CN107027168A - Localization method and device - Google Patents

Localization method and device Download PDF

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Publication number
CN107027168A
CN107027168A CN201610073267.2A CN201610073267A CN107027168A CN 107027168 A CN107027168 A CN 107027168A CN 201610073267 A CN201610073267 A CN 201610073267A CN 107027168 A CN107027168 A CN 107027168A
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China
Prior art keywords
station
keeping mode
location information
keeping
information
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CN201610073267.2A
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Chinese (zh)
Inventor
曲文启
李�瑞
闻宏观
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Alibaba China Co Ltd
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Autonavi Information Technology Co Ltd
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Priority to CN201610073267.2A priority Critical patent/CN107027168A/en
Priority to PCT/CN2017/071818 priority patent/WO2017133480A1/en
Publication of CN107027168A publication Critical patent/CN107027168A/en
Pending legal-status Critical Current

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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02Services making use of location information
    • 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
    • G01S5/02Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves
    • G01S5/0257Hybrid positioning
    • G01S5/0258Hybrid positioning by combining or switching between measurements derived from different systems
    • G01S5/02585Hybrid positioning by combining or switching between measurements derived from different systems at least one of the measurements being a non-radio measurement
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W64/00Locating users or terminals or network equipment for network management purposes, e.g. mobility management

Abstract

The application is related to a kind of localization method and device, and this method is included in point to be determined and obtains the first location information that at least two different station-keeping mode locating modules are sent respectively;First location information the second location information corresponding with the position being pre-stored in pre-stored location data fingerprint base is matched, the corresponding position of the station-keeping mode is determined, the position of point to be determined is obtained further according to the corresponding position Synthesis of each station-keeping mode.Point to be determined is positioned by the locating module of at least two different station-keeping modes, overcome prior art according only to single station-keeping mode point to be determined is positioned present in accuracy it is not high the problem of.

Description

Localization method and device
Technical field
The application is related to field of locating technology, more particularly to a kind of localization method and device.
Background technology
Presently the most the indoor positioning technologies of main flow mainly include triangle polyester fibre and fingerprint location, and this two kinds fixed Position technology be single station-keeping mode (due to a kind of station-keeping mode be used for position signal source for one kind, because Single station-keeping mode is also referred to as the positioning of single signal source by this), e.g., station-keeping mode is wifi positioning, indigo plant Tooth positioning etc..
Because in actual applications, every kind of station-keeping mode corresponds to a kind of location information, such as station-keeping mode is wifi Then its corresponding location information is wifi signals for positioning, i.e., the wifi that station-keeping mode scanning wifi equipment is sent Signal;Its corresponding location information is Bluetooth information if station-keeping mode is bluetooth positioning, i.e. station-keeping mode Scan the Bluetooth information that bluetooth equipment is sent., may be due to for the location equipment of same station-keeping mode Its deployment is unbalanced, higher and make it that the location equipment quantity of deployment is inadequate in view of cost, Huo Zheding The various situations such as the characteristic distributions and signal propagation characteristicses of position equipment itself, may result in this kind positioning The location equipment signal cover of pattern is not complete, there is no signal or the weaker region that can not be positioned of signal, Once object to be positioned enters these regions and will cause positioning failure or position inaccurate technical problem.
The content of the invention
A kind of localization method and device that the embodiment of the present application is provided, improving position success rate is and accuracy.
To achieve the above object, this application provides a kind of method of positioning, this method includes:
The first positioning letter that the locating module of at least two different station-keeping modes is sent is obtained in point to be determined Breath;
The first location information that each locating module is sent is divided into one group, obtains each station-keeping mode corresponding One location information;
It is for each station-keeping mode, the first location information of the station-keeping mode is corresponding to preset respectively Corresponding second location information of each position stored in the location data fingerprint base of station-keeping mode is matched, Determine the corresponding position of station-keeping mode;
According to the corresponding position of each station-keeping mode, the corresponding position in point to be determined is determined.
The embodiment of the present application also provides a kind of positioner, and device includes acquiring unit, grouped element, first Determining unit and the second determining unit, wherein:
The acquiring unit, the locating module hair for obtaining at least two different station-keeping modes in point to be determined The first location information sent;
The grouped element, the first location information for each locating module to be sent is divided into one group, obtains each Corresponding first location information of station-keeping mode;
First determining unit, for for each station-keeping mode, the first of the station-keeping mode to be determined The each position that position information is stored in the location data fingerprint base of station-keeping mode corresponding to preset respectively is corresponding Second location information is matched, and determines the corresponding position of the station-keeping mode;
Second determining unit, for according to the corresponding position of each station-keeping mode, determining described to be positioned The corresponding position of point.
A kind of terminal device, includes the locating module and processor of at least two different station-keeping modes;
Locating module, during for positioning service in user's opening terminal apparatus, end of scan equipment is current The first location information or the first location information of surrounding enviroment that the location equipment on position periphery is sent.
Processor, for the first location information of the locating module transmission of identical station-keeping mode to be divided into one group, Obtain corresponding first location information of each station-keeping mode;For each station-keeping mode, by the positioning mould It is each that first location information of formula is stored in the location data fingerprint base of station-keeping mode corresponding to preset respectively Corresponding second location information in position is matched, and determines the corresponding position of the station-keeping mode;And, According to the corresponding position of each station-keeping mode, the terminal device present position is determined.
