moment of signal is tkx1、tkx2And tkx3
5th, each node judges whether N nodes carried out said process as distance measurement request node excessively, if then carrying out Second step;If not then returning to step 1 selects next node number as distance measurement request node;
Step 2:The amendment of whole ranging informations
1st, all nodes of the whole network calculate when itself is as distance measurement request node distance measurement request signal and answer signal in water In propagation delay, i.e. tkx1'=tkx1-tk0-tx_delay, tkx2'=tkx2-tk0-tx_delay-tinterval, tkx3'=tkx3-tk0- tx_delay-2tinterval, tkx1'、tkx2'、tkx3' node number k is represented as distance measurement request node, when node x is as response node, The time that first, second, third signal of distance measurement request signal and response is propagated in environment under water;
2nd, the N-1 groups t for being stored node k by velocity of sound c=1500m/s under waterkx1'、tkx2'、tkx3' time data conversion Be range data, i.e. dkx1=c*tkx1', dkx2=c*tkx2', dkx3=c*tkx3', dkx1, dkx2, dkx3Represent that node number k makees It is distance measurement request node, when node number is x response nodes, first, second, third signal of distance measurement request signal and response is in water The round trip propagated in lower environment is apart from sum;
3rd, according to formula
Determine dkx, i.e. node k as distance measurement request node, when node x is as response node, after gamma model amendment One-way communication distance;Wherein dkxRepresent round trip response range finding DkxThe sample value of statistic,Represent to Dkx/ 2 i.e. one way Distance estimations, i.e., the final revised range information for obtaining;The estimation to β is represented, β is gamma probability distribution parameters;N tables Show to DkxObserved samples number of times.
N should be 3 in the above-mentioned methods.
The beneficial effects of the invention are as follows:
1st, ranging information is calibrated and compensated for.Detected for distance measuring signal pulse front edge according to existing in existing method A kind of error problem, it is proposed that ranging information calibration method, Reliable guarantee is provided further to improve positioning precision.
2nd, sound is made full use of in the slow characteristic of water transmission, using the multiple answering machine to distance measurement request signal System, improves the precision and efficiency of range finding work.
Brief description of the drawings
Fig. 1 is step one time sequence diagram;
Fig. 2 is that certain underwater acoustic network node system node lays schematic diagram;
Fig. 3 is self-organizing underwater acoustic network node locating coordinate position schematic diagram;X-axis, Y-axis are according to main controlled node in Fig. 3 The coordinate system of determination, is distributed near main controlled node from node is random;
Fig. 4 is that certain underwater acoustic network node system node lays schematic diagram.
Specific embodiment
The present invention is further described with reference to the accompanying drawings and examples, and the present invention includes but are not limited to following implementations Example.
The present invention provides a kind of underwater acoustic network node mutual distance measurement method based on gamma distributed model.For by N number of son Node (numbering is 1,2 ... N) and the underwater sound communication network that constitutes of 1 main controlled node (numbering is 0), the method is by certain Time allocation strategy, completes the TDOA ranging process of multiple acknowledgement mechanism, and being finally based on gamma model carries out repairing for range information Just.To achieve the above object, the present invention takes following technical scheme, it is characterised in that:
Step one:The acquisition of whole nodal distance information.
1st, numbering 0,1,2 ... N nodes successively as distance measurement request node, other nodes as range finding response node.
2nd, distance measurement request node number (if node number is k) sends distance measurement request signal to the whole network, and tracer signal starts hair Penetrate time point tk0, reception state is switched to afterwards, the signal to receiving carries out FFT computings.Distance measurement request signal is that persistence length is trequest, frequency be f1Simple signal.
3rd, range finding response node persistently carries out FFT computings in receiving terminal, once find distance measurement request signal f1In frequency range When spectrum component is more than 10 times of the spectral average of full frequency band, a t is waited according to own node numberx_delay(its after time Middle tx_delay=(x-1) * tblank, wherein x is range finding response node number), it is t to continuously transmit 3 persistence lengthsrespond, it is each Individual transmission signal forward position is with next transmission signal forward position at intervals of tinterval, frequency be f2Range finding answer signal.
