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CN112904879A - Autonomous tracking landing system and method for quad-rotor aircraft based on color block landmarks - Google Patents

Autonomous tracking landing system and method for quad-rotor aircraft based on color block landmarks Download PDF

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CN112904879A
CN112904879A CN202110062036.2A CN202110062036A CN112904879A CN 112904879 A CN112904879 A CN 112904879A CN 202110062036 A CN202110062036 A CN 202110062036A CN 112904879 A CN112904879 A CN 112904879A
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landmark
color block
landing
color
rotor aircraft
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CN112904879B (en
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杨洪玖
岳一平
赵苓
袁源
李洪波
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Tianjin University
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    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05DSYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots
    • G05D1/08Control of attitude, i.e. control of roll, pitch, or yaw
    • G05D1/0808Control of attitude, i.e. control of roll, pitch, or yaw specially adapted for aircraft
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05DSYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots
    • G05D1/10Simultaneous control of position or course in three dimensions
    • G05D1/101Simultaneous control of position or course in three dimensions specially adapted for aircraft

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  • Control Of Position, Course, Altitude, Or Attitude Of Moving Bodies (AREA)

Abstract

本发明公开了一种基于色块地标识别的四旋翼飞行器自主跟踪降落系统及方法,包括设置于四旋翼飞行器机体上的中央主控单元、定位识别模块和跟随降落模块,以及设置于地面上的色块地标,所述定位识别模块用于获得四旋翼飞行器的中心目标值,其输出信号发送至中央主控单元;所述中央主控单元用于读取传感数据信息、保证四旋翼飞行器的姿态控制及操作,其输出信号发送至所述跟随降落模块;所述跟随降落模块采用PID算法跟随定位识别系统实现当满足跟踪精度要求时先进行机头方向的调整。与现有技术相比,本发明不仅可以解决上述问题还能够给四旋翼飞行器机头提供方向基准,使得四旋翼飞行器可以按照需要的方向进行精确降落。

Figure 202110062036

The invention discloses an autonomous tracking and landing system and method for a quadrotor aircraft based on color block identification. The color block landmark, the positioning and identification module is used to obtain the center target value of the quadrotor aircraft, and its output signal is sent to the central main control unit; the central main control unit is used to read the sensor data information and ensure the Attitude control and operation, the output signal is sent to the following landing module; the following landing module adopts the PID algorithm to follow the positioning identification system to realize the adjustment of the nose direction when the tracking accuracy requirements are met. Compared with the prior art, the present invention can not only solve the above problems but also provide a direction reference for the nose of the quadrotor aircraft, so that the quadrotor aircraft can accurately land in the required direction.

