CN201293837Y - Moonmobile high speed three-dimensional laser imaging radar system - Google Patents

Moonmobile high speed three-dimensional laser imaging radar system Download PDF

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CN201293837Y
CN201293837Y CNU2008201242031U CN200820124203U CN201293837Y CN 201293837 Y CN201293837 Y CN 201293837Y CN U2008201242031 U CNU2008201242031 U CN U2008201242031U CN 200820124203 U CN200820124203 U CN 200820124203U CN 201293837 Y CN201293837 Y CN 201293837Y
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motor
laser
prism
plane
radar system
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居鹤华
马岩
王亮
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Beijing University of Technology
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Abstract

The utility model relates to a lunar rover high-speed three-dimensional laser imaging radar system, which comprises a dot structure light laser ranging device, a scanning double-drive brushless servo motor system and a laser reflecting prism, the lunar rover high-speed three-dimensional laser imaging radar system utilizes a perpendicular motor and a horizontal motor which are perpendicularly mounted, axial lines of two motor output shafts and a laser beam are crossed at the center of a prism reflecting oblique surface, the perpendicular motor controls the prism to continuously self-rotate around the axial line direction on a plane perpendicular to the output shaft of the perpendicular motor, and the horizontal motor utilizes a stepping method to control the plane to be in internal pitch rotation during a certain range in the perpendicular direction. The lunar rover high-speed three-dimensional laser imaging radar system is further equipped with an optoelectronic encoder, an encoding device and a high-speed collecting interface used with the laser ranging device, and the obtained distance is synchronous to sampling data of a prism rolling and the pitch angle. The utility model is compact in structure, light in weight, small in volume, low in power consumption and fast in scanning speed, and the high-speed rotation of the laser reflecting prism is favorable for dust prevention. Further, the lunar rover high-speed three-dimensional laser imaging radar system is high in three-dimensional data accuracy and fine in synchronous effect.

Description

Lunar vehicle high speed three-dimensional laser imaging radar system
Technical field
The utility model relates to cover three-dimensional laser imaging radar system at a high speed, this system is as the important vision sensor of lunar rover prototyping system, by lunar rover the place ahead working environment is surveyed, the positional information that utilization is obtained is set up the three-dimensional point cloud model, for lunar rover path planning, independent navigation etc. provide important visual basis.
Background technology
Laser radar mainly contains two kinds of two and three dimensions, and the two-dimensional laser radar only scans on fixed pan and obtains range information, i.e. one-line scanning; Three-dimensional laser radar then can be thought the multi-thread scanning finished on the plane of rotating.Three-dimensional laser radar has bigger using value in fields such as complex-terrain robot location, drafting environmental map and engineering surveys.The mid-90 China people such as Lu Zukang once with ranging phase method principle independent development three-dimensional laser radar, and in using, first generation autonomous robot obtained good effect [Xiang Zhiyu, " design of quick three-dimensional scanning laser radar and system calibrating thereof ", journal of Zhejiang university (engineering version), 2006,40 (12), 2130-2133.]。In recent years, more external universities take to reequip the combined two-dimension laser radar to obtain the method for 3-D scanning function, [Surmann H such as Surmann as German autonomous intelligent system research institute, Lingemann K, Nuchter A, etc. " A 3D laser rangefinder for autonomous mobile robots ", Proceedings on 32nd InternationalSymposium on Robotics.Seoul, Korea:IFR, 2001:153-158.] adopted method to realize three-dimensional measurement with two-dimensional laser radar increase one-dimensional scanning device; [Zhao H such as the Zhao of Tokyo Univ Japan, Shibasaki R. " Reconstruction textured CAD model of urban environment usingvehicle-borne laser range scanners and line cameras ", Proceedings ofInternational Workshop on Computer Vision Systems.Vancouver, Canada:IEEE, 2001:453-458.] use two two-dimensional laser radars that are installed in the robot to obtain scanning position and scanning information respectively, the method that is merged then obtains the three-dimensional information of environment.
At present, three-dimensional laser radar still comes with some shortcomings and restriction, for example the apparatus structure complexity, volume is big, sweep velocity is slow, laser sampling speed is slow, working environment is limited etc., in addition, fancy price also limits the further application of three-dimensional laser radar.
