CN115575963A - Positioning method based on fusion of reflector and SLAM - Google Patents
Positioning method based on fusion of reflector and SLAM Download PDFInfo
- Publication number
- CN115575963A CN115575963A CN202211565497.2A CN202211565497A CN115575963A CN 115575963 A CN115575963 A CN 115575963A CN 202211565497 A CN202211565497 A CN 202211565497A CN 115575963 A CN115575963 A CN 115575963A
- Authority
- CN
- China
- Prior art keywords
- reflector
- pose
- slam
- robot
- positioning mode
- 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
Links
- 238000000034 method Methods 0.000 title claims abstract description 25
- 230000004927 fusion Effects 0.000 title claims abstract description 14
- 239000011159 matrix material Substances 0.000 claims description 27
- 239000013598 vector Substances 0.000 claims description 18
- 238000012935 Averaging Methods 0.000 claims description 3
- 238000001914 filtration Methods 0.000 claims description 3
- 239000000126 substance Substances 0.000 claims description 3
- 230000004807 localization Effects 0.000 abstract 1
- 238000013507 mapping Methods 0.000 abstract 1
- 238000002310 reflectometry Methods 0.000 description 2
- 239000000969 carrier Substances 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 230000007774 longterm Effects 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 238000011160 research Methods 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S17/00—Systems using the reflection or reradiation of electromagnetic waves other than radio waves, e.g. lidar systems
- G01S17/02—Systems using the reflection of electromagnetic waves other than radio waves
- G01S17/06—Systems determining position data of a target
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01C—MEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
- G01C21/00—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
- G01C21/20—Instruments for performing navigational calculations
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Radar, Positioning & Navigation (AREA)
- Remote Sensing (AREA)
- Electromagnetism (AREA)
- General Physics & Mathematics (AREA)
- Computer Networks & Wireless Communication (AREA)
- Automation & Control Theory (AREA)
- Control Of Position, Course, Altitude, Or Attitude Of Moving Bodies (AREA)
Abstract
The invention discloses a positioning method based on fusion of a reflector and an SLAM (simultaneous localization and mapping), which comprises the following steps of S1: entering a reflector scanning area to perform reflector matching; the mode is not the reflector positioning mode, the reflector positioning mode is switched, and then reflector matching is carried out; s2: solving the pose of the robot; s3: issuing the pose; s4: and judging whether the robot leaves a reflector scanning area, if so, switching to an SLAM positioning mode, and issuing the robot pose, otherwise, repeating the steps S2 and S3. The robot enters a reflector scanning area, when the reflector positioning mode is switched, the pose of the robot is obtained and issued, when the laser radar does not scan the reflectors or scans that the number of the reflectors is less than a certain number, the robot is switched to the SLAM positioning mode, the pose of the robot is continuously issued in the SLAM positioning mode, and the method is suitable for high-dynamic environments and reduces cost.
Description
Technical Field
The invention relates to the technical field of positioning, in particular to a positioning method based on fusion of a reflector and a SLAM.
Background
With the rapid development of Chinese economy, agv carriers are frequently used in all corners of a factory, but the working environment of agv is highly dynamic, many people and goods including other mechanical equipment change frequently, so that the traditional slam positioning cannot be applied to the high dynamic environment, but the actual field environment is too large, the high dynamic area only accounts for a small part, and if the reflector is deployed in the whole field, the cost is high. Through long-term research of the inventor, the invention provides a positioning method based on the fusion of a reflector and a SLAM.
Disclosure of Invention
The invention aims to overcome the defects of the prior art and provides a positioning method based on the fusion of a reflector and a SLAM.
The purpose of the invention is realized by the following technical scheme: a positioning method based on fusion of a reflector and a SLAM comprises the following steps:
s1: entering a reflector scanning area, and if the reflector is in a reflector positioning mode, matching the reflectors; if the position of the reflector is not in the reflector positioning mode, the SLAM position is used as an initialization position and is switched to the reflector positioning mode, then reflector matching is carried out, and the SLAM positioning mode continues to operate and solve continuous positions in the reflector positioning mode, but the positioning positions are not issued;
s2: solving the pose of the robot in a reflector positioning mode;
s3: issuing the pose;
s4: and judging whether the robot leaves a reflector scanning area, if so, switching to an SLAM positioning mode and concurrence the pose of the robot, and if not, repeating the steps S2 and S3.
