CN108616977A - A kind of UWB multi-point delay bearing calibrations based on least square adjustment - Google Patents

A kind of UWB multi-point delay bearing calibrations based on least square adjustment Download PDF

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CN108616977A
CN108616977A CN201810644973.7A CN201810644973A CN108616977A CN 108616977 A CN108616977 A CN 108616977A CN 201810644973 A CN201810644973 A CN 201810644973A CN 108616977 A CN108616977 A CN 108616977A
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uwb
control point
base station
point
observation
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CN108616977B (en
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李博峰
钟颖
刘天霞
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Tongji University
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W56/00Synchronisation arrangements
    • H04W56/001Synchronization between nodes
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W56/00Synchronisation arrangements
    • H04W56/004Synchronisation arrangements compensating for timing error of reception due to propagation delay

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Abstract

UWB (ultra wide band) multi-point delay bearing calibration based on least square adjustment that the present invention relates to a kind of, first, several equally distributed control points are chosen on ground, and acquire static data on these control points, according to the static observation data of acquisition, control point and each base station coordinates of UWB systems, in conjunction with GNSS data processing method, relative signal propagation time delay amount between each base stations UWB is solved using least square adjustment thought, to realize the time synchronization between the base stations UWB.The present invention is suitable for carrying out the UWB positioning systems of time synchronization control using sync control device for the asynchronous problem design of each base station clock in UWB positioning.In the retardation of signal propagation time between calculating each base station, the observation joint for choosing multiple control points solves, and compared with single control point solves, reduces influence of all kinds of observation errors to time delay adjustment, result of calculation is more accurate, and reliability is stronger.