The utility model content
The purpose of this utility model is, by a kind of lunar vehicle high speed three-dimensional laser imaging radar system is provided, to change deficiencies such as existing three-dimensional laser radar volume is big, sweep velocity is slow, working environment is limited, make this utility model can be under the high light environment operate as normal, measuring accuracy is being guaranteed than under the rugged surroundings.When guaranteeing the measurement data precision, two kinds of approach of output signal of the high speed acquisition interface of employing laser range finder and photoelectric encoder solve the stationary problem of sampled data, and the synchronism of measurement data is guaranteed fully.
The utility model is to adopt following technological means to realize:
The whole high speed three-dimensional laser imaging radar system of the utility model is made up of " one dimension " laser range finder and " two dimension " scanning servo Mechatronic Systems.Select high performance dot structure ray laser stadimeter, make this utility model can be under outdoor high light environment operate as normal, measuring accuracy is being guaranteed than under the rugged surroundings.Consider that moonscape does not have atmosphere, so when design scanning servo Mechatronic Systems, selected not have the DC servo motor of brush.Scanning machine electric system structure uniqueness is taked the mode reflector laser ray and the gated sweep direction of the single prism of Double Motor Control, and motor vertical does not have reducer casing, and it is dustproof that high rotating speed is beneficial to prism, further ensures measuring accuracy; Horizontal motor is provided with reducer casing, increases output torque.When guaranteeing the measurement data precision, the high speed acquisition interface of employing laser range finder and two kinds of approach of output signal of photoelectric encoder have solved the stationary problem of sampled data, and the synchronism of measurement data has obtained sufficient assurance.
A kind of lunar vehicle high speed three-dimensional laser imaging radar system, this system comprises: dot structure ray laser stadimeter, and scanning dual-driving brushless servo motor system and a laser-bounce prism; Described two brushless servo motor that drives, for the installation site is 90 motor vertical and the horizontal motors of spending, motor output shaft place axis and laser beam intersect at center, prismatic reflection inclined-plane; Wherein, a motor vertical is controlled single prism and is spinned continuously around axis direction on the plane vertical with motor output shaft, and another horizontal motor then adopts the mode of stepping to control this plane of scanning motion interior pitch rotation of certain limit in vertical direction; The front end of described motor vertical and horizontal motor is respectively equipped with photoelectric code disk coaxial mounted with it and scrambler; With the supporting high speed acquisition interface of laser range finder, the distance of acquisition is rolled with prism and the sampled data of luffing angle is a synchrodata; Described sampled data is carried out the coordinate transform that unruly-value rejecting, space polar coordinate are tied to cartesian coordinate system to it, sets up the three-dimensional point cloud model of scanning scene at last;
Described coordinate transform formula is:
x y z = ( d - d 0 ) · ( I - 2 · n · n T ) · p + 0 h 0
Wherein, d is the laser range finder range reading, d 0Be the distance of Laser emission place to center, prismatic reflection inclined-plane, I is the 3*3 unit matrix, and n is the unit normal vector of prismatic reflection face, and p is the vector of unit length of incident ray, and h is the distance of center, prismatic reflection inclined-plane to reference planes.
Aforesaid motor is selected direct current brushless servo motor for use, and wherein horizontal motor is provided with reducer casing.
Aforesaid horizontal motor drives motor vertical, photoelectric code disk and scrambler, laser-bounce prism and relevant connection mechanical part by shaft coupling, step motion is to change the plane of scanning motion in vertical direction around reducer casing front end output shaft, and the ray of control laser range finder carries out multi-thread scanning.
Aforesaid optical code wheel has several holes in order to reading angular information, these holes are on the one hand in order to reading angular, the control signal of co-ordination between scanning angle scope, two motors is provided on the other hand, cooperates, guarantee the synchronous of distance and angle with laser range finder high speed acquisition interface.
The utility model compared with prior art has following remarkable advantages and beneficial effect:
The utility model relates to a kind of lunar vehicle high speed three-dimensional laser imaging radar system, compact conformation, light weight, volume are little, low in energy consumption, sweep velocity is fast, the optical prism high speed rotating helps preventing dust, three-dimensional data precision height, synchronous effect is good, and these characteristics are to carry out the important assurance of environmental surfaces model three-dimensionalreconstruction.In addition, work also is significant advantage of the present utility model under the suitable high light environment.Utilize this cover laser imaging radar system at present, by the sweep test to lunar rover the place ahead environment, successfully set up the three-dimensional point cloud model of the place ahead working environment, image is truly clear.
