CN101609149A - A kind of method that improves attitude determination precision of airborne laser radar - Google Patents

A kind of method that improves attitude determination precision of airborne laser radar Download PDF

Info

Publication number
CN101609149A
CN101609149A CNA2009100889043A CN200910088904A CN101609149A CN 101609149 A CN101609149 A CN 101609149A CN A2009100889043 A CNA2009100889043 A CN A2009100889043A CN 200910088904 A CN200910088904 A CN 200910088904A CN 101609149 A CN101609149 A CN 101609149A
Authority
CN
China
Prior art keywords
attitude
coordinate
error
laser radar
earth coordinates
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CNA2009100889043A
Other languages
Chinese (zh)
Inventor
徐立军
周婉露
李小路
王建军
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Beihang University
Original Assignee
Beihang University
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Beihang University filed Critical Beihang University
Priority to CNA2009100889043A priority Critical patent/CN101609149A/en
Publication of CN101609149A publication Critical patent/CN101609149A/en
Pending legal-status Critical Current

Links

Images

Landscapes

  • Optical Radar Systems And Details Thereof (AREA)
  • Navigation (AREA)

Abstract

The invention discloses and a kind ofly under the condition of selecting low cost, low precision INS for use, find the solution three attitude errors, thereby improve the method for attitude determination precision of airborne laser radar by the two-dimensional coordinate error that unique point is fastened at terrestrial coordinate.It is characterized in that, decide the three-dimensional preliminary coordinate of correcting that appearance data, laser ranging data, scan angle data etc. ask unique point to fasten at terrestrial coordinate in conjunction with GPS locator data, INS; Error of coordinate of fastening at terrestrial coordinate according to described laser pin point and the mapping relations between the attitude error are found the solution attitude error by unique point at the preliminary correction coordinate of earth coordinates two-dimensional directional and the difference between the true coordinate; Utilize the low precision INS attitude data of the attitude error correction of being tried to achieve, thereby improve the accuracy of attitude determination of airborne laser radar.The present invention can reduce system cost greatly, and can be applicable to the situation of platform attitude frequent variations in the small-sized airborne remote sensing application with upper frequency correction attitude error.