The localization method and device that the embodiment of the present application is provided, can be by least in same point to be determined The locating module of two different station-keeping modes is positioned (also referred to as multisignal source positioning) to point to be determined, On the one hand, due to the position difference that the corresponding location equipment of different station-keeping modes is disposed, relative to single Station-keeping mode location equipment deployment scenario for, for the same area scope, different station-keeping modes Location equipment covering density it is larger, the covering of location equipment signal is more complete, and different station-keeping mode The signal distributions feature of corresponding location equipment is different with signal propagation characteristicses, therefore each other can be mutual Mend, and seldom probability can be present without the weaker region of location information or location information, so that at each Position can receive the location information of the location equipment of different station-keeping modes, based on the location information energy Enough successfully positioned, overcome in the prior art according to determining that the location equipment of single station-keeping mode is sent The problem of position information is positioned and failed in the presence of positioning;On the other hand, according to each station-keeping mode Point to be determined position to obtain relevant position, and according to the corresponding position Synthesis of the plurality of station-keeping mode The position of point to be determined is obtained, the positioning for overcoming single station-keeping mode itself to exist is unstable so as to cause The problem of positioning inaccurate, therefore, this Shen more accurate relative to the position that the positioning of single station-keeping mode is obtained It please improve positioning accuracy.
Brief description of the drawings
, below will be in the embodiment of the present application in order to illustrate more clearly of the technical scheme of the embodiment of the present application The required accompanying drawing used is briefly described, it should be apparent that, drawings described below is only this Some embodiments of application, for those of ordinary skill in the art, are not paying creative work Under the premise of, other accompanying drawings can also be obtained according to these accompanying drawings.
A kind of flow chart for localization method that Fig. 1 provides for the embodiment of the present application;
A kind of structural representation for positioner that Fig. 2 provides for the embodiment of the present application;
A kind of structural representation for terminal device that Fig. 3 provides for the embodiment of the present application.
Embodiment
The localization method and device that the embodiment of the present application is provided, it is adaptable to electronic map positioning, it is such as indoor fixed Position, outdoor positioning.
In the embodiment of the present application, the first location information progress positioning to station-keeping mode can be fixed using triangle Position technology, it would however also be possible to employ fingerprint location technology.
" fingerprint " in fingerprint location technology refer to location equipment (such as access point (Access Point, AP the multipath characteristics that the positioning signal)) sent is produced after reflection, refraction etc. on a certain position Signal is finger print information of the location equipment on the position.It is AP such as to assume location equipment, then AP The radio wave of transmitting produces the multipath corresponding with the position in a certain position after reflection, refraction Characteristic signal, " fingerprints " of the AP in the position is confirmed as by the multipath characteristics signal, and such as AP is indigo plant Tooth equipment, base station equipment, wifi equipment, then " fingerprint " in the position is signal strength values.
Fingerprint location process can be divided into two stages:" off-line training " and " tuning on-line "." from Line training " the stage is that it is multiple fixed to be fixedly installed in the place for all places with location requirement Position equipment, in advance can by collector using collecting device place each location point collection around each The location information of the location equipment transmitting of station-keeping mode, and/or using the ring of collecting device scanning each position point Border location information;For every kind of station-keeping mode, set up each position point and the station-keeping mode is corresponding each fixed Position equipment or environmental positioning information the location information of the location point corresponding relation, to obtain location data Be stored with fingerprint base, i.e. location data fingerprint base substantial amounts of location point position and the position it is corresponding fixed Position information (the application is referred to as the second location information)." online/positioning " refers to subsequently for be positioned Object, the positioning of each station-keeping mode is received in the position (i.e. point to be determined) where the object to be positioned Location information or environmental positioning information (the application is referred to as the first location information) that equipment is sent, and according to Fingerprint in the location information or environmental positioning information location data fingerprint base corresponding with corresponding station-keeping mode Matched, to obtain the position of point to be determined.
Below in conjunction with the accompanying drawing in the embodiment of the present application, the technical scheme in the embodiment of the present application is carried out Clearly and completely describe, it is clear that described embodiment is a part of embodiment of the application, without It is whole embodiments.Based on the embodiment in the application, those of ordinary skill in the art are not making wound The every other embodiment that the property made is obtained on the premise of working, should all belong to the scope of the application protection.
A kind of flow chart for localization method that Fig. 1 provides for the embodiment of the present application.As shown in figure 1, the party The executive agent of method 100 be the terminal device with positioning function, such as mobile phone, pad, removable computer, The locating module of at least two station-keeping modes is provided with the terminal device, this method 100 includes following Step:
S110, first that the locating module transmission of at least two different station-keeping modes is obtained in point to be determined is determined Position information.
In the embodiment of the present application, if the corresponding location information of station-keeping mode is affixed to determining for ad-hoc location Position equipment is sent, then the corresponding locating module of the station-keeping mode is sent in point to be determined Scan orientation equipment Location information;If the corresponding location information of station-keeping mode is to can be used for the information of positioning present in environment Location information in the corresponding locating module scanning circumstance of the station-keeping mode.
For example:Station-keeping mode can include wifi positioning, bluetooth positioning, architecture, magnetic orientation, Light-seeking, infrared positioning etc., the corresponding locating module being arranged in terminal device are wifi receivers, indigo plant Tooth receiver, base station receiver, earth inductor, optical inductor and infrared remote receiver;Wherein, wifi Positioning, bluetooth positioning, architecture, infrared positioning, then its corresponding location information can be set from wifi The location equipments such as standby, bluetooth equipment, base station equipment and infrared equipment are sent, then wifi receivers, bluetooth Receiver, base station receiver, earth inductor, optical inductor and infrared remote receiver scanning wifi equipment, The location information that bluetooth equipment, base station equipment and infrared equipment are sent.As station-keeping mode be light-seeking and Magnetic orientation, then the surrounding enviroment of optical inductor and earth inductor scanning point to be determined are fixed accordingly to obtain Position information.
In step S110, the locating module hair of at least two different station-keeping modes is obtained in point to be determined The first location information sent, specifically may include:Obtained at least according to the preset acquisition cycle in point to be determined The first location information that the locating module of two different station-keeping modes is sent, wherein the cycle of acquisition be higher than or wait The transmission cycle of the first location information is sent in locating module, therefore, in abovementioned steps S110, Ke Yi At least one first positioning letter that the locating module that point to be determined obtains at least two different station-keeping modes is sent Breath.