Description of drawings
Fig. 1 is a physical construction synoptic diagram of the present utility model (front view);
Fig. 2 is physical construction synoptic diagram (side view);
Fig. 3 is photoelectric encoder and code-disc combination synoptic diagram;
Fig. 4 is electrical system architecture figure of the present utility model;
Fig. 5 is the coordinate transform synoptic diagram;
Fig. 6 is a prism pitching synoptic diagram ();
Fig. 7 is a prism pitching synoptic diagram (two);
Fig. 8 is a prism rolling synoptic diagram ();
Fig. 9 is a prism rolling synoptic diagram (two);
Figure 10 is the workflow diagram of lunar rover three-dimensional laser radar imaging system.
Embodiment
Below in conjunction with accompanying drawing specific embodiment of the utility model is illustrated:
At first, select a dot structure ray laser stadimeter as core sensor, this laser range finder have measuring accuracy height, sample rate fast, easy to use, be applicable to advantages such as outdoor high light environment.Secondly, take the mentality of designing of the single prism of Dual-motors Driving, realize scanning is finished in the control of laser beam direction.Particularly, this utility model is selected the brushless DC servomotor of two superior performances for use, with an inclined-plane prism that is used for the reflector laser ray, the installation site of two motors is 90 degree, and motor output shaft place axis and laser beam intersect at center, prismatic reflection inclined-plane, like this, an Electric Machine Control prism spins continuously around the output axis direction in the plane, another motor then adopts the mode of stepping to control this plane of scanning motion pitch rotation in vertical direction, thereby the control laser beam carries out multi-thread scanning.In addition, the Transistor-Transistor Logic level signal that this utility model utilizes photoelectric encoder to produce, provides the stepping control signal and reads that prism rolls and the angle information of pitching the gated sweep scope.The coaxial installation of front end output shaft of photoelectric encoder and code-disc combination and brushless electric machine (or reducer casing).Utilize the supporting high speed acquisition interface of laser range finder, obtain that distance is rolled with prism and the sampled data of luffing angle, solved the stationary problem of range reading and two angular readings simultaneously.Sampled data is carried out relevant treatment, comprise that unruly-value rejecting, space polar coordinate are tied to the coordinate transform of cartesian coordinate system, set up the three-dimensional point cloud model of scanning scene at last.
As shown in Figure 1, wherein, 1 and 2 are direct current brushless servo motor, and 1 is aforementioned motor vertical, and 2 is the aforementioned levels motor, and 3 is reducer casinges of 2, and 4 and 5 is photoelectric encoder and code-disc combination; 6 is shaft coupling, and 7 for the laser-bounce prism, and 8 be laser range finder, and 21 and 24 represent ray that laser range finder sends and the laser beam behind prismatic reflection respectively, and the surperficial vertical range that emits beam from 7 reflecting slant centers to laser range finder 8 is d 0(can survey, concrete) with reference to shown in Figure 5;
Vertical direct current brushless servo motor 1 and horizontal direct current brushless servo motor 2 are 90 degree to be installed, and the front end output shaft place axes intersect of need strict guarantee 1 and 3 is in the reflecting slant center of inclined-plane optical prism 7.The spin continuously on the plane vertical with its output shaft of motor vertical 1 control prism, the reflector laser ray is implemented in the one-line scanning on the fixed pan.Horizontal motor 2 adopts step-by-step system to control this plane of scanning motion pitch rotation in vertical direction, particularly, by shaft coupling 6 drive 1,4,7 and relevant connection mechanical parts, step motion is to change the plane of scanning motion in vertical direction around the output shaft (3 output shafts) of horizontal motor 2, and the ray of control laser range finder 8 carries out multi-thread scanning.4 and 5 structure as shown in Figure 3.4 optical code wheel and the coaxial installation of motor vertical 1 front end output shaft, 5 optical code wheel and 3 front end output shaft and 6 coaxial installations.
Fig. 2 is physical construction synoptic diagram (side view), and wherein 9 is 1 CAN controller, and 10 is 2 CAN controller;
Among Fig. 3,11 is photoelectric encoder, and 12 and 13 is optical code wheel.Wherein, open 512 holes in order to reading angular information around 12, promptly when it turns over the angle in a hole in 11,11 produce the high speed acquisition interface card (as shown in Figure 4) that a rectangular pulse signal is sent into laser range finder 8 immediately, acquisition interface is counted according to 4 times for a complete pulse, like this, capture card counting is 2048 times when 12 rotate a circle, and then to turn over the Measurement Resolution of angle be 0.176 degree to 1 and 3 front end output shafts; In addition, 13 is the optical code wheel that designs voluntarily as required, in order to control angular range and the stepping control signal is provided.