Description

A kind of method that improves attitude determination precision of airborne laser radar
Technical field
The present invention relates to remote sensing and earth observation field, be mainly a kind of method that improves attitude determination precision of airborne laser radar.
Background technology
But airborne laser radar is widely used in fields such as topographic mapping, oceanic sounding, atmosphere environment supervision, ecosystem measurement, military and national defense with its all weather operations, operating flexibility, advantage such as cost is low, easy to operate, operating efficiency is high, drafting period is short.
Along with GPS (Global Position System, GPS), inertial navigation system (Inertial Navigation System, INS), the development of laser ranging technique etc., the bearing accuracy and the imaging precision of airborne laser radar are greatly improved.Especially the differential GPS The Application of Technology makes the bearing accuracy of GPS bring up to centimetre-sized by meter level.But because attitude error is very big to the location precision of airborne laser radar, high precision remote sensing and earth observation require very high to the accuracy of attitude determination of INS.And the INS price with enough accuracy is very expensive, needs long initialization and alignment time, and this has not only increased the cost of system, has also reduced the operational efficiency of system.Moreover INS utilizes the motion that is installed in inertial measuring unit (accelerometer and the gyroscope) sensitive carrier on the carrier, by the attitude data of integration output carrier, the problem that this attitude data exists error to accumulate rapidly in time.
The measuring error of attitude angle is a major reason that causes picture element to degenerate, and selects for use high-precision INS equipment that system cost will be increased greatly.Therefore, the accuracy of attitude determination of raising airborne laser radar has important practical significance under the prerequisite that reduces system cost." hi-Fix on a kind of laser radar platform, decide the apparatus and method of appearance " is open in Chinese patent 200710064115.7, this method adopts carries out relative orientation calculating to several aviation digital images that obtain, obtain the low frequency high-precision attitude parameter value of laser radar platform on the work course line, with this low frequency high-precision attitude parameter value the low precision parameter of high frequency that INS obtains is carried out correcting process, obtain the high-precision attitude parameter information of platform.The restriction in cycle but the regional extent that this method is carried out the high precision correction to ground laser pin point three-dimensional coordinate is taken photo by plane, the explanation cycle of taking photo by plane is about 4 seconds in its patent, promptly decide the appearance error, be applicable to that carrier aircraft platform attitude angle changes situation more slowly with the frequency correction of 4s.Along with light-small aircraft applying in airborne remote sensing, bigger variation takes place in above-mentioned applicable cases.On the one hand, because reducing of aircraft size and weight causes the attitude variation of carrier aircraft platform more frequent, need the cycle of taking photo by plane of aerial map picture as far as possible little.On the other hand, light-small aircraft load-carrying quantitative limitation has also limited the storage capacity of memory device, and this just makes that the cycle of taking photo by plane of aerial map picture can not be too little.The too small cycle of taking photo by plane can cause data processing amount to increase sharply simultaneously, has not only increased the difficulty of data processing, also is unfavorable in time obtaining of laser radar remote sensing image.
Therefore, under the condition of selecting low cost, low precision INS equipment for use, study a kind of method that improves attitude determination precision of airborne laser radar and be very important.The present invention discloses a kind of ground coordinate error from laser pin point and resolves the attitude angle error, thereby improves the method for attitude determination precision of airborne laser radar.This method can be applicable to the situation of platform attitude frequent variations in the small-sized airborne remote sensing application with the measuring error of upper frequency correction attitude angle.The present invention has broad application prospects in remote sensing and earth observation field.
Summary of the invention
The present invention a kind ofly finds the solution three attitude errors by the two-dimensional coordinate error of unique point in earth coordinates under the condition that only need select low cost, low precision INS equipment for use, thereby improves the method for attitude determination precision of airborne laser radar.
A kind of method that improves attitude determination precision of airborne laser radar that the present invention proposes is by the following technical solutions:
Select for use in the airborne laser radar remote sensing system under the condition of low cost, low precision INS equipment, find the solution three attitude errors, thereby improve the method for attitude determination precision of airborne laser radar by the two-dimensional coordinate error that unique point is fastened at terrestrial coordinate.It is characterized in that, try to achieve the three-dimensional preliminary coordinate of correcting that unique point is fastened at terrestrial coordinate in conjunction with GPS locator data, low precision INS attitude data, laser ranging data, scan angle data etc.; According to the mapping relations of described laser pin point between error of coordinate that terrestrial coordinate is fastened and three attitude errors, find the solution three attitude errors at the preliminary correction coordinate of earth coordinates directions X and Y direction and the difference between the true coordinate by unique point; Utilize the low precision INS attitude data of the attitude error correction of being tried to achieve, thereby improve the accuracy of attitude determination of airborne laser radar.Wherein, described laser repetition rate is far above the frequency that carrier aircraft platform attitude changes significantly, can think to remain unchanged along heading, the attitude angle that contains machine platform in the scanning area of certain limit; In the scanning area that described each attitude angle remains unchanged, select two unique points; Try to achieve its true coordinate by the position of described unique point on the aerial map picture in earth coordinates directions X and Y direction.The present invention can reduce system cost greatly, and can be applicable to the situation of platform attitude frequent variations in the small-sized airborne remote sensing application with the measuring error of upper frequency correction attitude angle.