4th, distance measurement request node persistently carries out the FFT computings of the 2nd step, once find range finding answer signal f2Frequency in frequency range Spectral component, more than 10 times of the spectral average of full frequency band, is f according to be connected to frequency2Signal order (common 3* (N-1) is secondary, Each response node can reply 3 answer signals) judge that signal belongs to the response message that x nodes are sent, record current time It is tkx1、tkx2And tkx3, wherein k is represented and is asked range finding node number, and x represents response node number, and 1,2,3 represent same node numbers hair First, second, third answer signal for going out.
5th, each node judges whether whether N nodes carried out said process as distance measurement request node excessively, if then Carry out second step;If not then returning to step 1 selects next node number as distance measurement request node.
After completing step one content, all nodes all obtain the range information of other all nodes with the whole network.Fig. 1 is represented When there is 5 nodes in network, basic time series schematic diagram.WhereinTransmission requests distance measuring signal is represented, Δ is represented and connect Request distance measuring signal is received,No. 1 node transmitting range finding answer signal is represented, represents that No. 0 node receives No. 1 range finding for sending Answer signal,Represent No. 2 corresponding signals, zero ● represent No. 3 corresponding signals, ◇ ◆ represent No. 4 corresponding signals.
Step 2:The amendment of whole ranging informations.
1st, all nodes of the whole network calculate when itself is as distance measurement request node distance measurement request signal and answer signal in water In propagation delay, i.e. tkx1'=tkx1-tk0-tx_delay, tkx2'=tkx2-tk0-tx_delay-tinterval, tkx3'=tkx3-tk0- tx_delay-2tinterval, tkx1'、tkx2'、tkx3' node number k is represented as distance measurement request node, when node x is as response node, The time that first, second, third signal of distance measurement request signal and response is propagated in environment under water.
2nd, the N-1 groups t for being stored node number k by velocity of sound c=1500m/s under waterkx1'、tkx2'、tkx3' time data turn It is changed to range data, i.e. dkx1=c*tkx1', dkx2=c*tkx2', dkx3=c*tkx3', dkx1, dkx2, dkx3Represent node number k Used as distance measurement request node, when node number is x response nodes, first, second, third signal of distance measurement request signal and response exists The round trip propagated in underwater environment is apart from sum.
3rd, d is determined according to formula (1)kx, i.e. node k as distance measurement request node, when node x is as response node, according to gal One-way communication distance after horse Modifying model.
Wherein dkxRepresent round trip response range finding DkxThe sample value of statistic,Represent to Dkx/ 2 i.e. one way distances are estimated Meter, i.e., the final revised range information for obtaining.The estimation to β is represented, β is gamma probability distribution parameters.N is represented to Dkx Observed samples number of times, in the above-mentioned methods n should be 3.So far each node completes acquisition and the amendment work of all range informations Make.
This part provides detailed derivation of the content of the invention comprising formula first, and illustrates effect of the invention by example Really.
It is for formula (2)Its derivation is as follows.
dkx1, dkx2, dkx3As to same statistic DkxSample, can be by certain method according to probability theory knowledge To DkxEstimated and corrected.DkxRepresent that node number k, as distance measurement request node, when node number is x response nodes, is surveyed Statistic of the round trip propagated in request signal and answer signal under water environment apart from sum.
Because inaccurate problem is detected in system hardware process cycle, signal leading edge, following 2 problems can be caused:
1st, record time point may be delayed when distance measurement request signal is received for response node;
2nd, record time point may be delayed when distance measurement request node receives answer signal.
These problems can cause the d of measurementkx1, dkx2, dkx3It is bigger than normal, cause the decline of final positioning precision.According to this reality Border situation, it is believed that the one way range finding corresponding to the detection time of transmitting distance measurement request signal and answer signal obeys same apart from D' The gamma of sample is distributed D'~Γ (1, β), i.e.,
Wherein Γ (1)=1, d ' is one way actual range, and β is gamma probability distribution parameters.
So distance statistics amount DkxIt is then Dkx=2D'.Γ (α, β) additive property matter, D are distributed according to gammakxObey gamma Γ (2, β) it is distributed, its probability density function is
Wherein Γ (2)=1, d ' is one way actual range, and β is probability distribution parameters.