Preferably, in step S1, if the light source is not in the reflector positioning mode, the SLAM positioning pose is acquired as the initial poseThe pose matrix is:
preferably, the step S2 further includes the steps of:
s21: in a reflector positioning mode, scanning a high-reflectivity object by a laser radar to obtain laser data;
s22: filtering and extracting laser point cloud according to the scanned laser data and the intensity threshold value, and calculating the number of points on the reflector,
WhereinIs the radius of the light-reflecting plate,is the distance between the lidar and the reflector,is the radar angular resolution;
s23: when the number of the extracted laser point clouds satisfies n, the coordinates of the extracted laser point cloudsThe equation can be obtained by a polar coordinate formula as follows:
wherein the content of the first and second substances,is the distance between the lidar and the reflector,obtaining the centroid position of the reflector by weighted average of all the laser point clouds extracted from the current reflector for the scanning angle of the radar coordinate systemRecording the set of the centroid positions of all the reflectors extracted from the current frame as sets;
s24: according to the extracted sets of the mass centers of the reflector, a position matrix of the reflector in a radar coordinate systemAccording to the position of the reflector in the radar coordinate system,
Based on the relative position of the known radar to the center of the robotThen the current estimated pose matrix of the reflector,
The current position of each reflector can be obtained according to the pose matrix of the reflectorAnd matching with the calibrated reflector, and recording the reflector which is successfully matched as a set mapsets if the reflector is successfully matched.
Preferably, step S24 further includes the steps of:
s241: the matched reflecting plates form a combination according to the two reflecting plates and are divided into a plurality of groups;
s242: traversing all combinations, wherein each combination comprises information of two reflectors, and the calibration coordinate of the reflector a is(,) The coordinates in the current radar coordinate system are(ii) a The calibration coordinate of the reflector b isAnd the coordinates in the current radar coordinate system areThereby calculating the current pose of the vehicle;
S243: the vectors of the two reflectors under the world coordinate system are respectively() Coordinate withAs a starting point, the azimuth angle is wyaw, calculated from the vector as follows,
then two reflective platesConstructed vector ofAs a starting point, a position matrix under the world coordinate system is,
Similarly, the vectors of the two reflectors in the radar coordinate system() Coordinate withAs starting point, angle of directionlyaw, calculated from the vector as follows:
Preferably, according to the known position relation of the laser to the center of the robotThen the pose matrix of the robot in the world coordinate system is Tc,
And averaging the calculated pose of the robot according to the calculated pose of the robot to obtain the current pose of the robot, and issuing.
Preferably, in step S4, when the laser radar does not scan the reflectors or the number of scanned reflectors is less than a certain number, the method switches to the SLAM positioning mode.
The invention has the following advantages: when the robot enters a reflector scanning area, whether the robot is switched to a reflector positioning mode is judged, when the robot is switched to the reflector positioning mode, the pose of the robot is obtained and issued, when the laser radar does not scan reflectors or the number of the scanned reflectors is less than a certain number, the robot is switched to an SLAM positioning mode, and the pose of the robot is continuously issued in the SLAM positioning mode, so that the robot pose positioning method is suitable for a high-dynamic environment and reduces the cost.
Drawings
Fig. 1 is a schematic structural diagram of a logic flow of a positioning method.
Detailed Description
In order to make the objects, technical solutions and advantages of the embodiments of the present invention more apparent, the technical solutions of the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings of the embodiments of the present invention. The components of embodiments of the present invention generally described and illustrated in the figures herein may be arranged and designed in a wide variety of different configurations.
Thus, the following detailed description of the embodiments of the present invention, as presented in the figures, is not intended to limit the scope of the invention, as claimed, but is merely representative of selected embodiments of the invention. All other embodiments, which can be obtained by a person skilled in the art without any inventive step based on the embodiments of the present invention, are within the scope of the present invention.
In addition, the embodiments of the present invention and the features of the embodiments may be combined with each other without conflict.