Wherein, described laser repetition rate is far above the frequency that carrier aircraft platform attitude changes significantly, can think to remain unchanged along heading, the attitude angle that contains machine platform in the scanning area of certain limit; Certain limit, can think and select two unique points in the scanning area that attitude angle remains unchanged.
Wherein, according to the position of unique point on the aerial map picture, ask its true coordinate in earth coordinates directions X and Y direction.
Wherein, by deciding appearance data, laser ranging data, scan angle data etc. in conjunction with GPS locator data, low precision INS, the three-dimensional preliminary coordinate of correcting of asking unique point to fasten at terrestrial coordinate.
Wherein, ask three corresponding attitude errors of this scanning area at the preliminary correction coordinate of earth coordinates directions X and Y direction with the difference between the true coordinate, comprising: angle of roll error, angle of pitch error, crab angle error by unique point.
Wherein, low precision INS decides the appearance data with the attitude error correction of trying to achieve, and improves the accuracy of attitude determination of airborne laser radar.
Wherein, to remain unchanged be to set up under the prerequisite of pulse repetition rate far above carrier aircraft platform attitude change frequency of airborne laser radar to the described attitude angle of thinking certain scanning area.Described unique point is the point that house marginal point, road junction etc. have obvious characteristic.
Wherein, described unique point at the method for solving of the true coordinate of earth coordinates directions X and Y direction is: at first set two scaling points in scanning area, its coordinate in earth coordinates directions X and Y direction is known; In flight course with certain cycle to the survey region photographic images, with the piece image that wherein comprises these two scaling points is reference picture, determine the position of reference picture in earth coordinates by the known terrestrial coordinate of these two scaling points, then the have a few on this reference picture can be multiply by the camera enlargement factor by itself and the relative position of scaling point in image in the true coordinate of earth coordinates directions X and Y direction and tried to achieve; For other aerial map pictures, can be located by the method for images match in the earth coordinates, in like manner can try to achieve in the scanning area have a few in the true coordinate of earth coordinates directions X and Y direction.
Wherein, described aerial map as the overlay area all less than the laser scanning zone, this require to take several aerial map pictures, and interframe has certain overlapping, by means of the images match of overlapping region, can obtain on the next frame aerial map picture each point in the true coordinate of earth coordinates directions X and Y direction.
Wherein, the method for solving of described attitude error is: according to the mapping relations of laser pin point between error of coordinate that terrestrial coordinate is fastened and three attitude errors, two unique points can be set up four equations between the difference of the preliminary correction coordinate of earth coordinates directions X and Y direction and true coordinate and three attitude errors, utilize three equations wherein can try to achieve three attitude errors.
Beneficial effect of the present invention: the present invention discloses and a kind ofly finds the solution three attitude errors by the two-dimensional coordinate error of unique point on terrestrial coordinate under the condition of selecting low cost, low precision INS equipment for use, thereby improves the method for attitude determination precision of airborne laser radar.The present invention is less demanding to the measuring accuracy of INS, only need select the INS equipment of low cost, low precision for use, therefore, can reduce system cost.As long as survey region has the abundant unique point that is used, the present invention can be applicable to the situation of platform attitude frequent variations in the small-sized airborne remote sensing application with the measuring error of upper frequency correction attitude angle.The present invention has broad application prospects in remote sensing and survey field.
Description of drawings
Fig. 1 is the theory diagram of raising attitude determination precision of airborne laser radar method of the present invention;
Fig. 2 is the treatment step process flow diagram of raising attitude determination precision of airborne laser radar method of the present invention;
The three-dimensional coordinate resolution principle figure that Fig. 3 fastens at terrestrial coordinate for laser pin point.
Embodiment
Describe the specific embodiment of the present invention in detail below in conjunction with accompanying drawing.The schematic diagram of raising attitude determination precision of airborne laser radar method of the present invention is selected two unique points as shown in Figure 1 in the scanning area that each attitude angle remains unchanged.(set two scaling points in advance on the ground comprising scaling point, its coordinate in earth coordinates directions X and Y direction is known) reference picture in, according to unique point and scaling point on image relative position and the enlargement factor of camera can try to achieve " true coordinate " of unique point in earth coordinates directions X and Y direction, its precision is subjected to the influence of aerial map as resolution and image distortion correction effect.For other aerial map pictures, can be located by the method for images match in the earth coordinates, then can try to achieve the true coordinate of all unique points in earth coordinates directions X and Y direction.Can try to achieve three-dimensional preliminary the correct coordinate of unique point in conjunction with GPS locator data, low precision INS attitude data, laser ranging data and scan angle data etc. in earth coordinates directions X and Y direction.According to the mapping relations of laser pin point between error of coordinate that terrestrial coordinate is fastened and three attitude errors, in the preliminary correction coordinate of earth coordinates directions X and Y direction and the difference of true coordinate, can obtain the attitude error that these two unique point places have the scanning area correspondence of identical attitude angle by unique point.Afterwards, with the low precision INS attitude data of the attitude error correction of trying to achieve, improve the accuracy of attitude determination of airborne laser radar.