Figure 202110062036

Description

Autonomous tracking landing system and method for quad-rotor aircraft based on color block landmarks
Technical Field
The invention belongs to the field of navigation and positioning of a four-rotor aircraft, and particularly relates to an autonomous tracking landing system and method of the four-rotor aircraft.
Background
With the development of quad-rotor aircraft in military and civilian applications, more and more quad-rotor aircraft are being used for cargo transportation, high-altitude reconnaissance, ground mapping, and air-ground cooperative missions, among others. To accomplish these functions, quad-rotor aircraft often require the identification, tracking, landing, and even coordinated cooperation of specific targets. An efficient landmark identification method and a stable tracking and landing method are crucial. The combination of a quad-rotor aircraft with a vision sensor is valuable, both military and commercial, because the accuracy provided by conventional GPS positioning during tracking and landing of the quad-rotor aircraft is not adequate.
Nowadays, many four rotor crafts adopt the fixed focus camera to detect, and the landing in-process, its field of vision can be pulled into ground gradually, can lead to the color lump to be full of the camera field of vision to detecting the color lump, can make the field of vision unable all contain the two-dimensional code to detecting the two-dimensional code to lead to the target to lose.
The defects of the prior art are also the technical problems to be solved by the invention.
Disclosure of Invention
The invention aims to provide a quadrotor autonomous tracking landing system and a quadrotor autonomous tracking landing method based on color block landmarks, and designs a square color block landmark containing four different colors, so that a central target value of the quadrotor is obtained, and the problem of follow-up landing of the quadrotor is solved.
The invention relates to a quad-rotor aircraft autonomous tracking landing system based on color block landmark identification, which comprises a central main control unit, a positioning identification module and a following landing module which are arranged on a quad-rotor aircraft body, and color block landmarks which are arranged on the ground, wherein: the positioning identification module is used for obtaining a central target value of the four-rotor aircraft, and an output signal of the positioning identification module is sent to the central main control unit; the central main control unit is used for reading sensing data information, ensuring the attitude control and operation of the four-rotor aircraft, and outputting a signal to the follow-up landing module;
and the following descending module adopts a PID algorithm to follow the positioning identification system to obtain a central target value of the color block landmark, and is used for realizing the adjustment of the machine head direction firstly when the tracking precision requirement is met and then carrying out automatic descending.
The invention discloses a quad-rotor aircraft autonomous tracking landing method based on color block landmark identification, which specifically comprises the following steps:
step 1, firstly, placing color block landmarks on a target place or a mobile platform with a flat surface, starting a four-rotor aircraft to reach a proper height, and ensuring the color block landmarks to be in a visual field range of a positioning and identifying system in the process;
step 2, detecting and identifying the color block, adopting a PID algorithm to follow the central target point of the color block landmark obtained by the positioning and identifying system,
calculating the PID controller output u (t), the expression is as follows:
Figure BDA0002903061110000021
where e (t) represents the difference between the target value and the current value, kpDenotes the proportional gain, kiRepresenting the integral gain, kdRepresents a differential gain;
step 3, when the number of the detected effective color blocks is more than or equal to 2, indicating that the color block landmark is successfully identified, and taking an average value of the detected color block coordinates as a target point to follow; along with the shortening of the landmark distance between the four-rotor aircraft and the color blocks, the positioning and identifying system completely identifies the color blocks with four different colors, and further obtains the central target point of the positioning and identifying system;
when the four-rotor aircraft flies right above the color block landmark and tracks to meet the precision, the four rotors rotate according to the requirement
The yaw angle of the aircraft is firstly adjusted in the aircraft head direction and then automatically landed, so that directional landing is realized; in the landing process, a constant-speed landing method is adopted to avoid overlarge ground impact caused by the fact that the four-rotor aircraft lands too fast.
Compared with the prior art, the four-rotor aircraft nose landing device can solve the problems and provide a direction reference for the four-rotor aircraft nose, so that the four-rotor aircraft can land accurately in a required direction.
Drawings
FIG. 1 is a schematic diagram of a quad-rotor aircraft autonomous tracking landing system architecture based on color patch landmarks according to the present invention;
FIG. 2 is an exemplary diagram of a color patch landmark according to the present invention;
FIG. 3 is an overall flowchart of a quad-rotor aircraft autonomous tracking landing method based on a color block landmark according to the invention;
fig. 4 is a representation diagram of a four-rotor aircraft following a color lump landmark and prone to a target loss problem.
Detailed Description
The technical solution of the present invention will be described in detail below with reference to the accompanying drawings and examples.
Fig. 1 is a schematic diagram of an autonomous tracking and landing system of a quad-rotor aircraft based on color block landmarks according to the present invention. The system comprises a four-rotor aircraft body, a central main control unit, a color block landmark, a positioning identification module and a following landing module. The central main control unit, the positioning and identifying module and the following and landing module are all located on the four-rotor aircraft body, the color block landmarks are arranged on the ground, and the system realizes identification and tracking of the color block landmarks.
Specifically, the four-rotor aircraft body comprises a frame with a wheelbase not less than 360mm, a brushless motor with a propeller, an electronic speed regulator, a lithium battery power system, a laser height ranging module and an undercarriage. The specific modules of each section are not limited in the type of use, and most open source quad-rotor aircraft contain these sections.