Description

A kind of UWB multi-point delay bearing calibrations based on least square adjustment
Technical field
The present invention relates to ultra wide band (UWB:Ultra-wide band) indoor navigation location technology data processing field, especially It is related to a kind of time delay adjustment method synchronized for realizing clock between the base stations UWB.
Background technology
In the past few decades, the outdoor navigator fix technology of high-precision such as Global Satellite Navigation System (GNSS) is increasingly Maturation, meter level of the precision by are increased to Centimeter Level.With the development of precision positioning technology, GNSS technologies are in the military and people It is obtained for extensive use with field.Meanwhile the high-precision navigator fix technology under indoor environment also becomes major research aircraft The research hotspot of structure and enterprise.Compared with outdoor positioning, the structure of indoor environment is increasingly complex, and personnel and barrier are more close Collection, and unstable and pervasive sensor systems.Currently used indoor positioning technologies include ultra wide band (Ultra-wide Band), radio frequency identification (Radio-Frequency Identification, RFID), infrared ray (Infrared-Ray, IR), Ultrasonic wave (Ultrasound-Wave), bluetooth and WLAN (Wireless Local Area Networks, WLAN) Etc. technologies.
Wherein, UWB technology be mid-twentieth century US military exploitation a kind of wireless communication technique, early years 21 century by Step starts to turn to civil use.UWB technology has positioning accuracy high (up within 10cm), transmission rate high (up to 1Gbit/ S) the features such as, spatial content is big, low in energy consumption, good concealment, strong antijamming capability.It disclosure satisfy that some high-precision indoor positioning fields The demand of scape, such as commercial measurement, military training, personnel's supervision, large stadium navigation field.
It is similar to the principle of satellite positioning, UWB systems be also by measuring signal by label to each base station propagation when Between positioned.Since there are oneself independent clock source, and the not isomorphous used in the clock source of each base station in each base station It shakes and all there is different frequency departures, which is not a constant.Therefore the label signal that each base station measures reaches Time (Time of arrival, TOA) does not have identical time reference.If do not handled the time synchronization problem, It will cause to observe data failure or control mistake, can not be accurately positioned.
For UWB clock synchronization issues, domestic and foreign scholars have done numerous studies.It is wherein directed to the ranging protocol of UWB mostly, As classical round trip telemetry, asymmetric bilateral bidirectional ranging, symmetrical bilateral bidirectional ranging and some improve on this basis Ranging protocol.Decawave companies are investigated except each base station clock, are re-introduced into a sync control device, data from Label is sent out is sent to sync control device to realize the synchronization of each clock after base station receives.But these methods be mostly from The angle of mechanics of communication is set out, and the data analysis in correction course is lacked, and is not also accounted for all kinds of random errors and is accidentally missed Influence of the difference to time synchronous calibration.
Invention content
The purpose of the present invention is to provide a kind of UWB multi-point delays bearing calibrations, can handle UWB indoor navigations positioning etc. In the problem of UWB base station time synchronisms.
The present invention refers to the thought of GNSS satellite satellite clock solution, in conjunction with GNSS data treatment theory, it is proposed that one kind is based on The more control point time delay adjustment methods of UWB of sync control device.Its basic thought is the known point work for choosing several discrete distributions Point in order to control, by observing the static data of one section of duration on each control point, in conjunction with GNSS least square adjustments and rough error Detection method acquires signal propagation time of each base station relative to Reference BTS, i.e. time delay.This method with it is traditional Compared with single control point corrects time delay, the influence of observation error under different observing environments is weakened, makes time-delay calculation result more It is accurate to add, and reliability is stronger.
In order to achieve the above object, the method and technology scheme that the present invention provides is:
A kind of UWB multi-point delay bearing calibrations based on least square adjustment, including:
Step L1:Several equally distributed discrete control points are chosen in UWB system ovelay ranges, are obtained control point and are sat It is marked with and the coordinate of each base station of UWB systems;
Step L2:Label is placed on the control point laid, static data is acquired on each control point;
Step L3:The priori environment information in scene is laid in conjunction with UWB systems to pre-process original observed data, is selected Reference BTS is taken, difference observation is constructed;
Step L4:It is right in conjunction with existing Error Correction ModelStep L2The static observation data at each control point are System Correction of Errors;
Step L5:In conjunction with GNSS data processing method, according toStep L4Each control point observation of middle acquisition acquires each Time delay value corresponding to a control point, and then acquire the amount of the relative time delay between each base stations UWB.
Optionally, in above-mentioned UWB multi-point delays bearing calibration, the step L1 includes:
Being laid in environment in UWB systems selects observation condition preferable, several disperse nodes being evenly distributed;
All base stations can effectively be observed by least one control point;
Ensure that control point has at least one public base station that can effectively observe two-by-two.
Optionally, in above-mentioned UWB multi-point delays bearing calibration, data prediction includes in the step L3:
Consider indoor environment circumstance of occlusion, rejects the base station coordinates for being unable to intervisibility on each control point;