For example, it is assumed that terminal device is provided with wifi receivers, Bluetooth Receiver and earth inductor, Then point to be determined is A points, then obtains wifi receivers, Bluetooth Receiver and earth inductor hair in A points The first location information sent is respectively (T, maclist), (T, blelist) and (T, maglist), Wherein:(T, maclist) is represented in T time section (obtaining the cycle) interior wifi receivers in A points (the wifi information includes wifi equipment to the wifi information that the multiple wifi equipments scanned are sent MAC (Media Access Control, media access control) addresses and wifi signal strength values);(T, Blelist multiple bluetooth equipments transmission that Bluetooth Receiver is arrived in A spot scans in T time section) is represented Bluetooth information (Bluetooth information includes the MAC Address and bluetooth signal intensity value of bluetooth equipment);(T, Maglist multiple Geomagnetism Informations (ground that earth inductor is arrived in A spot scans in T time section) is represented Magnetic information includes absolute force value).The wifi letters scanned with wifi receivers in T time section Cease for t1 (ss11, ss12 ... ..., ss1n);T2 (ss21, ss22 ... ..., ss2m);t3 (ss31, ss32 ... ..., ss3k), wherein, t1, t2, and t3 represent T time section in difference when Between point;Ss identifies the signal strength values of wifi information.In the embodiment of the present application, Bluetooth Receiver and ground The location information that magnetic inductor scanning is obtained is similar with wifi information in form, is succinct description, at this In repeat no more.
S120, the first location information that the locating module of identical station-keeping mode is sent is divided into one group, obtains Corresponding first location information of each station-keeping mode.
In actual applications, due to being likely to be received the multiple of locating module transmission within the same acquisition cycle First location information, so as to cause the first location information to there is data redundancy, according to including redundant data First location information, which carries out positioning, to cause locating speed slower.Preferably, to solve the problem, preceding State in S120, be divided into the first location information for sending the locating module of identical station-keeping mode after one group, Re-scheduling is carried out to each group of the first location information, this group of location information after re-scheduling is defined as corresponding positioning Corresponding first location information of pattern, to complete to carry out redundancy processing to the first location information.The side of re-scheduling Formula can be as follows:According to the location equipment included in the first location information ID, by ID identicals n (wherein n is the positive integer more than or equal to 1) first location information is confirmed as same location equipment and sent Location information, then one of them first location information is chosen from n the first location informations and retained, will Remaining n-1 the first location informations are rejected;Or, according to the location equipment included in the first location information No. ID, by determining that ID identicals n the first location informations confirm as that same location equipment sends Position information, then carry out COMPREHENSIVE CALCULATING according to the n the first location informations and obtain first location information, First location information is replaced into n first location information, for example, using the first location information as letter Exemplified by number intensity, the average value of the signal intensity of the n the first location informations is defined as COMPREHENSIVE CALCULATING The first obtained location information.For example, it is assumed that station-keeping mode positions for wifi, obtained in an acquisition cycle The wifi signals in multiple transmission cycles of wifi locating modules transmission are got, wherein there are multiple wifi signals to be Obtained from the scanning of same location equipment, then the signal intensity for calculating the plurality of wifi signals obtains a wifi Signal intensity, then retain the wifi signal intensities, and delete aforesaid plurality of wifi signals.
S130, for each station-keeping mode, by the first location information of station-keeping mode respectively with it is preset The corresponding second location information progress of each position stored in the location data fingerprint base of corresponding station-keeping mode Match somebody with somebody, determine the corresponding position of station-keeping mode.
Alternatively, in the embodiment of the present application, foregoing S130, implementing can be as follows:
For each station-keeping mode, calculate respectively station-keeping mode the first location information characteristic information with The similarity of the individual features information of corresponding second location information of each position in location data fingerprint base; By at least one corresponding position of the second location information that similarity is larger, it is defined as station-keeping mode corresponding Position.For example, the order according to similarity from high to low, chooses n the second location information correspondences successively Position be defined as the corresponding position of station-keeping mode.Characteristic information refers to the information that can be used in positioning, such as First location information is wifi information, Bluetooth information, Geomagnetism Information etc., and its corresponding characteristic information is letter Number intensity level;First location information is infrared etc., and its corresponding characteristic information is that information receives the time.
Alternatively, in the embodiment of the present application, foregoing S130, implementing can be as follows:
For each position in location data fingerprint base, calculate station-keeping mode according to formula 1.1 first is determined The similarity of characteristic information the second location information individual features information corresponding with position of position information:
Wherein, Score represents similarity;N represents what is included in the first location information and the second location information The maximum of location information number, ssi be first location information in i-th of location information feature Information, ffi is the characteristic information of i-th of location information of second location information.