Dkx~Γ (2, β), the statistic D of distancekxFirst moment is
The statistic D of distancekxSecond moment is
Wherein d ' is one way actual range, and d represents round trip actual range, and it is probability distribution parameters to have d=2*d', β.
Wherein DkxThe statistic of round trip range finding is represented, d represents round trip actual range, and β is probability distribution parameters.
dkx1, dkx2, dkx3As to same statistic DkxSample, it is theoretical according to probability Estimation, then make
WhereinRepresent to DkxThe i.e. estimation to round trip actual range of estimation,The estimation to β is represented, β is probability distribution Parameter, n is represented to DkxObservation frequency.
Solution aforesaid equation, then have
Wherein dkxRepresent round trip range finding DkxSample,Represent to Dkx/ 2 i.e. one way distance estimations,Expression is estimated to β Meter, β is probability distribution parameters, and n is represented to DkxObservation frequency.
Assuming that by 1 main controlled node, 4 underwater acoustic network systems constituted from node, its position is illustrated as shown in Figure 2.
According to actual measurement, each mutual actual range information of node is as shown in Table 1.
Form 1 certain underwater acoustic network node system node one way actual range
Distance measurement request and the response of all nodes are carried out according to the patent content first step, and then obtains dkx1, dkx2, dkx3, it Represent node number k as distance measurement request node, when node number is x response nodes, distance measurement request signal and response first, the 2nd, the round trip that third time signal is propagated in environment under water apart from sum, be shown in as shown in Table 2 by specific data.
Form 2 certain underwater acoustic network node system node round trip measurement distance
It is using formula (2)Upper table range information is modified.Such as request is found range Node is the d that 0 response range finding node is 1011、d012、d013Computing is carried out, one way distance estimator is drawn
Had according to (2) first equations of formula
Bring into Two equations then have
Then one way distance estimatorIt is 4.0579 meters.Herewith algorithm, the one way distance according to data computational chart X is estimated Amount, obtains shown in one way estimator form 3.
Form 3 certain underwater acoustic network node system node one way estimated distance
Range information after estimation is counted, definition is apart from accuracy evaluation amountWherein di It is the range information of required evaluation, di_realIt is actual range.
The distance measurements do not corrected and corrected are calculated according to above formula, it is known that uncorrected to be apart from accuracy evaluation amount 0.0443m, corrected apart from accuracy evaluation amount 0.0174m, it will be apparent that improve the precision of range information.
Assuming that by 1 main controlled node, 4 underwater acoustic network systems constituted from node, its position illustrates as shown in figure 4, its Middle filled circles represent main controlled node position, and open circles are represented from node location.
According to actual measurement, each node mutual distance information is as shown in Table 4.
Form 4 certain underwater acoustic network node system node one way actual range
Distance measurement request and the response of all nodes are carried out according to the patent content first step, and then obtains dkx1, dkx2, dkx3, it Represent node number k as distance measurement request node, when node number is x response nodes, distance measurement request signal and response first, the 2nd, the round trip that third time signal is propagated in environment under water apart from sum, be shown in as shown in Table 5 by specific data.
Form 5 certain underwater acoustic network node system node round trip measurement distance
It is using formula (2)Upper table range information is modified.Such as request is found range Node is the d that 0 response range finding node is 1011、d012、d013Computing is carried out, one way distance estimator is drawn
Had according to first equation of above formula
Bring into Two equations then have
Then one way distance estimatorIt is 4.0579 meters.Herewith algorithm, the one way distance according to data computational chart X is estimated Amount, obtains one way estimator as shown in Table 6.
Form 6 certain underwater acoustic network node system node one way estimated distance
Range information after estimation is counted, definition is apart from accuracy evaluation amountWherein di It is the range information of required evaluation, di_realIt is actual range.
The distance measurements do not corrected and corrected are calculated according to above formula, it is known that uncorrected to be apart from accuracy evaluation amount 0.0443m, corrected apart from accuracy evaluation amount 0.0174m, it will be apparent that improve the precision of range information.