Choose benchmark of the corresponding Reference BTS in each control point as difference between station.
Optionally, in above-mentioned UWB multi-point delays bearing calibration, in the step L3 selection of Reference BTS include:
Ensureing can mutual intervisibility between Reference BTS and control point;
Ensure that the Reference BTS can be observed effectively by least two control points including the control point simultaneously;
The base station near control point is chosen as far as possible as Reference BTS;
Identical Reference BTS is chosen as far as possible in each control point.
Optionally, in above-mentioned UWB multi-point delays bearing calibration, the step L4 includes:
The antenna phase center variation of UWB antenna for base station corrects and remaining system error correction.
Optionally, in above-mentioned UWB multi-point delays bearing calibration, the step L5 includes:
Combined according to each control point observation and solved, acquired between each base stations UWB using the method for least square adjustment Relative time delay measures;
It is rejected, and iteratively solved finally using the outlier detection theory observation larger to deviation in solution procedure Delay volume.
In conclusion the present invention is based on UWB sync control devices, combine time delay solution by more control point least square adjustments Calculate, introduce excess observation component, reduce influence of all kinds of observation errors to time delay adjustment, improve the precision of time delay adjustment with And stability
Specifically, compared with prior art, the present invention has the following advantages:
Existing UWB Clock Synchronization Technologies spininess does not account for the data during time delay adjustment to telecommunications field Processing method.The present invention is based on clock synchronous control devices, it is proposed that a kind of more control point time delay adjustment methods.With traditional list Point time delay adjustment method is compared, and this method refers to GNSS satellite clock correction computational methods, by the multiple controls for laying discrete distribution Point is calibrated, and excess observation component is introduced;And final time delay value is calculated by least square adjustment method, it can be certain The influence for weakening all kinds of observation errors caused by different observing environments in degree, improves the precision of time delay adjustment;It is calculating Indoor environment object is considered in the process and the influences such as blocks, and the larger observation of error is rejected using Detection of Gross Errors method, is protected The stability and availability of result of calculation are demonstrate,proved.
Description of the drawings
Fig. 1 is the UWB multi-point delay calibration method flow diagrams in one embodiment of the present invention;
Fig. 2 is step S3 idiographic flow schematic diagrams in Fig. 1;
Fig. 3 is step S5 idiographic flow schematic diagrams in Fig. 1.
Specific implementation mode
The specific implementation mode of the present invention is described in more detail below in conjunction with schematic diagram.According to following description and Claims, advantages and features of the invention will become apparent from.It should be noted that attached drawing is all made of very simplified form and Using non-accurate ratio, only for the purpose of facilitating and clarifying the purpose of the embodiments of the invention.
With reference to figure 1, in one embodiment of the present invention, a kind of multiple spot Yan Jiaozhengfangfabao based on least square adjustment It includes:
Step S1:Several equally distributed discrete control points are chosen in UWB system base-station coverage areas, obtain control Each base station coordinates of point coordinates and UWB systems;
Specifically, should be noted that when control point is chosen:
Being laid in environment in UWB systems selects observation condition preferable, several disperse nodes being evenly distributed;
All base stations can effectively be observed by least one control point;
Ensure that control point has at least one public base station that can effectively observe two-by-two.
Step S2:Label is placed on the control point laid, (step S2 is the static data for obtaining on each control point This field routine techniques):
Its basic observational equation is:
Wherein, subscript k indicates that k-th of label, subscript i indicate i-th of base station,Indicate the base station i's that label k is received Observation.It may be noted here that in the case of having sync control device, practical reached through base station by label for signal of observation synchronizes The time of control device.For the distance between label and base station,Indicate the antenna phase deviation of base station i, dtkFor label Clock correction, δ t be sync control device clock correction, riFor i-th of base station to the delay volume between sync control device,To see Noise is surveyed, c indicates the light velocity.
The situation of number is increased since raw observation might have, generally use each base when time delay adjustment and positioning calculation The method of observation difference is calculated between standing.
Step S3:Data prediction constructs difference observation.
Specifically, with reference to figure 2, step S3 includes:
Step S31:Delete the corresponding observation in base station that intervisibility is unable on each control point.
Specifically, being considered as the influence that barrier in environment blocks.
Optionally, the apex coordinate that can first obtain barrier judges that the method whether line segment intersects determines base station with apposition Whether signal is blocked.If two adjacent vertex coordinate of barrier is n, n+1, tag coordinate k, base station coordinates i, if meeting:
(nk × ni) * ((n+1) k × (n+1) i) < 0 and (2)
(kn × k (n+1)) * (in × i (n+1)) < 0
Wherein, nk indicates that the vector that 2 lines of n, k are formed, ni indicate the vector that 2 lines of n, i are formed, (n+1) k tables Show that the vector that 2 lines of n+1, k are formed, (n+1) i indicate the vector that 2 lines of n+1, i are formed, the meaning of symbol "×" is a × b=axby-aybx, a, b indicate the vector of arbitrary 2 progress multiplication cross, then it is assumed that the base station signal is blocked, and deletes the base station Observation.Circumstance of occlusion is judged there are many method, and the present invention does not require this.