The treatment step process flow diagram of raising attitude determination precision of airborne laser radar method of the present invention comprises the steps: as shown in Figure 2
Step 2-1: in flight course, with certain frequency survey region is taken true picture, this frequency should satisfy has enough overlapping regions to carry out images match between adjacent image.
Step 2-2: along the heading of aircraft, change frequency according to laser repetition rate and carrier aircraft platform attitude, determine that the attitude angle that scanning area in certain limit contains machine platform remains unchanged, and selects two unique points in the scanning area that each attitude angle remains unchanged.
Step 2-3: ask the true coordinate of unique point in earth coordinates directions X and Y direction.In all aerial map pictures, getting wherein a width of cloth comprises two scaling points and (sets two scaling points in advance on the ground, its coordinate in earth coordinates directions X and Y direction is known) aerial map to look like be reference picture, the position of this image in earth coordinates can be determined by the known terrestrial coordinate of two scaling points.Suppose that X coordinate and Y coordinate that one of them scaling point is fastened at terrestrial coordinate are respectively X Ref, Y Ref, then unique point is at the true coordinate (X of earth coordinates directions X and Y direction R, Y R) can try to achieve by formula (1) and (2)
X R=X ref+ΔX×f (1)
Y R=Y ref+ΔY×f (2)
Wherein, Δ X is unique point and scaling point are parallel to the earth coordinates directions X on the aerial map picture a distance, and Δ Y is unique point and scaling point are parallel to earth coordinates Y direction on the aerial map picture a distance, and f is the enlargement factor of boat camera.
Step 2-4: find the solution the three-dimensional preliminary coordinate [X that corrects that unique point is fastened at terrestrial coordinate in conjunction with calculating such as GPS locator data, low precision INS attitude data, laser ranging data and scan angle data I, Y I, Z I] TThe three-dimensional coordinate resolution principle figure that laser pin point is fastened at terrestrial coordinate as shown in Figure 3, wherein, O-XYZ is a WGS84 coordinate system 301; O g-X gY gZ gBeing earth coordinates 302, is a local earth axes, can be obtained by certain space coordinate transformation 303 by WGS84 coordinate system 301.Aircraft flies forward along flight path 309, with certain laser repetition rate surface-emission laser over the ground, and writes down GPS locator data, low precision INS attitude data, laser ranging data and scan angle data simultaneously in flight course.Rotation matrix in conjunction with scan angle 307, laser ranging 308 and three attitude angle of value (angle of roll 304, the angle of pitch 305, crab angle 306), can try to achieve the three-dimensional coordinate of laser pin point 310 in WGS84 coordinate system 301, obtain the three-dimensional coordinate of laser pin point 310 in earth coordinates 302 by WGS84 coordinate system 301 to the space coordinate transformation 303 of earth coordinates 302 again.
Step 2-5: according to the mapping relations of laser pin point between the error of coordinate of earth coordinates directions X and Y direction and three attitude errors, by unique point at the preliminary correction coordinate of earth coordinates directions X and Y direction and the difference E between the true coordinate x, E y(trying to achieve according to formula (3)) finds the solution the attitude error that causes this error of coordinate, comprises angle of roll error, angle of pitch sum of errors crab angle error.
E x = X R - X I E y = Y R - Y I - - - ( 3 )
Step 2-6:, improve the accuracy of attitude determination of airborne laser radar with the low precision INS attitude data of the attitude error correction of trying to achieve.
In sum, the present invention proposes a kind of method that improves attitude determination precision of airborne laser radar: in the scanning area that attitude angle remains unchanged, select two unique points, find the solution attitude error (comprising angle of roll error, angle of pitch sum of errors crab angle error) at the preliminary correction coordinate of earth coordinates directions X and Y direction and the difference of true coordinate with these two unique points.With the low precision INS attitude data of the attitude error correction of trying to achieve, improve the accuracy of attitude determination of airborne laser radar.
The present invention only need adopt the INS equipment of fast, the low precision of low cost, initialization and calibration speed, has reduced system cost, has improved the operational efficiency of system.The key that the inventive method realizes is accurately to select unique point, as long as in a width of cloth aerial map picture enough unique points of extracting and being used are arranged, just can revise the attitude of laser radar in the respective scan area.Therefore, be applicable to the city topographic mapping that unique point is obvious and abundant.Like this, take the photograph the cycle even increase boat and take the photograph under the situation in cycle not dwindling boat, in boat is taken the photograph interval time, also can carry out deciding the correction of appearance error.Thereby patent of the present invention institute extracting method can be with the measuring error of upper frequency correction attitude angle, be applicable to small-sized airborne remote sensing use in the situation of platform attitude frequent variations.The resolution of the precision of method for determining posture of the present invention and aerial map picture is relevant with the spacing of laser pin point, and image resolution ratio is high more, laser pin point is intensive more, and then accuracy of attitude determination is high more.
The above; only be the basic scheme of specific implementation method of the present invention, but protection scope of the present invention is not limited thereto, any those skilled in the art that are in technical scope disclosed by the invention; the variation that can expect or replacement all should be encompassed within protection scope of the present invention.Therefore, protection scope of the present invention should be as the criterion with the protection domain of claim.All fall into the implication that is equal to of claim and the variation in the scope all will be included within the scope of claim.