It should be noted that: like reference numbers and letters refer to like items in the following figures, and thus, once an item is defined in one figure, it need not be further defined and explained in subsequent figures.
In the description of the present invention, it should be noted that the terms "center", "upper", "lower", "left", "right", "vertical", "horizontal", "inner", "outer", etc. indicate orientations or positional relationships based on the orientations or positional relationships shown in the drawings, or orientations or positional relationships that the products of the present invention conventionally lay out when in use, or orientations or positional relationships that are conventionally understood by those skilled in the art, which are merely for convenience of describing the present invention and simplifying the description, but do not indicate or imply that the device or element referred to must have a specific orientation, be constructed in a specific orientation, and be operated, and thus, should not be construed as limiting the present invention. Furthermore, the terms "first," "second," and the like are used merely to distinguish one description from another, and are not to be construed as indicating or implying relative importance.
In the description of the present invention, it should also be noted that, unless otherwise explicitly specified or limited, the terms "disposed," "mounted," "connected," and "connected" are to be construed broadly and may, for example, be fixedly connected, detachably connected, or integrally connected; can be mechanically or electrically connected; they may be connected directly or indirectly through intervening media, or they may be interconnected between two elements. The specific meanings of the above terms in the present invention can be understood in specific cases to those skilled in the art.
In this embodiment, as shown in fig. 1, a positioning method based on the fusion of a reflector and a SLAM includes the following steps:
s1: entering a reflector scanning area, and if the reflector is in a reflector positioning mode, matching the reflectors; if the position of the reflector is not in the reflector positioning mode, the SLAM position is used as an initialization position and is switched to the reflector positioning mode, then reflector matching is carried out, and the SLAM positioning mode continues to operate and solve continuous positions in the reflector positioning mode, but the positioning positions are not issued; specifically, in a reflector scanning area, the difference between the pose in the SLAM positioning mode and the pose in the reflector mode is matched in real time, a threshold value is set, the threshold value can be set manually, and when the difference exceeds the threshold value, the pose of the SLAM is corrected through the pose in the current reflector positioning mode. However, in order to ensure the accuracy, because the SLAM algorithm has matching scores with the map, the laser emitted by the current positioning pose scans an object, and the object is successfully matched with the environment map, and when the pose matching degree of the reflector is lower than that of the SLAM positioning pose, the SLAM pose does not need to be corrected; and when the pose matching degree of the reflector is higher than that of the SLAM positioning pose, correcting the SLAM pose by using the pose of the reflector, so that the SLAM positioning pose is converged and matched near the correct initial pose. In this embodiment, solving the continuous pose of the robot in the SLAM positioning mode belongs to the prior art, and is performed in the prior art, which is not described herein again.
S2: solving the pose of the robot in a reflector positioning mode;
s3: issuing the pose;
s4: and judging whether the robot leaves a reflector scanning area, if so, switching to an SLAM positioning mode and concurrence the pose of the robot, and if not, repeating the steps S2 and S3. Further, in step S4, when the laser radar does not scan the reflectors or the number of scanned reflectors is less than a certain number, the method switches to the SLAM positioning mode. When the robot enters a reflector scanning area, whether the reflector positioning mode is switched is judged, when the reflector positioning mode is switched, the pose of the robot is obtained and issued, when the laser radar cannot scan the reflectors or the number of the scanned reflectors is smaller than a certain number, the robot is switched to the SLAM positioning mode, and the pose of the robot is continuously issued in the SLAM positioning mode, so that the robot is suitable for a high-dynamic environment and the cost is reduced.
Further, in step S1, if the mode is not the reflector positioning mode, the SLAM positioning pose is acquired as the initial poseThe pose matrix is:
specifically, if the position is in the reflector area, the position obtained in the previous frame is used as the initial position.