Step S32:Choose the Reference BTS at each control point.
When Reference BTS is chosen, intervisibility between base station and control point should first ensure that.And it chooses with a distance from control point nearest Base station is as Reference BTS, to minimize the influence of all kinds of errors in complex environment.Meanwhile should ensure that the base station can simultaneously quilt At least two control points including the control point are effectively observed, the benchmark resolved with unified more control point time delays.If the base Station is only capable of being observed by current control point, then removes the base station, then the chosen distance control point in alternative subset in alternative subset Nearest base station as Reference BTS, and so on, the Reference BTS until determining the control point.
Step S33:Construct the difference observation at each control point.
If specifically, having any base station i, Reference BTS j, label k, then difference observational equation is:
Wherein, difference operatorAs can be seen that being made the difference by observation between base station, label and synchronous control The clock correction of device is disappeared, but also remains the systematic errors such as antenna phase deviation and observation noise at this time.
Step S4:System error correction is carried out in conjunction with existing Error Correction Model.
Specifically, being corrected antenna phase deviation in combination with existing Error Correction Model, the observation side after correction Cheng Wei:
At this point, the unknown number in (4) is only rij, tag coordinate (control point coordinates) and base station coordinates are substituted into, then can be found out I, the relative time-delay amount between two base stations j.
Step S5:Each base station time delay value is acquired using least square adjustment method.
Specifically, with reference to figure 3, the step S5 in one embodiment of the present invention includes:
Step S51:Adjustment acquires the base stations each control point Shang Ge relative time delay value.
If sharing n base station, (4) are write into as matrix form, then observational equation is:
L=Ax+ ∈ (5)
WhereinX=[r1j r2j ... r(j-1)jr(j+1)j ... rnj], A is that n-1 ties up unit matrix, and ∈ is residual vector, then its normal equation is:
N=ATPA, U=ATPL (6)
Optionally, can be used the parameters such as label and base station distance, observation signal-to-noise ratio determine power battle array P, the present invention to this not It is limited.
If a length of m epoch, the then time delay value finally acquired on the control point are when observation:
Wherein, subscript t indicates t-th of epoch.
Step S52:By each group time delay reduction to same Reference BTS.
A Reference BTS need to be chosen when final resolving, each control point energy intervisibility is often chosen and observation condition is preferable Base station.But due to each control point can intervisibility base station be not quite similar, when no each control point can intervisibility base station when, need Reference BTS when to difference is converted.
If original Reference BTS is j, j ' is now converted it to, it can be by rjj′It is placed onLast column is simultaneously multiplied by transition matrix:
Wherein,Indicate the time delay vector of the base station on the basis of j ',For its corresponding covariance, square is designed Battle array
Step S53:Adjustment solves each final time delay value in base station.
If share K control point, total s observation, then error equation be:
Wherein,V indicates the residual error after adjustment Vector, then
Next blunder test can be carried out to adjustment result to remove the larger observation of error.Optionally, use 3 δ for Limit difference carries out Detection of Gross Errors, invents very much without limitation:
If
Wherein, viFor the corresponding residual values of i-th of observation, δ is error in unit power, then it is assumed that is contained in i-th of observation Rough error, wherein viThe general maximum value being chosen in residual error.Adjustment is re-started after deleting the observation containing rough error, until Until not detecting rough error, you can obtain the time delay value between final each base station.
In conclusion the present invention is based on UWB sync control devices, when by more control point least square adjustment Combined Calculations Prolong, introduce excess observation component, reduce influence of all kinds of observation errors to time delay adjustment, improve the precision of time delay adjustment with And stability
Specifically, compared with prior art, the present invention has the following advantages:
Existing UWB Clock Synchronization Technologies spininess does not account for the data during time delay adjustment to electronic communication technology Processing method.The present invention is based on clock synchronous control devices, it is proposed that a kind of more control point time delay adjustment methods.With traditional list Point time delay adjustment method is compared, and this method refers to GNSS satellite clock correction computational methods, by the multiple controls for laying discrete distribution Point is calibrated, and excess observation component is introduced;And final time delay value is calculated by least square adjustment method, it can be certain The influence for weakening all kinds of observation errors caused by different observing environments in degree, improves the precision of time delay adjustment;It is calculating Indoor environment object is considered in the process and the influences such as blocks, and the larger observation of error is rejected using Detection of Gross Errors method, is protected The stability and availability of result of calculation are demonstrate,proved.
The preferred embodiment of the present invention is above are only, does not play the role of any restrictions to the present invention.Belonging to any Those skilled in the art, in the range of not departing from technical scheme of the present invention, to the invention discloses technical solution and Technology contents make the variations such as any type of equivalent replacement or modification, belong to the content without departing from technical scheme of the present invention, still Within belonging to the scope of protection of the present invention.