See also shown in Figure 4ly,, further introduce the effect of photoelectric encoder and code-disc for electrical system architecture figure of the present utility model.14 is 120 Europe resistance, and 15 and 16 are respectively CAN H and CAN L signal wire, and 17 is pci bus;
Among Fig. 4, be used for measuring the rotational angle that calculates motor output shaft with two optical code wheels 12 of horizontal motor 1 and 3 coaxial installations, high speed acquisition interface with step-by-step counting information return laser light stadimeter 8, each sampled value of this interface comprises 8 range informations that return and two relative angle information that motor rotates, the strict synchronism that has engraved when like this, distance has reached with two angles.For motor vertical 1, open 120 degree grooves around 13, when in 11, rotating to this groove location, 11 can produce a rising edge of a pulse, this signal is sent into the 10 stepping control signals as motor 2, in-plane whenever rotates a circle continuously, and the front end output shaft of the reducer casing 3 of horizontal motor rotates " step ", has realized coordinating between two motors control.This signal is sent into the sampling start and stop control end of high-speed interface simultaneously, and at this moment, high-speed interface image data under the TTL high level signal control then stops data acquisition outside this scope in 120 degree scopes, strict guarantee sweep limit in the plane be 120 degree.For horizontal motor 2, open about 70 degree grooves around 13, what cooperate with it 11 produces signals and sends into the 10 commutation control signals as pitching scanning, can realize like this 7 in pitch orientation 70 degree scopes reciprocally swinging.In addition, obtaining by the high speed acquisition interface apart from when sampling with angle, reading this signal high-low level changes, can be used to sampled data is carried out " grouping " successively by the step direction of pitching, sample data set that promptly being divided into moves upward obtains and downward data set, the benefit of doing like this is further to guarantee data synchronization.
Fig. 5 is the coordinate transform synoptic diagram, and wherein, 18 is the target measured object, O G-X GY GZ GBe overall rectangular coordinate system; O m-X mY mZ mFor being the rectangular coordinate system of initial point, satisfy right-hand rule with center, prismatic reflection inclined-plane; O m-X pY pZ pFor around O mY mThe rectangular coordinate system that axle rotates, β is a roll angle; O m-X tY tZ tFor around O mZ mThe rectangular coordinate system that axle rotates, φ is the angle of pitch; N is a unit normal vector, and p is
Figure Y20082012420300071
Vector of unit length, equidirectional with incident ray, p ' is
Figure Y20082012420300072
Vector of unit length, equidirectional with reflection ray; d 0Be the distance of Laser emission place to center, prismatic reflection inclined-plane, h is that center, prismatic reflection inclined-plane is to reference planes (for example ground) X GO GZ GDistance, all can directly measure.
Fig. 6, Fig. 7 are prism pitching synoptic diagram, and prism moves to position b along pitch orientation clockwise from position a, and φ is the angle of pitch; Wherein, 19 and 20 prismatic reflection inclined-plane normals when being respectively position a and position b, 21 incident raies that send for laser range finder 8,22 and 23 are respectively the reflection ray of position a and position b;
Fig. 8, Fig. 9 are prism rolling synoptic diagram, and prism is rolled into position b clockwise from position a, and normal angle is β ', and it is at X mO mZ mProjection on the plane is roll angle β;
Utilize this utility model to test, the workflow of whole laser infrared radar imaging system as shown in figure 12.From this process flow diagram, be not difficult to find, before generating the three-dimensional point cloud model, needing that the sampled data that this scanning obtains is carried out data necessary handles, at first reject wild value, can read laser return signal strength information by the high speed acquisition interface of laser range finder 8 and, perhaps set up effective measuring distance scope on their own to remove scope data point in addition with its foundation as the wild value of rejecting.Next, because the data that obtain are 8 distances that record and prism turns over the variable quantity of angle around two degree of freedom directions, need carry out the conversion that space polar coordinate is tied to cartesian coordinate system, with data point (d, β, φ) change into (x, y, z), wherein, d is 8 distance values that measure, actual two segment distances that comprise, promptly d = d 0 + | O m P → | , As shown in Figure 5.The principle of coordinate transform such as Fig. 5, Fig. 6, Fig. 7, Fig. 8 and shown in Figure 9.Here, O m-X pY pZ pFor around O mY mThe rectangular coordinate system that axle rotates, β is a roll angle, it is with respect to minute surface coordinate system O m-X mY mZ mTransformation matrix of coordinates be:
Q pm = cos β 0 sin β 0 1 0 - sin β 0 cos β - - - ( 1 )