Claims (2)

1. a kind of underwater acoustic network node mutual distance measurement method based on gamma distributed model, it is characterised in that comprise the steps:
Step one:The acquisition of whole nodal distance information
1) numbering be 1,2 ... in the underwater sound communication network that N number of child node of N and 1 main controlled node that numbering is 0 are constituted, section Point 0,1,2 ... N successively as distance measurement request node, other nodes as range finding response node;
2) distance measurement request node number k sends distance measurement request signal to the whole network, and tracer signal starts launch time point tk0, Zhi Houzhuan It is reception state, the signal to receiving carries out FFT computings;Described distance measurement request signal is that frequency is f1Simple signal;
3) range finding response node persistently carries out FFT computings in receiving terminal, once find distance measurement request signal f1Frequency spectrum point in frequency range When amount is more than 10 times of the spectral average of full frequency band, a t is waitedx_delayAfter time, 3 secondary frequencies are continuously transmitted for f2Survey Away from answer signal;Wherein tx_delay=(x-1) * tblank, x is range finding response node number, tblankIt is the protection interval of setting;
4) signal of the distance measurement request node persistently to receiving carries out FFT computings, once find range finding answer signal f2Frequency in frequency range Spectral component, more than 10 times of the spectral average of full frequency band, is f according to be connected to frequency2The order of signal judges whether signal belongs to In the response message that x nodes are sent, record is connected to frequency for f2The moment of signal is tkx1、tkx2And tkx3
5) each node judges whether N nodes carried out said process as distance measurement request node excessively, if then carrying out second Step;If not then returning to step 1) next node number is selected as distance measurement request node;
Step 2:The amendment of whole ranging informations
1) all nodes of the whole network calculate when itself is as distance measurement request node distance measurement request signal and answer signal in water Propagation delay, i.e. tkx1'=tkx1-tk0-tx_delay, tkx2'=tkx2-tk0-tx_delay-tinterval, tkx3'=tkx3-tk0- tx_delay-2tinterval, tkx1'、tkx2'、tkx3' node number k is represented as distance measurement request node, when node x is as response node, The time that first, second, third signal of distance measurement request signal and response is propagated in environment under water;tintervalFor each is sent out Signal leading edge is penetrated to be spaced with next transmission signal forward position;
2) the N-1 groups t for being stored node k by velocity of sound c=1500m/s under waterkx1'、tkx2'、tkx3' time data be converted to away from From data, i.e. dkx1=c*tkx1', dkx2=c*tkx2', dkx3=c*tkx3', dkx1, dkx2, dkx3Represent node number k as survey Away from requesting node, when node number is x response nodes, first, second, third signal of distance measurement request signal and response ring under water The round trip propagated in border is apart from sum;
3) according to formula
Determine dkx, i.e. node k as distance measurement request node, when node x is as response node, according to the revised list of gamma model Journey communication distance;Wherein dkxRepresent round trip response range finding DkxThe sample value of statistic,Represent to Dkx/ 2 i.e. one way distance Estimate, i.e., the final revised range information for obtaining;The estimation to β is represented, β is gamma probability distribution parameters;N represents right DkxObserved samples number of times.
2. the underwater acoustic network node mutual distance measurement method based on gamma distributed model according to claim 1, its feature exists In:Described n is 3.
CN201410674363.3A 2014-11-21 2014-11-21 Underwater acoustic network node mutual distance measurement method based on gamma distribution model Expired - Fee Related CN104391275B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201410674363.3A CN104391275B (en) 2014-11-21 2014-11-21 Underwater acoustic network node mutual distance measurement method based on gamma distribution model