For example, it is assumed that station-keeping mode positions for wifi, the corresponding locating module of station-keeping mode positions for wifi Module, the first location information that P is received from wifi locating modules in point to be determined for ss1, ss2 ... ..., ssn};The position and its second location information stored in location data fingerprint base is as follows:P1 (ff11, ff21 ... ..., ff1m), P2 (ff21, ff22 ... ..., ff2n), P3 (ff31, ff32 ... ..., Ff3k) ... Pi (ffi1, ffi2 ... ..., ffij).First, for every in location data fingerprint base One position, the of point to be determined P the first location information and the position is calculated according to aforementioned formula 1.1 The similarity of two location informations, obtain according to this P the first location information respectively with P1, P2, P3 ... Pi ... The second location information similarity be followed successively by x1, x2, x3 ... xi ...;Secondly, by x1, x2, X3 ... xi ... it is ranked up according to order from big to small;Finally by preceding n after sequence, (n's takes Value can be 1 or be the positive integer more than 1, can flexibly set according to actual needs) similarity The position of corresponding second location information is defined as point to be determined P position.Calculated often according to formula 1.1 The similarity of corresponding second location information in one position and point to be determined P the first location information, can be with Illustrated exemplified by P1, it is specific as follows:
The positioning letter included in step A1, the first location information for taking corresponding second location informations of P1 and P The maximum of the quantity of breath, that is, take L=max (m, n), if m=n, step A4 is performed, if m>N, then hold Row step A2, if m<N then performs step A3;
Step A2, then supply m data by corresponding first location informations of P, i.e., in the first positioning letter Increase (m-n) individual preset location information in breath, can such as increase (m-n) individual preset location information, Such as { ss1, ss2 ..., ssn, ss0, ss0 ..., ss0 };And perform step A4;
Step A3, then supply n data by corresponding second location informations of P1, i.e., in the second positioning letter Increase (n-m) individual location information in breath, can such as increase (n-m) individual preset location information, such as { ff11, ff12 ..., ff1m, ff0, ff0 ..., ff0 };And perform step A4;
Step A4, according to aforementioned formula 1.1, calculates P the first location information and P1 the second positioning is believed The similarity of breath is x1.
Foregoing ss0 and ff0 is preset characteristic information, and value is empirical value, and both can be with identical To differ.
Such as station-keeping mode positions for wifi, and in point to be determined, P obtains the first of the transmission of wifi locating modules Location information is P { ss1, ss2, ss3, ss4, ss5 };Assuming that positioning corresponding with wifi station-keeping modes Data fingerprint storehouse be wifi fingerprint bases, the wifi fingerprint bases include P1 ff11, ff12, ff13, ff14, ff15};P2 { ff21, ff22, ff23, ff24 };P3 ff31, ff32, ff33, ff34, ff35, ff36}.Understood by abovementioned steps, P the first location information number and P1 the second location information number It is identical, the phase of the location informations of P first and P1 the second location information can be directly calculated according to formula 1.1 It is x1 like degree;P the first location information number is more than P2 the second location information number, then by P2 the Two location informations are processed as P2 { ff21, ff22, ff23, ff24, ff0 }, further according to aforementioned formula 1.1 The similarity for calculating the location informations of P first and P2 the second location information is x2;P the first location information Number be less than P3 the second location information number, then by P the first location information be processed as P ss1, ss2, Ss3, ss4, ss5, ss0 }, calculate the location informations of P first and P3 further according to formula 1.1 second is determined The similarity of position information is x3.The processing mode of other station-keeping modes and foregoing wifi station-keeping modes principle class Seemingly, this is no longer going to repeat them.
S140, according to the corresponding position of each station-keeping mode, determines the corresponding position in point to be determined.
Preferably, in the embodiment of the present application, determined in S140 according to the corresponding position of each station-keeping mode The corresponding position in point to be determined, implementing can be as follows:Step A, according to the corresponding position of each station-keeping mode The second location information and corresponding station-keeping mode the first location information similarity, determine that each is determined The weight of bit pattern;Step B, according to the position of each station-keeping mode and its weight, synthesis is determined to be positioned The corresponding position of point.
Alternatively, in the embodiment of the present application, in step A, according to the of the corresponding position of each station-keeping mode The similarity of two location informations and the first location information of corresponding station-keeping mode, determines each positioning mould The weight of formula, can specifically be realized using at least following two modes:
Mode 11:Calculate the second location information and corresponding station-keeping mode of the corresponding position of all station-keeping modes The similarity and value of first location information, is used as first and value;For each station-keeping mode, calculate The similarity of second location information of the corresponding position of station-keeping mode and the first location information of the station-keeping mode And value, by this and value and first and the ratio that is worth, be defined as the weight of station-keeping mode.That is station-keeping mode The similarity of second location information of correspondence position and the first location information of point to be determined is higher, then it is assumed that The position that the station-keeping mode is oriented is more accurate, and confidence level is higher, therefore the corresponding power of the station-keeping mode It is again bigger.
For example:Assuming that station-keeping mode includes wifi positioning, bluetooth positioning and ground magnetic orientation, wifi positioning correspondences Position and its similarity (the i.e. phase of the second location information of the position and the location information of point to be determined first Like degree) (P1, S1) is followed successively by, (P2, S2), wherein (P3, S3), P represent position, and S represents similarity; Bluetooth positions corresponding position and similarity is followed successively by (P4, S4), (P5, S5), (P6, S6);Ground magnetic orientation pair The position answered and its similarity are (P7, S7), (P8, S8), (P9, S9).In the manner previously described, it can obtain Wifi positions corresponding weight a=(S1+S2+S3)/(S1+S2+S3+S4+S5+S6+S7+S8+S9);Bluetooth is determined Corresponding weight b=(S4+S5+S6)/(S1+S2+S3+S4+S5+S6+S7+S8+S9) in position;Ground magnetic orientation Weight c=(S7+S8+S9)/(S1+S2+S3+S4+S5+S6+S7+S8+S9).Such as, S1 to S9 increases successively Greatly, then weight c>b>a.
Mode 12:For each station-keeping mode, the second positioning letter of the corresponding position of the station-keeping mode is calculated Breath and the similarity average value of the first location information of corresponding station-keeping mode;From preset similarity and weight Corresponding relation in, obtain the corresponding weight of corresponding with station-keeping mode similarity average value (such as general With the similarity average value as the corresponding weight of close similarity it is defined as this in corresponding relation similar Spend the corresponding weight of average value), the weight is defined as to the weight of the station-keeping mode.The similarity With in the corresponding relation of weight, similarity is bigger, and weight is bigger.