Claims (6)

1. a kind of UWB multi-point delay bearing calibrations based on least square adjustment, which is characterized in that including:
Step L1:Choose several equally distributed discrete control points in UWB system ovelay ranges, obtain control point coordinates with And the coordinate of each base station of UWB systems;
Step L2:Label is placed on the control point laid, static data is acquired on each control point;
Step L3:The priori environment information in scene is laid in conjunction with UWB systems to pre-process original observed data, chooses base Quasi- base station constructs difference observation;
Step L4:It is right in conjunction with existing Error Correction ModelStep L2The static observation data at each control point carry out system mistake Difference correction;
Step L5:In conjunction with GNSS data processing method, according toStep L4Each control point observation of middle acquisition, acquires each control The corresponding time delay value of system point, and then acquire the amount of the relative time delay between each base stations UWB.
2. a kind of UWB multi-point delays school based on least square adjustment as described in claim 1, correction method, which is characterized in that The step L1 includes:
Being laid in environment in UWB systems selects observation condition preferable, several disperse nodes being evenly distributed;
All base stations can effectively be observed by least one control point;
Ensure that control point has at least one public base station that can effectively observe two-by-two.
3. a kind of UWB multi-point delay bearing calibrations based on least square adjustment as described in claim 1, which is characterized in that Data prediction includes in the step L3:
Consider indoor environment circumstance of occlusion, rejects the base station coordinates for being unable to intervisibility on each control point;
Choose benchmark of the corresponding Reference BTS in each control point as difference between station.
4. UWB multi-point delays timing Reference BTS choosing method as claimed in claim 3, it is characterised in that:
Ensureing can mutual intervisibility between Reference BTS and control point;
Ensure that the Reference BTS can be observed effectively by least two control points including the control point simultaneously;
The base station near control point is chosen as far as possible as Reference BTS;
Identical Reference BTS is chosen as far as possible in each control point.
5. a kind of UWB multi-point delay bearing calibrations based on least square adjustment as described in claim 1, which is characterized in that The step L4 includes:
The antenna phase center variation of UWB antenna for base station corrects and remaining system error correction.
6. a kind of UWB multi-point delay bearing calibrations based on least square adjustment as described in claim 1, which is characterized in that The step L5 includes:
Combined according to each control point observation and solved, acquired using the method for least square adjustment opposite between each base stations UWB Delay volume;
It is rejected using the outlier detection theory observation larger to deviation in solution procedure, and iteratively solves final time delay Amount.
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Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109164470A (en) * 2018-10-31 2019-01-08 西安思彼斯信息科技有限公司 The method and computation of real-time high-precision deformation monitoring in a kind of boring construction
CN110133698A (en) * 2019-06-13 2019-08-16 湖南农业大学 UWB localization method and system for agricultural operation machinery self-navigation positioning
CN110686681A (en) * 2019-11-14 2020-01-14 西安思彼斯信息科技有限公司 UWB high-precision high-efficiency positioning method
CN113063422A (en) * 2021-03-22 2021-07-02 中国科学院国家授时中心 Clock difference considered 5G terminal indoor positioning method
CN114258126A (en) * 2020-09-25 2022-03-29 上海华为技术有限公司 Data processing method and device

Citations (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090070618A1 (en) * 2005-09-09 2009-03-12 International Business Machines Corporation System and method for calibrating a tod clock
US20110070884A1 (en) * 2009-09-22 2011-03-24 Samsung Electronics Co., Ltd. Method for multi-point cooperation considering delay in wireless communication system
CN102331583A (en) * 2010-05-30 2012-01-25 天宝导航有限公司 Utilize the fixing GNSS atmosphere of blur level to estimate
CN102647386A (en) * 2012-04-05 2012-08-22 清华大学 Timely aligning method for use in multi-point cooperation OFDM (Orthogonal Frequency Division Multiplexing) system based on sub-band pre-coding
US20130288692A1 (en) * 2010-08-23 2013-10-31 Tracbeam Llc Locating a mobile station and applications therefor
US20130311135A1 (en) * 2011-06-22 2013-11-21 CVEngineering Corporation Multipoint simultaneous measurement method and multipoint simultaneous measurement system in electric power station, and internal clock used therefor
CN103502843A (en) * 2011-03-22 2014-01-08 天宝导航有限公司 GNSS signal processing with delta phase
CN104185274A (en) * 2014-09-11 2014-12-03 周俊杰 High-precision WLAN positioning scheme based on precision clock synchronization and time difference of arrival (TDOA) principle
CN105279750A (en) * 2014-07-09 2016-01-27 雷震 Equipment display guiding system based on IR-UWB and image moment
US20160088580A1 (en) * 2010-05-31 2016-03-24 Huawei Technologies Co., Ltd. Base Station and Method for Clock Synchronization of Base Station
CN107257579A (en) * 2017-07-11 2017-10-17 杭州品铂科技有限公司 A kind of method for synchronizing time of UWB high-accuracy position systems
CN107765269A (en) * 2017-10-18 2018-03-06 中国航空无线电电子研究所 GNSS satellite selection methods based on robust least square
CN107861098A (en) * 2017-11-10 2018-03-30 简极科技有限公司 A kind of intelligent court alignment system and method
CN107861513A (en) * 2017-12-08 2018-03-30 深圳市中舟智能科技有限公司 Intelligent robot autonomous navigation system based on UWB technology
CN108072887A (en) * 2017-11-07 2018-05-25 同济大学 Single base station marine real-time dynamic positioning method at a distance