Claims (10)

1, the invention discloses and a kind ofly under the condition of selecting low cost, low precision INS equipment for use, find the solution three attitude errors, thereby improve the method for attitude determination precision of airborne laser radar by the two-dimensional coordinate error that unique point is fastened at terrestrial coordinate.It is characterized in that, try to achieve the three-dimensional preliminary coordinate of correcting that unique point is fastened at terrestrial coordinate in conjunction with GPS locator data, low precision INS attitude data, laser ranging data, scan angle data etc.; According to the mapping relations of described laser pin point between error of coordinate that terrestrial coordinate is fastened and three attitude errors, find the solution three attitude errors at the preliminary correction coordinate of earth coordinates directions X and Y direction and the difference between the true coordinate by unique point; Utilize the low precision INS attitude data of the attitude error correction of being tried to achieve, thereby improve the accuracy of attitude determination of airborne laser radar.Wherein, described laser repetition rate is far above the frequency that carrier aircraft platform attitude changes significantly, can think to remain unchanged along heading, the attitude angle that contains machine platform in the scanning area of certain limit; In the scanning area that described each attitude angle remains unchanged, select two unique points; Try to achieve its true coordinate by the position of described unique point on the aerial map picture in earth coordinates directions X and Y direction.The present invention can reduce system cost greatly, and can be applicable to the situation of platform attitude frequent variations in the small-sized airborne remote sensing application with the measuring error of upper frequency correction attitude angle.
2, according to the described a kind of method that improves attitude determination precision of airborne laser radar of claim 1, it is characterized in that, described laser repetition rate is far above the frequency that carrier aircraft platform attitude changes significantly, can think to remain unchanged along heading, the attitude angle that contains machine platform in the scanning area of certain limit; Certain limit, can think and select two unique points in the scanning area that attitude angle remains unchanged.
3, according to the described a kind of method that improves attitude determination precision of airborne laser radar of claim 1, it is characterized in that,, ask its true coordinate in earth coordinates directions X and Y direction according to the position of unique point on the aerial map picture.
4, according to the described a kind of method that improves attitude determination precision of airborne laser radar of claim 1, it is characterized in that, by in conjunction with GPS locator data, low precision INS attitude data, laser ranging data, scan angle data etc., the three-dimensional preliminary coordinate of correcting of asking unique point to fasten at terrestrial coordinate.
5, according to the described a kind of method that improves attitude determination precision of airborne laser radar of claim 1, it is characterized in that, ask this scanning area corresponding three attitude errors at the preliminary correction coordinate of earth coordinates directions X and Y direction with the difference between the true coordinate by unique point, comprising: angle of roll error, angle of pitch error, crab angle error.
6, according to the described a kind of method that improves attitude determination precision of airborne laser radar of claim 1, it is characterized in that,, improve the accuracy of attitude determination of airborne laser radar with the low precision INS attitude data of the attitude error correction of trying to achieve.
7, according to described a kind of method and the described method of claim 2 that improves attitude determination precision of airborne laser radar of claim 1, it is characterized in that it is to set up that the described attitude angle of thinking certain scanning area remains unchanged under the prerequisite of pulse repetition rate far above carrier aircraft platform attitude change frequency of airborne laser radar; Described unique point is the point that house marginal point, road junction etc. have obvious characteristic.
8, according to described a kind of method and the described method of claim 3 that improves attitude determination precision of airborne laser radar of claim 1, it is characterized in that, described unique point at the method for solving of the true coordinate of earth coordinates directions X and Y direction is: at first set two scaling points in scanning area, its coordinate in earth coordinates directions X and Y direction is known; In flight course by the boat camera that carries with machine with certain cycle to the survey region photographic images, with the piece image that wherein comprises these two scaling points is reference picture, determine the position of reference picture in earth coordinates by the known terrestrial coordinate of these two scaling points, then the have a few on this reference picture can be multiply by the camera enlargement factor by itself and the relative position of scaling point in image in the true coordinate of earth coordinates directions X and Y direction and tried to achieve; For other aerial map pictures, can be located by the method for images match in the earth coordinates, in like manner can try to achieve in the scanning area have a few in the true coordinate of earth coordinates directions X and Y direction.
9, according to described a kind of method and the described method of claim 4 that improves attitude determination precision of airborne laser radar of claim 1, it is characterized in that, described aerial map as the overlay area all less than the laser scanning zone, this requires to take several aerial map pictures, and interframe has certain overlapping, by means of the images match of overlapping region, can obtain on the next frame aerial map picture each point in the true coordinate of earth coordinates directions X and Y direction.
10, according to described a kind of method and the described method of claim 5 that improves attitude determination precision of airborne laser radar of claim 1, it is characterized in that, the method for solving of described attitude error is: according to the mapping relations of laser pin point between error of coordinate that terrestrial coordinate is fastened and three attitude errors, two unique points can be set up four equations between the difference of the preliminary correction coordinate of earth coordinates directions X and Y direction and true coordinate and three attitude errors, utilize three equations wherein can try to achieve three attitude errors.
CNA2009100889043A 2009-07-13 2009-07-13 A kind of method that improves attitude determination precision of airborne laser radar Pending CN101609149A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CNA2009100889043A CN101609149A (en) 2009-07-13 2009-07-13 A kind of method that improves attitude determination precision of airborne laser radar