Alternatively, in the embodiment of the present application, the position in step B according to each station-keeping mode and its weight, Synthesis determines the corresponding position in the point to be determined, can be realized according at least following two modes:
Mode 21, for each station-keeping mode, calculate the longitude average value of the corresponding position of station-keeping mode with And latitude average value, and calculate longitude average value and latitude average value and multiply respectively with the weight of station-keeping mode Product, obtains the longitude weighted average and latitude weighted average of station-keeping mode;By each station-keeping mode correspondence Longitude weighted average and value be defined as the longitude of point to be determined correspondence position, and, by each positioning The latitude for being defined as point to be determined correspondence position with value of the corresponding latitude weighted average of pattern.
For example, being illustrated with previous examples.Assuming that the latitude and longitude coordinates of the corresponding position in point to be determined are used (x, y) is represented;Wifi positions corresponding position (x1, y1), (x2, y2) and (x3, y3);It is corresponding for P4, P5 and P6 that bluetooth positions corresponding position Latitude and longitude coordinates are respectively (x4, y4), (x5, y5) and (x6, y6);The corresponding position of ground magnetic orientation be P7, The corresponding latitude and longitude coordinates of P8 and P9 are (x7, y7), (x8, y8) and (x9, y9);Wifi positioning, indigo plant Tooth is positioned and ground magnetic orientation distinguishes corresponding weight for foregoing a, b, c.Calculate the warp of the position of point to be determined Latitude coordinate is as follows:
Step B1, for each station-keeping mode, calculate the longitude average value of the corresponding position of station-keeping mode with And latitude average value, i.e.,:
Step B2, calculate the longitude average value and latitude average value of each station-keeping mode respectively with station-keeping mode The product of weight, obtains the longitude weighted average and latitude weighted average of station-keeping mode, i.e.,:
Step B3, by the corresponding latitude weighted average of each station-keeping mode and value be defined as point to be determined pair The latitude of position is answered, i.e.,
That is the latitude and longitude coordinates of point to be determined are:
Mode 22, for each station-keeping mode, calculate the longitude average value of the corresponding position of station-keeping mode with And latitude average value;The average value of the corresponding longitude average value of each station-keeping mode is defined as point to be determined pair The longitude of position is answered, and the average value of the corresponding latitude average value of each station-keeping mode is defined as to be positioned The latitude of point correspondence position.
Still by taking previous example as an example.Assuming that the latitude and longitude coordinates of the corresponding position in point to be determined use (x, y) Represent;Wifi position corresponding position for the corresponding latitude and longitude coordinates of P1, P2 and P3 be respectively (x1, y1), (x2, y2) and (x3, y3);It is the corresponding latitude and longitude coordinates of P4, P5 and P6 that bluetooth, which positions corresponding position, Respectively (x4, y4), (x5, y5) and (x6, y6);Magnetic orientation corresponding position in ground is P7, P8 and P9 Corresponding latitude and longitude coordinates are (x7, y7), (x8, y8) and (x9, y9):
Aforementioned manner 2 is for mode 1, it is not necessary to consider the weight of each station-keeping mode, directly Obtained, realized relatively simple according to the average value of the latitude and longitude coordinates of each station-keeping mode correspondence position.And Mode 1 is compared with mode 2, according to the second location information of station-keeping mode correspondence position and the position and the Similarity between one location information determines the weight of the station-keeping mode, and such as similarity is more high corresponding Weight is higher, then the position of 2 points to be determined calculated is closer to the weight big in the manner previously described The corresponding position of station-keeping mode, because similarity is more high, determines position corresponding with the station-keeping mode more Accurately, therefore its corresponding position credibility of the bigger station-keeping mode of weight is higher, therefore by point to be determined To be partial to the corresponding position of the station-keeping mode also more accurate for position, therefore, compared with mode 2, mode 1 Determine that the position of point to be determined is more accurate.
In previous embodiment only so that station-keeping mode is wifi positioning, bluetooth positioning and earth magnetism positioning as an example, this Application is not limited in foregoing three kinds of station-keeping modes, can also include other station-keeping modes, such as light-seeking, Infrared positioning, architecture etc..I.e. the station-keeping mode of technical scheme can include following at least two Plant the station-keeping mode of the above:Wifi positioning, bluetooth positioning, magnetic orientation, light-seeking, infrared positioning and Architecture etc..Strict limitation is not made to this in the embodiment of the present application.
A kind of structural representation for positioner that Fig. 2 provides for the embodiment of the present application.As shown in Fig. 2 should Device 200 can be used for realizing the method shown in Fig. 1, and the device 200 includes acquiring unit 210, packet Unit 220, the first determining unit 230 and the second determining unit 240, wherein, described device is set and tool Have on the terminal device of positioning function, at least two different station-keeping modes are provided with the terminal device Locating module, wherein;
Acquiring unit 210, the locating module hair for obtaining at least two different station-keeping modes in point to be determined The first location information sent.
Grouped element 220, for the first location information of the locating module transmission of identical station-keeping mode to be divided into One group, obtain corresponding first location information of each station-keeping mode.
Grouped element 220 is specifically for the first location information for sending the locating module of identical station-keeping mode It is divided into one group, and re-scheduling is carried out to each group of the first location information, this group of location information after re-scheduling is true It is set to corresponding first location information of corresponding station-keeping mode.Re-scheduling mode can be found in foregoing teachings, herein not Repeat again.
First determining unit 230, for for each station-keeping mode, the first positioning of station-keeping mode to be believed Cease each position corresponding second stored in the location data fingerprint base of station-keeping mode corresponding to preset respectively Location information is matched, and determines the corresponding position of station-keeping mode.
Second determining unit 240, for according to the corresponding position of each station-keeping mode, determining point to be determined pair The position answered.