O m-X tY tZ tFor around O mZ mThe rectangular coordinate system that axle rotates, φ is the angle of pitch, it is with respect to minute surface coordinate system O m-X mY mZ mTransformation matrix of coordinates be:
Q tm = cos φ - sin φ 0 sin φ cos φ 0 0 0 1 - - - ( 2 )
Suppose prism originally not during setting in motion, its reflecting surface is with respect to minute surface coordinate system O m-X mY mZ mUnit normal vector n 0 = cos ( π / 4 ) - sin ( π / 4 ) 0 , Now consider the rolling and the luffing of prism, then unit normal vector n in prismatic reflection inclined-plane can be calculated as follows:
n=Q tm·Q pm·n 0 (3)
Consider the minute surface reflection of reflection ray and incident ray again, transformation matrix is:
R=I-2·n·n T (4)
Wherein, I is 3 * 3 unit matrix.Can obtain the vector of unit length of reflection ray like this:
p′=R·p (5)
The direction of reflection ray is known now, and d is known, d 0Can directly measure with h, just can obtain laser spots on 18 with respect to global coordinate system O G-X GY GZ GThree-dimensional coordinate (x, y, z), that is:
x y z = ( d - d 0 ) · p ′ + 0 h 0 - - - ( 6 )
Utilize said method that all laser radar sampled datas are carried out coordinate transform and obtain its three-dimensional coordinate and demonstration.
Seeing also shown in Figure 12ly, is the workflow diagram of lunar rover three-dimensional laser radar imaging system; Start 100, initialization CAN interface board and laser range finder high speed acquisition interface 110; Horizontal motor movement quits work to the preliminary sweep position, and its mode of operation is set to step mode 120; Start motor vertical, this moment, horizontal motor was pressed step mode work 130 under encoder output control; The laser range finder acquisition interface begins image data under encoder output control, deposit calculator memory 140 in; Calibrated distance sampled data 150; Do you judge that the sampled point number reaches the amount of setting? 160; In this way, motor vertical quits work, and horizontal motor stops stepping immediately, two reset motors 170; As not, get back to image data step 140; Generate sampled data file 180; Reject the row-coordinate conversion 190 of going forward side by side of wild value; Generate three-dimensional point cloud model 200.
Utilize this utility model to test, it is fast to have sweep velocity,, characteristics such as synchronous effect is good.Utilize this cover laser imaging radar system at present, by the sweep test to lunar rover the place ahead environment, successfully set up the three-dimensional point cloud model of the place ahead working environment, image is truly clear.
It should be noted that at last: above embodiment only in order to the explanation the present invention and and unrestricted technical scheme described in the invention; Therefore, although this instructions has been described in detail the present invention with reference to each above-mentioned embodiment,, those of ordinary skill in the art should be appreciated that still and can make amendment or be equal to replacement the present invention; And all do not break away from the technical scheme and the improvement thereof of the spirit and scope of invention, and it all should be encompassed in the middle of the claim scope of the present invention.

Claims (4)

1, a kind of lunar vehicle high speed three-dimensional laser imaging radar system, this system comprises: dot structure ray laser stadimeter, scanning dual-driving brushless servo motor system and a laser-bounce prism; It is characterized in that:
Described two brushless servo motor that drives, for the installation site is 90 motor vertical and the horizontal motors of spending, motor output shaft place axis and laser beam intersect at center, prismatic reflection inclined-plane; Wherein, a motor vertical control prism spins continuously around axis direction on the plane vertical with its output shaft, and another horizontal motor then adopts the mode of stepping to control pitch rotation in the certain limit in vertical direction of this plane;
The front end of described motor vertical and horizontal motor is respectively equipped with photoelectric code disk coaxial mounted with it and scrambler; With the supporting high speed acquisition interface of laser range finder, the distance of acquisition is rolled with prism and the sampled data of luffing angle is a synchrodata;
Described sampled data is carried out the coordinate transform that unruly-value rejecting, space polar coordinate are tied to cartesian coordinate system to it, sets up the three-dimensional point cloud model of scanning scene at last;
Described coordinate transform formula is:
x y z = ( d - d 0 ) · ( I - 2 · n · n T ) · p + 0 h 0
Wherein, d is the laser range finder range reading, d 0Be the distance of Laser emission place to center, prismatic reflection inclined-plane, I is 3 * 3 unit matrix, and n is the unit normal vector of prismatic reflection face, and p is the vector of unit length of incident ray, and h is the distance of center, prismatic reflection inclined-plane to reference planes.