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CNA2009100889043A CN101609149A (en) 2009-07-13 2009-07-13 A kind of method that improves attitude determination precision of airborne laser radar

Publications (1)

Publication Number Publication Date
CN101609149A true CN101609149A (en) 2009-12-23

Family

ID=41482974

Family Applications (1)

Application Number Title Priority Date Filing Date
CNA2009100889043A Pending CN101609149A (en) 2009-07-13 2009-07-13 A kind of method that improves attitude determination precision of airborne laser radar

Country Status (1)

Country Link
CN (1) CN101609149A (en)

Cited By (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101865690A (en) * 2010-04-12 2010-10-20 大连理工大学 Three-dimensional topographical feature observation method
CN102176003A (en) * 2011-02-16 2011-09-07 北京航空航天大学 Optimization design method for aerial survey parameter of airborne laser radar
CN102320379A (en) * 2011-08-09 2012-01-18 长春理工大学 Digital calibration technology and method for airborne aerial electric equipment
CN102928846A (en) * 2012-10-24 2013-02-13 华南理工大学 Extreme-low-altitude laser radar digital terrain mapping system and extreme-low-altitude laser radar digital terrain mapping method of small-sized unmanned helicopter
CN103090863A (en) * 2013-01-31 2013-05-08 中国人民解放军国防科学技术大学 Method for measuring posture and height of dynamic platform
CN103149557A (en) * 2013-01-29 2013-06-12 北京理工大学 Random pointing error analysis method of airborne scanning laser radar
CN104501829A (en) * 2014-11-24 2015-04-08 杭州申昊科技股份有限公司 Error correction method of inertial navigation system
GB2520881A (en) * 2012-09-12 2015-06-03 Ibm Method and apparatus for patching
CN104931022A (en) * 2015-04-21 2015-09-23 国家测绘地理信息局卫星测绘应用中心 Satellite image three-dimensional area network adjustment method based on satellite-borne laser height measurement data
CN106225790A (en) * 2016-07-13 2016-12-14 百度在线网络技术(北京)有限公司 A kind of determination method and device of unmanned vehicle positioning precision
CN106767899A (en) * 2016-11-22 2017-05-31 航天恒星科技有限公司 It is a kind of that the Incorporate scaling method and device of satellite are painted based on day
CN106896828A (en) * 2017-04-18 2017-06-27 厦门领夏智能科技有限公司 A kind of unmanned plane automated wireless charging method and system
CN107462244A (en) * 2017-04-24 2017-12-12 北京航空航天大学 A kind of air remote sensing platform attitude angle high-precision measuring method matched based on GPS location and aerial map picture
CN109725303A (en) * 2018-12-04 2019-05-07 北京万集科技股份有限公司 Modification method and device, the storage medium of coordinate system
CN110160545A (en) * 2018-03-15 2019-08-23 北京航空航天大学 A kind of the enhancing positioning system and method for laser radar and GPS
CN106950989B (en) * 2017-04-18 2019-09-10 厦门领夏智能科技有限公司 A kind of unmanned plane fixed point location method and system
CN110531328A (en) * 2019-06-25 2019-12-03 西安空间无线电技术研究所 A kind of spaceborne Circular scanning radar beam center error in pointing estimation method
CN111208492A (en) * 2018-11-21 2020-05-29 长沙智能驾驶研究院有限公司 Vehicle-mounted laser radar external parameter calibration method and device, computer equipment and storage medium
WO2020113357A1 (en) * 2018-12-03 2020-06-11 深圳市大疆创新科技有限公司 Target detection method and device, flight path management method and device and unmanned aerial vehicle
CN113238202A (en) * 2021-06-08 2021-08-10 上海海洋大学 Coordinate system point cloud computing method of photon laser three-dimensional imaging system and application thereof
CN114397900A (en) * 2021-11-29 2022-04-26 国家电投集团数字科技有限公司 Unmanned aerial vehicle aerial photo picture center point longitude and latitude error optimization method
CN115993137A (en) * 2023-02-22 2023-04-21 禾多科技(北京)有限公司 Vehicle positioning evaluation method, device, electronic equipment and computer readable medium