Alternatively, in the embodiment of the present application, the second determining unit 240 is specifically included:
Similarity Measure subelement, for for each station-keeping mode, the station-keeping mode to be calculated respectively The second positioning corresponding with each position in the location data fingerprint base of the characteristic information of first location information The similarity of the individual features information of information;
Position determination subelement, for by least one larger corresponding position of the second location information of similarity Put, be defined as the corresponding position of the station-keeping mode.
Alternatively, in the embodiment of the present application, Similarity Measure subelement specifically for,
For each position in location data fingerprint base, calculate station-keeping mode according to below equation first is determined The similarity of characteristic information the second location information individual features information corresponding with position of position information:
Wherein, Score represents similarity;N represents what is included in the first location information and the second location information The maximum of location information number, ssi believes for the feature of i-th of location information in the first location information Breath, ffi is the characteristic information of i-th of location information of the second location information.
Alternatively, in the embodiment of the present application, position determination subelement specifically for:According to each station-keeping mode The similarity of second location information of corresponding position and the first location information of corresponding station-keeping mode, it is determined that Go out the weight of each station-keeping mode;And, it is comprehensive true according to the position of each station-keeping mode and its weight Make the corresponding position in point to be determined.
Alternatively, in the embodiment of the present application, position determination subelement is according to the corresponding position of each station-keeping mode The second location information and corresponding station-keeping mode the first location information similarity, determine that each is determined The weight of bit pattern, specifically for:Calculate the second location information of the corresponding position of all station-keeping modes with The similarity and value of first location information of corresponding station-keeping mode, is used as first and value;For each Station-keeping mode, calculates the second location information of the corresponding position of station-keeping mode and determines with the first of the station-keeping mode The similarity and value of position information, by this and value and first and the ratio of value, is defined as the power of station-keeping mode Weight.
Alternatively, in the embodiment of the present application, the position determination subelement is according to the position of each station-keeping mode And its weight, it is comprehensive to determine the corresponding position in the point to be determined, specifically for:It is fixed for each Bit pattern, calculates the longitude average value and latitude average value of the corresponding position of station-keeping mode, and calculates warp The product of average value and latitude average value respectively with the weight of station-keeping mode is spent, the longitude of station-keeping mode is obtained Weighted average and latitude weighted average;By the corresponding longitude weighted average of each station-keeping mode and value It is defined as the longitude of point to be determined correspondence position, and, by the corresponding latitude weighted average of each station-keeping mode The latitude for being defined as point to be determined correspondence position with value of value.
The device that the embodiment of the present application is provided, is positioned by least two locating modules to point to be determined, Different weights are selected according to the characteristic of every kind of signal source, the final position for determining point to be determined is improved Positioning to point to be determined and the precision positioned to point to be determined, simultaneously, it is to avoid single in the prior art The problem of what one signal was caused can not position or position inaccurate to point to be determined.
Alternatively, as another embodiment of the application, the second determining unit 240 specifically for:For each Station-keeping mode is planted, the longitude average value and latitude average value of the corresponding position of station-keeping mode is calculated;Will be each The average value of the corresponding longitude average value of station-keeping mode is defined as the longitude of point to be determined correspondence position, and, The average value of the corresponding latitude average value of each station-keeping mode is defined as to the latitude of point to be determined correspondence position.
The device that the embodiment of the present application is provided, is treated by the locating module of at least two different station-keeping modes Anchor point is positioned, and different weights are selected according to the characteristic of every kind of signal source, are finally determined to be positioned The corresponding position of point, improves the positioning to point to be determined and the precision positioned to point to be determined, meanwhile, Avoid that single signal in the prior art causes can not position or asking point to be determined positioning is inaccurate Topic.
It should be noted that in the embodiment of the present application, acquiring unit 210 in the device 200 can be with The S110 in the method 100 shown in Fig. 1 is realized, grouped element 220 can realize S120, and first determines Unit 230 can realize S130, and the second determining unit 240 can realize S140, be succinct description, dress Put implementing for unit in 200 consistent with its implementation for realizing corresponding method and step, This is repeated no more.
A kind of terminal device that Fig. 3 provides for the embodiment of the present application, the terminal device 300 includes at least two The locating module 310 and processor 320 of individual different station-keeping modes.
Locating module 310, during for positioning service in user's opening terminal apparatus, end of scan equipment is worked as The first location information or the first positioning letter of surrounding enviroment that the location equipment on preceding position periphery is sent Breath.
The positioning service of user's opening terminal apparatus can be:User opens the ground loaded on the terminal device During figure software, user is positioned;Or, user open map software indoor map when, and Positioning in walking process to user indoors;Or, to positioning of customer location etc. in navigation procedure.
Processor 320, for the first location information point for sending the locating module 310 of identical station-keeping mode For one group, corresponding first location information of each station-keeping mode is obtained;For each station-keeping mode, by institute The first location information of station-keeping mode is stated respectively in the location data fingerprint base of station-keeping mode corresponding to preset Corresponding second location information of each position of storage is matched, and determines the corresponding position of the station-keeping mode Put;And, according to the corresponding position of each station-keeping mode, determine the corresponding position in the point to be determined.
Wherein in processor 320, each performs implementing for step and can be found in Fig. 1 methods described flows Implementing for corresponding steps, will not be repeated here.
Preferably, in the embodiment of the present application, the equipment 300 can also include data output devices 330, Such as display screen, the position for showing the point to be determined determined.