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201410674363.3A CN104391275B (en) 2014-11-21 2014-11-21 Underwater acoustic network node mutual distance measurement method based on gamma distribution model

Publications (2)

Publication Number Publication Date
CN104391275A CN104391275A (en) 2015-03-04
CN104391275B true CN104391275B (en) 2017-05-24

Family

ID=52609199

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201410674363.3A Expired - Fee Related CN104391275B (en) 2014-11-21 2014-11-21 Underwater acoustic network node mutual distance measurement method based on gamma distribution model

Country Status (1)

Country Link
CN (1) CN104391275B (en)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107144843B (en) * 2017-04-25 2019-12-31 西安电子科技大学 Parallel ranging method based on graph structure task scheduling
CN107765252A (en) * 2017-10-23 2018-03-06 燕山大学 A kind of non-temporal synchronous underwater positioning system and method based on broadcast polls
CN109217967B (en) * 2018-10-10 2020-06-16 中国船舶重工集团公司七五0试验场 Synchronous signal system data transmission method applied to underwater sound transmission system
CN109188444B (en) * 2018-10-10 2023-04-11 中国船舶重工集团公司七五0试验场 Submarine underwater acoustic response type positioning method and system based on synchronous signal system

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5031159A (en) * 1990-02-21 1991-07-09 Laitram Corporation Hydroacoustic ranging system
JPH03264810A (en) * 1990-03-15 1991-11-26 Penta Ocean Constr Co Ltd Position measuring method of underwater operating machine
CN103336267B (en) * 2013-07-02 2015-03-25 哈尔滨工程大学 Master-slave mode multi-UUV (Unmanned Underwater Vehicle) cooperative location method based on underwater acoustic communication delay

Also Published As

Publication number Publication date
CN104391275A (en) 2015-03-04

Similar Documents

Publication Publication Date Title
CN104391275B (en) Underwater acoustic network node mutual distance measurement method based on gamma distribution model
CN106405500B (en) Intelligent robot follower method, system for tracking and the emitter for following
CN104272132B (en) Determining position of underwater node
CN103957510A (en) Environment self-adaption indoor positioning algorithm based on cooperative communication
CN106169945A (en) A kind of cooperative frequency spectrum sensing method of difference based on minimax eigenvalue
CN105929389A (en) Direct locating method based on external radiation source time delay and Doppler frequency
CN107272004A (en) A kind of single beacon distance-measuring and positioning method based on subsea beacon position correction
CN103687000A (en) Wireless sensor network indoor localization distance measurement optimization method based on RSSIs
CN110081864A (en) A kind of water-depth measurement aggregate delay correcting method for taking water depth value into account
CN106468771A (en) A kind of multi-target detection and tracking method under the high clutter conditions of low Observable
KR102082263B1 (en) Underwater Acoustic Positioning System and Method thereof
CN108169752A (en) A kind of ultrasonic ranging method and system based on wireless communication
CN105592548A (en) Wireless sensor network centroid location method based on Gaussian model
CN108882167B (en) Navigation positioning method based on signal intensity in underwater acoustic communication network
CN111708009B (en) Underwater acoustic asynchronous distance measurement method
CN106680823B (en) Method and device for detecting target distance and speed by using sound pulse of sperm whale
CN110208731B (en) High frame rate non-fuzzy underwater sound positioning method
CN108322933A (en) A kind of node accelerating gradient decline localization method
CN104955148A (en) Positioning method of wireless sensor network using symmetrical propagation of electromagnetic wave
CN105988104B (en) Distance measuring method, distance measuring device, positioning device and positioning method
CN112394320A (en) Indoor high-precision centroid positioning method based on support vector machine
CN105988105B (en) Distance measuring method, distance measuring device, positioning device and positioning method
CN104502889B (en) Positioning credibility computational methods based on reference point ultimate range in fingerprint location
CN110333492A (en) A kind of anti-miscoordination Deceiving interference method based on area ratio
Jie et al. A ultra-wideband location algorithm based on neural network

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20170524

Termination date: 20191121

CF01 Termination of patent right due to non-payment of annual fee