In this embodiment, step S2 further includes the following steps:
s21: in a reflector positioning mode, scanning a high-reflectivity object by a laser radar to obtain laser data;
s22: filtering and extracting laser point cloud according to the scanned laser data and the intensity threshold value, and calculating the number of points on the reflector,
WhereinIs the radius of the light-reflecting plate,is the distance between the lidar and the reflector,is the radar angular resolution;
s23: when the number of the extracted laser point clouds satisfies n, the coordinates of the extracted laser point cloudsThe method can be obtained by a polar coordinate formula, which is as follows:
wherein the content of the first and second substances,is the distance between the lidar and the reflector,obtaining the centroid position of the reflector by weighted average of all the laser point clouds extracted from the current reflector for the scanning angle of the radar coordinate systemRecording the set of the centroid positions of all the reflectors extracted from the current frame as sets;
s24: according to the extracted sets of the mass centers of the reflector, a position and pose matrix of the reflector in a radar coordinate systemAccording to the position of the reflector in the radar coordinate system,
Specifically, since the position of the reflector is solved and the direction is not concerned, the direction angle is 0 by default.
Based on the relative position of the radar to the center of the robotThen the current estimated pose matrix of the reflector,
The current position of each reflector can be obtained according to the pose matrix of the reflectorAnd matching with the calibrated reflector, and if the reflector is successfully matched, marking the reflector which is successfully matched as a set mapsets. Specifically, the matching is performed by using the mahalanobis distance, for example, when the distance between the obtained coordinates of the reflector and the calibrated coordinates of the reflector is smaller than a set threshold, the matching is considered to be successful, and the threshold can be manually set according to the actual situation.
In this embodiment, step S24 further includes the following steps:
s241: the matched reflecting plates form a combination according to the two reflecting plates and are divided into a plurality of groups;
s242: traversing all combinations, wherein each combination comprises two reflector information, and the calibration coordinate of the reflector a is(,) The coordinates in the current radar coordinate system are(ii) a The calibration coordinate of the reflector b isCoordinates in the current radar coordinate system areThereby calculating the current pose of the vehicle;
S243: the vectors of the two reflectors under the world coordinate system are respectively() Coordinate withAs a starting point, the azimuth angle is wyaw, calculated from the vector as follows,
the vector formed by the two reflectorsAs a starting point in world coordinatesPose matrix under tie is,
Similarly, the vectors of the two reflectors in the radar coordinate system() Coordinate withAs starting point, angle of directionlyaw, calculated from the vector as follows:
Further, according to the known position relation of the laser to the center of the robotThen the pose matrix of the robot under the world coordinate system is Tc,
And averaging the calculated pose of the robot according to the calculated pose of the robot to obtain the current pose of the robot, and issuing.
In this embodiment, how to determine the stable entrance into the reflector region is: when the position and attitude errors of the reflector and the SLAM are continuously within a reasonable error range after the robot enters the reflector area for the first time, the robot is considered to stably enter the reflector area, and the positioning mode is switched to the reflector positioning mode; when the reflector cannot be scanned or the number of the scanned reflectors is smaller than a certain number, the method is switched to the SLAM positioning mode, and the SLAM positioning pose is corrected in real time in the reflector positioning mode, so that when the method is switched to the SLAM positioning mode, the robot pose is issued through the SLAM positioning mode, the accuracy is guaranteed, meanwhile, the deployment is flexible, the robustness is good, and when the robot pose is issued through the SLAM positioning mode, the reflector positioning mode is closed to issue the robot pose.
Although the present invention has been described in detail with reference to the foregoing embodiments, it will be apparent to those skilled in the art that modifications may be made to the embodiments described in the foregoing embodiments, or equivalents may be substituted for elements thereof.
Claims (6)
1. A positioning method based on the fusion of a reflector and an SLAM is characterized in that: the method comprises the following steps:
s1: entering a reflector scanning area, and if the reflector is in a reflector positioning mode, matching the reflectors; if the position of the reflector is not in the reflector positioning mode, the SLAM position is used as an initialization position and is switched to the reflector positioning mode, then reflector matching is carried out, and the SLAM positioning mode continues to operate and solve continuous positions in the reflector positioning mode, but the positioning positions are not issued;
s2: solving the pose of the robot in a reflector positioning mode;
s3: issuing the pose;
s4: and judging whether the robot leaves the reflector scanning area, if so, switching to an SLAM positioning mode and issuing the pose of the robot, and if not, repeating the steps S2 and S3.