Localization method, device and terminal device that the embodiment of the present application is provided, in same point to be determined, energy Enough point to be determined is positioned by the locating module of at least two different station-keeping modes (also referred to as to believe more The positioning of number source), on the one hand, because the position that the corresponding location equipment of different station-keeping modes is disposed is different, For the deployment scenario of the location equipment of single station-keeping mode, for the same area scope, no The density covered with the location equipment of station-keeping mode is larger, and the covering of location equipment signal is more complete, and not With station-keeping mode, the signal distributions feature of corresponding location equipment is different with signal propagation characteristicses, therefore mutually Between can be complementary, and seldom probability can be present without the weaker region of location information or location information so that So that the location information of the location equipment of different station-keeping modes can be received in each position, based on this Location information can be positioned successfully, overcome and set in the prior art according to the positioning of single station-keeping mode The problem of location information that preparation is sent is positioned and failed in the presence of positioning;On the other hand, it is fixed according to each Bit pattern to point to be determined can position obtaining relevant position, and according to the plurality of station-keeping mode correspondence Position Synthesis obtain the position of point to be determined, the positioning for overcoming single station-keeping mode itself to exist is unstable It is fixed so as to the problem of causing to position inaccurate, therefore obtained position is positioned relative to single station-keeping mode more Accurately, the application improves positioning accuracy.
It should be noted that the dress shown in Fig. 2 can be realized in the equipment 300 that the embodiment of the present application is provided The function of unit/module in 200 is put, each behaviour of the method 100 shown in Fig. 1 can also be completed Work/method and step, it is succinct for description, just repeat no more herein.
Professional should further appreciate that, be described with reference to the embodiments described herein The unit and algorithm steps of each example, can be come with electronic hardware, computer software or the combination of the two Realize, in order to clearly demonstrate the interchangeability of hardware and software, in the above description according to function Generally describe the composition and step of each example.These functions are come with hardware or software mode actually Perform, depending on the application-specific and design constraint of technical scheme.Professional and technical personnel can be to every Described function is realized in individual specific application using distinct methods, but it is this realize it is not considered that Beyond scope of the present application.
The step of method or algorithm for being described with reference to the embodiments described herein, can use hardware, processing The software module that device is performed, or the two combination are implemented.Software module can be placed in random access memory (RAM), internal memory, read-only storage (ROM), electrically programmable ROM, electrically erasable ROM, Any other form well known in register, hard disk, moveable magnetic disc, CD-ROM or technical field Storage medium in.
Above-described embodiment, purpose, technical scheme and beneficial effect to the application are carried out Be further described, should be understood that the embodiment that the foregoing is only the application and , it is not used to limit the protection domain of the application, it is all within spirit herein and principle, done Any modification, equivalent substitution and improvements etc., should be included within the protection domain of the application.

Claims (17)

1. a kind of localization method, it is characterised in that methods described includes:
The first location information that the locating module of at least two different station-keeping modes is sent is obtained in point to be determined;
The first location information that the locating module of identical station-keeping mode is sent is divided into one group, obtains each positioning mould Corresponding first location information of formula;
It is for each station-keeping mode, the first location information of the station-keeping mode is corresponding to preset respectively Corresponding second location information of each position stored in the location data fingerprint base of station-keeping mode is matched, Determine the corresponding position of the station-keeping mode;
According to the corresponding position of each station-keeping mode, the corresponding position in the point to be determined is determined.
2. according to the method described in claim 1, it is characterised in that for each station-keeping mode, will The location data fingerprint base of first location information of station-keeping mode station-keeping mode corresponding to preset respectively Corresponding second location information of each position of middle storage is matched, and determines that the station-keeping mode is corresponding Position, is specifically included:
For each station-keeping mode, the characteristic information of the first location information of the station-keeping mode is calculated respectively The phase of the individual features information of the second location information corresponding with each position in the location data fingerprint base Like degree;
By at least one corresponding position of the second location information that similarity is larger, it is defined as the station-keeping mode Corresponding position.
3. method according to claim 2, it is characterised in that for each station-keeping mode, point In the characteristic information and the location data fingerprint base that do not calculate the first location information of the station-keeping mode The similarity of the individual features information of corresponding second location information of each position, is specifically included:
For each position in location data fingerprint base, the of the station-keeping mode is calculated according to below equation The characteristic information of one location information the second location information individual features information corresponding with the position it is similar Degree:
Wherein, Score represents similarity;N represents what is included in the first location information and the second location information The maximum of location information number, ssi be first location information in i-th of location information feature Information, ffi is the characteristic information of i-th of location information of second location information.
4. method according to claim 2, it is characterised in that according to the corresponding position of each station-keeping mode Put, determine the corresponding position in the point to be determined, specifically include:
According to the first positioning of the second location information of the corresponding position of each station-keeping mode and corresponding station-keeping mode The similarity of information, determines the weight of each station-keeping mode;
According to the position of each station-keeping mode and its weight, synthesis determines the corresponding position in the point to be determined.
5. method according to claim 4, it is characterised in that according to the corresponding position of each station-keeping mode The similarity of the second location information put and the first location information of corresponding station-keeping mode, determines each The weight of station-keeping mode, is specifically included:
The second location information of the corresponding position of all station-keeping modes is calculated with the first of corresponding station-keeping mode to determine The similarity and value of position information, is used as first and value;
For each station-keeping mode, the second location information of the corresponding position of the station-keeping mode is calculated with being somebody's turn to do The similarity and value of first location information of station-keeping mode, by this and value and described first and the ratio of value, It is defined as the weight of the station-keeping mode.
6. method according to claim 4, it is characterised in that according to the position of each station-keeping mode and Its weight, synthesis determines the corresponding position in the point to be determined, specifically includes:
For each station-keeping mode, the longitude average value and latitude of the corresponding position of the station-keeping mode are calculated Average value is spent, and calculates the weight of the longitude average value and latitude average value respectively with the station-keeping mode Product, obtain the longitude weighted average and latitude weighted average of the station-keeping mode;
The corresponding longitude weighted average of each station-keeping mode and value are defined as the corresponding position in the point to be determined The longitude put, and, the corresponding latitude weighted average of each station-keeping mode and value are defined as described treat The latitude of anchor point correspondence position.