Cited By (38)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101865690B (en) * 2010-04-12 2012-05-16 大连理工大学 Three-dimensional topographical feature observation method
CN101865690A (en) * 2010-04-12 2010-10-20 大连理工大学 Three-dimensional topographical feature observation method
CN102176003A (en) * 2011-02-16 2011-09-07 北京航空航天大学 Optimization design method for aerial survey parameter of airborne laser radar
CN102320379A (en) * 2011-08-09 2012-01-18 长春理工大学 Digital calibration technology and method for airborne aerial electric equipment
GB2520881A (en) * 2012-09-12 2015-06-03 Ibm Method and apparatus for patching
GB2520881B (en) * 2012-09-12 2020-07-22 Ibm Method and apparatus for patching
CN102928846A (en) * 2012-10-24 2013-02-13 华南理工大学 Extreme-low-altitude laser radar digital terrain mapping system and extreme-low-altitude laser radar digital terrain mapping method of small-sized unmanned helicopter
CN102928846B (en) * 2012-10-24 2014-07-02 华南理工大学 Extreme-low-altitude laser radar digital terrain mapping system and extreme-low-altitude laser radar digital terrain mapping method of small-sized unmanned helicopter
CN103149557A (en) * 2013-01-29 2013-06-12 北京理工大学 Random pointing error analysis method of airborne scanning laser radar
CN103090863B (en) * 2013-01-31 2015-04-08 中国人民解放军国防科学技术大学 Method for measuring posture and height of dynamic platform
CN103090863A (en) * 2013-01-31 2013-05-08 中国人民解放军国防科学技术大学 Method for measuring posture and height of dynamic platform
CN104501829A (en) * 2014-11-24 2015-04-08 杭州申昊科技股份有限公司 Error correction method of inertial navigation system
CN104501829B (en) * 2014-11-24 2017-04-12 杭州申昊科技股份有限公司 Error correction method of inertial navigation system
CN104931022A (en) * 2015-04-21 2015-09-23 国家测绘地理信息局卫星测绘应用中心 Satellite image three-dimensional area network adjustment method based on satellite-borne laser height measurement data
CN104931022B (en) * 2015-04-21 2018-03-16 国家测绘地理信息局卫星测绘应用中心 Satellite image stereoblock adjustment method based on spaceborne laser altimeter system data
CN106225790B (en) * 2016-07-13 2018-11-02 百度在线网络技术(北京)有限公司 A kind of determination method and device of unmanned vehicle positioning accuracy
CN106225790A (en) * 2016-07-13 2016-12-14 百度在线网络技术(北京)有限公司 A kind of determination method and device of unmanned vehicle positioning precision
US10921461B2 (en) 2016-07-13 2021-02-16 Baidu Online Network Technology (Beijing) Co., Ltd. Method and apparatus for determining unmanned vehicle positioning accuracy
CN106767899A (en) * 2016-11-22 2017-05-31 航天恒星科技有限公司 It is a kind of that the Incorporate scaling method and device of satellite are painted based on day
CN106896828A (en) * 2017-04-18 2017-06-27 厦门领夏智能科技有限公司 A kind of unmanned plane automated wireless charging method and system
CN106896828B (en) * 2017-04-18 2019-09-06 厦门领夏智能科技有限公司 A kind of unmanned plane automated wireless charging method and system
CN106950989B (en) * 2017-04-18 2019-09-10 厦门领夏智能科技有限公司 A kind of unmanned plane fixed point location method and system
CN107462244A (en) * 2017-04-24 2017-12-12 北京航空航天大学 A kind of air remote sensing platform attitude angle high-precision measuring method matched based on GPS location and aerial map picture
CN110160545A (en) * 2018-03-15 2019-08-23 北京航空航天大学 A kind of the enhancing positioning system and method for laser radar and GPS
CN110160545B (en) * 2018-03-15 2020-05-05 北京航空航天大学 Enhanced positioning system and method for laser radar and GPS
CN111208492B (en) * 2018-11-21 2022-04-19 长沙智能驾驶研究院有限公司 Vehicle-mounted laser radar external parameter calibration method and device, computer equipment and storage medium
CN111208492A (en) * 2018-11-21 2020-05-29 长沙智能驾驶研究院有限公司 Vehicle-mounted laser radar external parameter calibration method and device, computer equipment and storage medium
WO2020113357A1 (en) * 2018-12-03 2020-06-11 深圳市大疆创新科技有限公司 Target detection method and device, flight path management method and device and unmanned aerial vehicle
CN111279215A (en) * 2018-12-03 2020-06-12 深圳市大疆创新科技有限公司 Target detection method and device, track management method and device and unmanned aerial vehicle
CN109725303B (en) * 2018-12-04 2021-07-02 北京万集科技股份有限公司 Coordinate system correction method and device, and storage medium
CN109725303A (en) * 2018-12-04 2019-05-07 北京万集科技股份有限公司 Modification method and device, the storage medium of coordinate system
CN110531328A (en) * 2019-06-25 2019-12-03 西安空间无线电技术研究所 A kind of spaceborne Circular scanning radar beam center error in pointing estimation method
CN110531328B (en) * 2019-06-25 2021-09-07 西安空间无线电技术研究所 Satellite-borne ring-scan radar beam center pointing error estimation method
CN113238202A (en) * 2021-06-08 2021-08-10 上海海洋大学 Coordinate system point cloud computing method of photon laser three-dimensional imaging system and application thereof
CN113238202B (en) * 2021-06-08 2023-08-15 上海海洋大学 Coordinate system point cloud computing method of photon laser three-dimensional imaging system and application thereof
CN114397900A (en) * 2021-11-29 2022-04-26 国家电投集团数字科技有限公司 Unmanned aerial vehicle aerial photo picture center point longitude and latitude error optimization method
CN114397900B (en) * 2021-11-29 2024-02-09 国家电投集团数字科技有限公司 Unmanned aerial vehicle aerial photo center point longitude and latitude error optimization method
CN115993137A (en) * 2023-02-22 2023-04-21 禾多科技(北京)有限公司 Vehicle positioning evaluation method, device, electronic equipment and computer readable medium