2, lunar vehicle high speed three-dimensional laser imaging radar system according to claim 1 is characterized in that: described motor is selected dc brushless motor for use, and wherein horizontal motor is provided with reducer casing.
3, lunar vehicle high speed three-dimensional laser imaging radar system according to claim 1 and 2, it is characterized in that: described horizontal motor drives motor vertical, photoelectric code disk and scrambler, laser-bounce prism and relevant connection mechanical part by shaft coupling, step motion is to change the plane of scanning motion in vertical direction, and the ray of control laser range finder carries out multi-thread scanning.
4, lunar vehicle high speed three-dimensional laser imaging radar system according to claim 1 and 2, it is characterized in that: described optical code wheel has several holes, these holes are on the one hand in order to reading angular, the control signal of co-ordination between scanning angle scope, two motors is provided on the other hand, cooperate with laser range finder high speed acquisition interface, guarantee the synchronous of distance and angle.
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Cited By (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101832772A (en) * 2010-06-01 2010-09-15 郑州辰维科技有限公司 Calibrating method of laser dot-matrix device of obstacle avoidance system of lunar rover
CN101866006A (en) * 2010-06-04 2010-10-20 西安天和防务技术股份有限公司 Rotary multi-sensor photoelectric radar
CN101493526B (en) * 2008-11-28 2011-05-11 北京工业大学 Lunar vehicle high speed three-dimensional laser imaging radar system and imaging method
CN102608620A (en) * 2012-03-12 2012-07-25 北京北科安地科技发展有限公司 Laser scanning point cloud vegetation filtering method on basis of reflection strength and terrain
CN103837095A (en) * 2014-03-18 2014-06-04 华中科技大学 Three-dimensional laser scanning method and device
CN105068085A (en) * 2015-07-27 2015-11-18 中国科学技术大学 High-precision single-motor transmission laser radar three-dimensional scanner
CN106199626A (en) * 2016-06-30 2016-12-07 上海交通大学 Based on the indoor three-dimensional point cloud map generation system and the method that swing laser radar
CN106241672A (en) * 2016-08-12 2016-12-21 龙合智能装备制造有限公司 Accessory automatic adjustment method and device

Cited By (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101493526B (en) * 2008-11-28 2011-05-11 北京工业大学 Lunar vehicle high speed three-dimensional laser imaging radar system and imaging method
CN101832772A (en) * 2010-06-01 2010-09-15 郑州辰维科技有限公司 Calibrating method of laser dot-matrix device of obstacle avoidance system of lunar rover
CN101832772B (en) * 2010-06-01 2012-05-02 郑州辰维科技有限公司 Calibrating method of laser dot-matrix device of obstacle avoidance system of lunar rover
CN101866006A (en) * 2010-06-04 2010-10-20 西安天和防务技术股份有限公司 Rotary multi-sensor photoelectric radar
CN102608620A (en) * 2012-03-12 2012-07-25 北京北科安地科技发展有限公司 Laser scanning point cloud vegetation filtering method on basis of reflection strength and terrain
CN102608620B (en) * 2012-03-12 2013-09-18 北京北科安地科技发展有限公司 Laser scanning point cloud vegetation filtering method on basis of reflection strength and terrain
CN103837095A (en) * 2014-03-18 2014-06-04 华中科技大学 Three-dimensional laser scanning method and device
CN103837095B (en) * 2014-03-18 2016-06-01 华中科技大学 A kind of 3 D laser scanning method and device
CN105068085A (en) * 2015-07-27 2015-11-18 中国科学技术大学 High-precision single-motor transmission laser radar three-dimensional scanner
CN106199626A (en) * 2016-06-30 2016-12-07 上海交通大学 Based on the indoor three-dimensional point cloud map generation system and the method that swing laser radar
CN106199626B (en) * 2016-06-30 2019-08-09 上海交通大学 Based on the indoor three-dimensional point cloud map generation system and method for swinging laser radar
CN106241672A (en) * 2016-08-12 2016-12-21 龙合智能装备制造有限公司 Accessory automatic adjustment method and device

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