3. the positioning method based on the fusion of the reflector and the SLAM as claimed in claim 2, wherein: in the step S2, the method further includes the following steps:
s21: in the reflector positioning mode, the laser radar scans a high-reflection object to obtain laser data;
s22: filtering and extracting laser point cloud according to the scanned laser data and the intensity threshold value, and calculating the number of points on the reflector,
WhereinIs the radius of the light-reflecting plate,is the distance between the lidar and the reflector,is the radar angular resolution;
s23: when the number of the extracted laser point clouds satisfies n, the coordinates of the extracted laser point cloudsThe equation can be obtained by a polar coordinate formula as follows:
wherein the content of the first and second substances,is the distance between the lidar and the reflector,obtaining the centroid position of the reflector by weighted average of all the laser point clouds extracted from the current reflector for the scanning angle of the radar coordinate systemRecording the set of the centroid positions of all the reflectors extracted from the current frame as sets;
s24: according to the extracted sets of the mass centers of the reflector, a position and pose matrix of the reflector in a radar coordinate systemAccording to the position of the reflector in the radar coordinate system,
Based on the relative position of the known radar to the center of the robotThen the current estimated pose matrix of the reflector,
4. The positioning method based on the fusion of the reflector and the SLAM as claimed in claim 3, wherein: in step S24, the method further includes the steps of:
s241: the matched reflecting plates form a combination according to the two reflecting plates and are divided into a plurality of groups;
s242: traversing all combinations, wherein each combination comprises information of two reflectors, and the calibration coordinate of the reflector a is(,) The coordinates in the current radar coordinate system are(ii) a The calibration coordinate of the reflector b isCoordinates in the current radar coordinate system areThereby calculating the current pose of the vehicle;
S243: the vectors of the two reflectors under the world coordinate system are respectively() Coordinate withAs a starting point, the azimuth angle is wyaw, calculated from the vector as follows,
the vector formed by the two reflectorsThe position matrix of the starting point in the world coordinate system is,
Similarly, the vectors of the two reflectors in the radar coordinate system() Coordinate withAs a starting point, a direction anglelyaw, calculated from the vector as follows:
5. The positioning method based on the fusion of the reflector and the SLAM as claimed in claim 4, wherein: according to the known position relation of the laser to the center of the robotThen the pose matrix of the robot in the world coordinate system is Tc,
And averaging the calculated pose of the robot to obtain the current pose of the robot, and publishing.
6. The positioning method based on the fusion of the reflector and the SLAM as claimed in claim 1, wherein: in step S4, when the laser radar does not scan the reflector, the laser radar switches to the SLAM positioning mode.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202211565497.2A CN115575963A (en) | 2022-12-07 | 2022-12-07 | Positioning method based on fusion of reflector and SLAM |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202211565497.2A CN115575963A (en) | 2022-12-07 | 2022-12-07 | Positioning method based on fusion of reflector and SLAM |
Publications (1)
Publication Number | Publication Date |
---|---|
CN115575963A true CN115575963A (en) | 2023-01-06 |
Family
ID=84590456
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202211565497.2A Pending CN115575963A (en) | 2022-12-07 | 2022-12-07 | Positioning method based on fusion of reflector and SLAM |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN115575963A (en) |
Citations (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110989592A (en) * | 2019-12-02 | 2020-04-10 | 华中科技大学 | Automatic mapping and positioning system for mobile robot |
CN111017804A (en) * | 2019-11-08 | 2020-04-17 | 华中科技大学 | Intelligent mobile transfer system and transfer method thereof |
CN211477160U (en) * | 2019-12-06 | 2020-09-11 | 江西洪都航空工业集团有限责任公司 | Laser navigation system with multiple positioning navigation modes |
CN112629522A (en) * | 2020-12-31 | 2021-04-09 | 山东大学 | AGV positioning method and system with reflector and laser SLAM integrated |