Similar Documents

Publication Publication Date Title
CN101609149A (en) A kind of method that improves attitude determination precision of airborne laser radar
CN107504981B (en) Satellite attitude error correction method and device based on laser height measurement data
WO2021248636A1 (en) System and method for detecting and positioning autonomous driving object
CN101241011B (en) High precision positioning and posture-fixing device on laser radar platform and method
CN104268935A (en) Feature-based airborne laser point cloud and image data fusion system and method
CN109596121B (en) Automatic target detection and space positioning method for mobile station
JP4978615B2 (en) Target identification device
CN103411587B (en) Positioning and orientation method and system
CN111426320A (en) Vehicle autonomous navigation method based on image matching/inertial navigation/milemeter
Abdelazeem et al. Multi-sensor point cloud data fusion for precise 3D mapping
CN103308031B (en) Cloud top height retrieval method based on satellite tri-linear array CCD (charge coupled device) image
CN101793517B (en) Online quick method for improving accuracy of attitude determination of airborne platform
CN110986888A (en) Aerial photography integrated method
CN106527457A (en) Aviation scanner scanning control instruction planning method
CN112461204B (en) Method for satellite to dynamic flying target multi-view imaging combined calculation of navigation height
Khoshelham et al. Vehicle positioning in the absence of GNSS signals: Potential of visual-inertial odometry
CN115082759A (en) Photoelectric video and radar GMTI fusion method
Zhou et al. Automatic orthorectification and mosaicking of oblique images from a zoom lens aerial camera
Wen et al. 3D vision aided GNSS real-time kinematic positioning for autonomous systems in urban canyons
CN105403886A (en) Automatic extraction method for airborne SAR scaler image position
US11940279B2 (en) Systems and methods for positioning
CN101776451A (en) CCD mapping camera capable of self-stabilizing and self-correcting motion distortion
Zhang et al. Precise calibration of dynamic geometric parameters cameras for aerial mapping
CN114646993A (en) Data fusion algorithm for accurate positioning based on GNSS, vision and IMU
Mounier et al. High-Precision Positioning in GNSS-Challenged Environments: A LiDAR-Based Multi-Sensor Fusion Approach with 3D Digital Maps Registration

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C02 Deemed withdrawal of patent application after publication (patent law 2001)
WD01 Invention patent application deemed withdrawn after publication

Open date: 20091223