Patent Citations (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090070618A1 (en) * 2005-09-09 2009-03-12 International Business Machines Corporation System and method for calibrating a tod clock
US20110070884A1 (en) * 2009-09-22 2011-03-24 Samsung Electronics Co., Ltd. Method for multi-point cooperation considering delay in wireless communication system
CN102331583A (en) * 2010-05-30 2012-01-25 天宝导航有限公司 Utilize the fixing GNSS atmosphere of blur level to estimate
US20160088580A1 (en) * 2010-05-31 2016-03-24 Huawei Technologies Co., Ltd. Base Station and Method for Clock Synchronization of Base Station
US20130288692A1 (en) * 2010-08-23 2013-10-31 Tracbeam Llc Locating a mobile station and applications therefor
CN103502843A (en) * 2011-03-22 2014-01-08 天宝导航有限公司 GNSS signal processing with delta phase
US20130311135A1 (en) * 2011-06-22 2013-11-21 CVEngineering Corporation Multipoint simultaneous measurement method and multipoint simultaneous measurement system in electric power station, and internal clock used therefor
CN102647386A (en) * 2012-04-05 2012-08-22 清华大学 Timely aligning method for use in multi-point cooperation OFDM (Orthogonal Frequency Division Multiplexing) system based on sub-band pre-coding
CN105279750A (en) * 2014-07-09 2016-01-27 雷震 Equipment display guiding system based on IR-UWB and image moment
CN104185274A (en) * 2014-09-11 2014-12-03 周俊杰 High-precision WLAN positioning scheme based on precision clock synchronization and time difference of arrival (TDOA) principle
CN107257579A (en) * 2017-07-11 2017-10-17 杭州品铂科技有限公司 A kind of method for synchronizing time of UWB high-accuracy position systems
CN107765269A (en) * 2017-10-18 2018-03-06 中国航空无线电电子研究所 GNSS satellite selection methods based on robust least square
CN108072887A (en) * 2017-11-07 2018-05-25 同济大学 Single base station marine real-time dynamic positioning method at a distance
CN107861098A (en) * 2017-11-10 2018-03-30 简极科技有限公司 A kind of intelligent court alignment system and method
CN107861513A (en) * 2017-12-08 2018-03-30 深圳市中舟智能科技有限公司 Intelligent robot autonomous navigation system based on UWB technology

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
FRANCISCO GONZALEZ MARTINEZ: "GNSS clock prediction and integrity", 《2009 IEEE INTERNATIONAL FREQUENCY CONTROL SYMPOSIUM JOINT WITH THE 22ND EUROPEAN FREQUENCY AND TIME FORUM》 *
李博峰: ""无电离层组合、Uofc和非组合精密单点定位观测模型比较"", 《测绘学报》 *
王爱生: ""部分最小二乘平差方法及在粗差定值与定位中的应用"", 《测绘科学》 *

Cited By (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109164470A (en) * 2018-10-31 2019-01-08 西安思彼斯信息科技有限公司 The method and computation of real-time high-precision deformation monitoring in a kind of boring construction
CN110133698A (en) * 2019-06-13 2019-08-16 湖南农业大学 UWB localization method and system for agricultural operation machinery self-navigation positioning
CN110686681A (en) * 2019-11-14 2020-01-14 西安思彼斯信息科技有限公司 UWB high-precision high-efficiency positioning method
CN110686681B (en) * 2019-11-14 2023-04-25 西安思彼斯信息科技有限公司 UWB high-precision and high-efficiency positioning method
CN114258126A (en) * 2020-09-25 2022-03-29 上海华为技术有限公司 Data processing method and device
WO2022063078A1 (en) * 2020-09-25 2022-03-31 华为技术有限公司 Data processing method and apparatus
CN113063422A (en) * 2021-03-22 2021-07-02 中国科学院国家授时中心 Clock difference considered 5G terminal indoor positioning method
CN113063422B (en) * 2021-03-22 2022-10-14 中国科学院国家授时中心 Clock-error-considered 5G terminal indoor positioning method

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