CN113625320A (en) * | 2021-08-06 | 2021-11-09 | 珠海丽亭智能科技有限公司 | Outdoor combined positioning method based on differential GPS and reflector |
CN115220079A (en) * | 2022-07-14 | 2022-10-21 | 中国中煤能源集团有限公司 | Fusion positioning method and device and storage medium |
CN115220012A (en) * | 2022-09-20 | 2022-10-21 | 成都睿芯行科技有限公司 | Positioning method based on reflecting plate |
CN115437385A (en) * | 2022-10-21 | 2022-12-06 | 上海木蚁机器人科技有限公司 | Laser positioning method, device, equipment and medium for mobile robot |
-
2022
- 2022-12-07 CN CN202211565497.2A patent/CN115575963A/en active Pending
Patent Citations (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN111017804A (en) * | 2019-11-08 | 2020-04-17 | 华中科技大学 | Intelligent mobile transfer system and transfer method thereof |
CN110989592A (en) * | 2019-12-02 | 2020-04-10 | 华中科技大学 | Automatic mapping and positioning system for mobile robot |
CN211477160U (en) * | 2019-12-06 | 2020-09-11 | 江西洪都航空工业集团有限责任公司 | Laser navigation system with multiple positioning navigation modes |
CN112629522A (en) * | 2020-12-31 | 2021-04-09 | 山东大学 | AGV positioning method and system with reflector and laser SLAM integrated |
CN113625320A (en) * | 2021-08-06 | 2021-11-09 | 珠海丽亭智能科技有限公司 | Outdoor combined positioning method based on differential GPS and reflector |
CN115220079A (en) * | 2022-07-14 | 2022-10-21 | 中国中煤能源集团有限公司 | Fusion positioning method and device and storage medium |
CN115220012A (en) * | 2022-09-20 | 2022-10-21 | 成都睿芯行科技有限公司 | Positioning method based on reflecting plate |
CN115437385A (en) * | 2022-10-21 | 2022-12-06 | 上海木蚁机器人科技有限公司 | Laser positioning method, device, equipment and medium for mobile robot |
Non-Patent Citations (1)
Title |
---|
曹勇: "基于多传感器融合的仓储AGV导航定位系统设计与实现", 《中国优秀硕士学位论文全文数据库信息科技辑》 * |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN110645974B (en) | Mobile robot indoor map construction method fusing multiple sensors | |
CN110658530B (en) | Map construction method and system based on double-laser-radar data fusion and map | |
EP4283328A1 (en) | Multi-radar and camera joint calibration method, system and device, and storage medium | |
CN115220012A (en) | Positioning method based on reflecting plate | |
US20200030982A1 (en) | Robot recharge docking method and robot with the same | |
CN111273312B (en) | Intelligent vehicle positioning and loop detection method | |
CN109541632B (en) | Target detection missing detection improvement method based on four-line laser radar assistance | |
CN113792699B (en) | Object-level rapid scene recognition method based on semantic point cloud | |
US10509980B2 (en) | Method to provide a vehicle environment contour polyline from detection data | |
CN110794396B (en) | Multi-target identification method and system based on laser radar and navigation radar | |
CN111678516B (en) | Bounded region rapid global positioning method based on laser radar | |
CN109188382A (en) | A kind of target identification method based on millimetre-wave radar | |
CN116449392B (en) | Map construction method, device, computer equipment and storage medium | |
CN115027482A (en) | Fusion positioning method in intelligent driving | |
CN112700537A (en) | Tire point cloud construction method, tire point cloud assembly method, tire point cloud control device, and storage medium | |
CN114295099B (en) | Ranging method based on monocular camera, vehicle-mounted ranging equipment and storage medium | |
CN115201849A (en) | Indoor map building method based on vector map | |
CN115575963A (en) | Positioning method based on fusion of reflector and SLAM | |
Morris et al. | A view-dependent adaptive matched filter for ladar-based vehicle tracking | |
TW202019742A (en) | Lidar detection device for close obstacles and method thereof capable of effectively detecting obstacles and enhancing detection accuracy | |
CN113280829A (en) | Target detection method and device based on fisheye vision and millimeter wave radar data | |
CN112255616B (en) | Multi-radar reflective column positioning method and reflective column positioning device | |
CN111812659A (en) | Iron tower posture early warning device and method based on image recognition and laser ranging | |
CN116399354A (en) | High-precision low-drift large-range three-dimensional point cloud map construction and repositioning method | |
Steder et al. | Maximum likelihood remission calibration for groups of heterogeneous laser scanners |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
RJ01 | Rejection of invention patent application after publication |
Application publication date: 20230106 |
|
RJ01 | Rejection of invention patent application after publication |