7. the method according to claim any one of 1-3, it is characterised in that according to each station-keeping mode Corresponding position, determines the corresponding position in the point to be determined, specifically includes:
For each station-keeping mode, the longitude average value and latitude of the corresponding position of the station-keeping mode are calculated Spend average value;
The average value of the corresponding longitude average value of each station-keeping mode is defined as the point to be determined correspondence position Longitude, and, the average value of the corresponding latitude average value of each station-keeping mode is defined as described to be positioned The latitude of point correspondence position.
8. the method according to claim any one of 1-6, it is characterised in that by identical station-keeping mode Locating module send the first location information be divided into one group, obtain each station-keeping mode it is corresponding first positioning Information, is specifically included:
The first location information that the locating module of identical station-keeping mode is sent is divided into one group, and to each group the One location information carries out re-scheduling, this group of location information after re-scheduling is defined as into corresponding station-keeping mode corresponding First location information.
9. a kind of positioner, it is characterised in that described device includes acquiring unit, grouped element, the One determining unit and the second determining unit, wherein:
The acquiring unit, the locating module hair for obtaining at least two different station-keeping modes in point to be determined The first location information sent;
The grouped element, for the first location information of the locating module transmission of identical station-keeping mode to be divided into One group, obtain corresponding first location information of each station-keeping mode;
First determining unit, for for each station-keeping mode, the first of the station-keeping mode to be determined The each position that position information is stored in the location data fingerprint base of station-keeping mode corresponding to preset respectively is corresponding Second location information is matched, and determines the corresponding position of the station-keeping mode;
Second determining unit, for according to the corresponding position of each station-keeping mode, determining described to be positioned The corresponding position of point.
10. device according to claim 9, it is characterised in that second determining unit is specifically used In,
Similarity Measure subelement, for for each station-keeping mode, the station-keeping mode to be calculated respectively The second positioning corresponding with each position in the location data fingerprint base of the characteristic information of first location information The similarity of the individual features information of information;
Position determination subelement, for by least one larger corresponding position of the second location information of similarity Put, be defined as the corresponding position of the station-keeping mode.
11. device according to claim 10, it is characterised in that Similarity Measure subelement is specific For,
For each position in location data fingerprint base, the of the station-keeping mode is calculated according to below equation The characteristic information of one location information the second location information individual features information corresponding with the position it is similar Degree:
Wherein, Score represents similarity;N represents what is included in the first location information and the second location information The maximum of location information number, ssi be first location information in i-th of location information feature Information, ffi is the characteristic information of i-th of location information of second location information.
12. device according to claim 10, it is characterised in that the position determination subelement tool Body is used for,
According to the first positioning of the second location information of the corresponding position of each station-keeping mode and corresponding station-keeping mode The similarity of information, determines the weight of each station-keeping mode;
According to the position of each station-keeping mode and its weight, synthesis determines the corresponding position in the point to be determined.
13. device according to claim 12, it is characterised in that the position determination subelement root According to the second location information and the first location information of corresponding station-keeping mode of the corresponding position of each station-keeping mode Similarity, determines the weight of each station-keeping mode, specifically for,
The second location information of the corresponding position of all station-keeping modes is calculated with the first of corresponding station-keeping mode to determine The similarity and value of position information, is used as first and value;
For each station-keeping mode, the second location information of the corresponding position of the station-keeping mode is calculated with being somebody's turn to do The similarity and value of first location information of station-keeping mode, by this and value and described first and the ratio of value, It is defined as the weight of the station-keeping mode.
14. device according to claim 12, it is characterised in that the position determination subelement root Position and its weight according to each station-keeping mode, synthesis determine the corresponding position in the point to be determined, specifically For,
For each station-keeping mode, the longitude average value and latitude of the corresponding position of the station-keeping mode are calculated Average value is spent, and calculates the weight of the longitude average value and latitude average value respectively with the station-keeping mode Product, obtain the longitude weighted average and latitude weighted average of the station-keeping mode;
The corresponding longitude weighted average of each station-keeping mode and value are defined as the corresponding position in the point to be determined The longitude put, and, the corresponding latitude weighted average of each station-keeping mode and value are defined as described treat The latitude of anchor point correspondence position.
15. the device according to claim any one of 9-11, it is characterised in that described second determines Unit specifically for,
For each station-keeping mode, the longitude average value and latitude of the corresponding position of the station-keeping mode are calculated Spend average value;
The average value of the corresponding longitude average value of each station-keeping mode is defined as the point to be determined correspondence position Longitude, and, the average value of the corresponding latitude average value of each station-keeping mode is defined as described to be positioned The latitude of point correspondence position.
16. the device according to claim any one of 9-15, it is characterised in that the grouped element Specifically for,
The first location information that the locating module of identical station-keeping mode is sent is divided into one group, and to each group First location information carries out re-scheduling, and this group of location information after re-scheduling is defined as into corresponding station-keeping mode correspondence The first location information.
17. a kind of terminal device, it is characterised in that terminal device includes at least two different station-keeping modes Locating module and processor;
Locating module, during for positioning service in user's opening terminal apparatus, end of scan equipment is current The first location information or the first location information of surrounding enviroment that the location equipment on position periphery is sent.
Processor, for the first location information of the locating module transmission of identical station-keeping mode to be divided into one group, Obtain corresponding first location information of each station-keeping mode;For each station-keeping mode, by the positioning mould It is each that first location information of formula is stored in the location data fingerprint base of station-keeping mode corresponding to preset respectively Corresponding second location information in position is matched, and determines the corresponding position of the station-keeping mode;And, According to the corresponding position of each station-keeping mode, the terminal device present position is determined.
CN201610073267.2A 2016-02-02 2016-02-02 Localization method and device Pending CN107027168A (en)

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