Specifically, the central main control unit uses STM32 as a processor chip, and includes a peripheral working circuit and an attitude sensor module, and functions of the central main control unit include reading data information such as sensors and the like, and ensuring attitude control and related operations.
Specifically, a color block landmark is a square area, which includes four small square areas with different colors, and the detection background of the color block landmark cannot be the same as the four colors. Fig. 2 is a diagram of an example of a color block landmark designed by the present invention. Taking white background as an example, the upper left of the example graph of color block landmarks is red color block landmarks, the upper right is yellow color block landmarks, the lower left is blue color block landmarks, and the lower right is green color block landmarks. And obtaining the central target point of the whole color block landmark by judging the central coordinate of each color block landmark. Because the color block landmark has the specific direction of four colors, the four-rotor aircraft can judge the drift angle between the four-rotor aircraft and the color block landmark, and further provides a direction reference for the aircraft head of the four-rotor aircraft, and the control requirement of the four-rotor aircraft on the drift angle during landing is met. The problem can be solved well by taking the central target point in fig. 2 as a reference, and the color patches of the four colors are always in the camera view during the landing process. Note that the coordinate axes and the central target point in fig. 2 are only used to clearly express the working principle of the color patch landmark, and should not appear in the actual landmark. Since the actual size of the color patch landmarks is related to the quad-rotor aircraft altitude, the partial size reference is specifically shown in table 1.
TABLE 1
Color block landmark size Flying height
200mm*200mm 30cm-100cm
500mm*500mm 100cm-200cm
1000mm*1000mm 200cm-500cm
Specifically, the positioning identification module is an OpenMV camera module which is arranged in the center of the bottom of the four-rotor aircraft and is connected with the central main control unit through a serial port, and the module acquires a central target value of the four-rotor aircraft by identifying the central coordinate position of the landmarks of the four color blocks in the image. The OpenMV camera can quickly and accurately identify the required color block and obtain its center coordinates, thereby conveniently calculating the center target point described in fig. 2. In order to reduce the conservatism, the color block landmark is considered to be successfully recognized when only two color blocks with different colors are recognized initially.
Specifically, the following landing module is a controller located in a central main control unit, the function of the following landing module is to follow the central target value of the color block landmark obtained by a positioning and identifying system by adopting a PID algorithm, when the tracking precision requirement is met, the machine head direction is firstly adjusted, and then the automatic landing is carried out, wherein the PID algorithm is as shown in the specification
Figure BDA0002903061110000041
Where e (t) represents the difference between the target value and the current value, kpExpressing proportional gain, and playing a role in accelerating the response speed of the system and improving the regulation precision of the system, kiRepresenting integral gain, serving to eliminate residual errors and to regulate steady-state time, kdThe differential gain is expressed, and the functions of improving the dynamic performance of the system, predicting the error trend and correcting in advance are achieved. These parameters need to be adjusted according to the actual situation. In particular, when the following control is carried out, e (t) is the deviation of the central target point calculated by the positioning identification system and the position of the four-rotor aircraft; when the automatic landing is performed, e (t) is the difference between the desired landing speed and the landing speed. Different from the traditional height control method, the four-rotor aircraft keeps constant landing speed when landing, and avoids overlarge ground impact caused by the fact that the four-rotor aircraft lands too fast.
Fig. 3 is a flowchart illustrating an overall method for autonomous tracking and landing of a quad-rotor aircraft based on color patch landmark identification according to the present invention. The method specifically comprises the following steps:
step 1, firstly, placing color block landmarks on a target place or a mobile platform with a flat surface, starting a four-rotor aircraft to reach a proper height, and ensuring the color block landmarks to be in a visual field range of a positioning and identifying system in the process;
step 2, detecting and identifying the color block, adopting a PID algorithm to follow the central target point of the color block landmark obtained by the positioning and identifying system,
calculating the PID controller output u (t), the expression is as follows:
Figure BDA0002903061110000051
where e (t) represents the difference between the target value and the current value, kp、kiAnd kdRepresenting control parameters that need to be adjusted according to the actual situation. Particularly, when the following control is carried out, e (t) is the deviation between the central target point calculated by the positioning identification system and the self position of the four-rotor aircraft, and when the automatic landing is carried out, e (t) is the difference between the expected landing speed and the landing speed;
step 3, when the number of the detected effective color blocks is more than or equal to 2, indicating that the color block landmark is successfully identified, and taking an average value of the detected color block coordinates as a target point to follow; along with the shortening of the landmark distance between the four-rotor aircraft and the color blocks, the positioning and identifying system completely identifies the color blocks with four different colors, and further obtains the central target point of the positioning and identifying system;
when the four-rotor aircraft flies right above the color block landmarks and the tracking accuracy is met, rotating the yaw angle of the four-rotor aircraft according to the requirement, firstly adjusting the aircraft head direction, and then automatically landing, thereby realizing directional landing; in the landing process, a uniform-speed landing method is adopted, so that overlarge ground impact caused by the fact that the four-rotor aircraft lands too fast is avoided.
When the quad-rotor aircraft follows the color lump landmark, the problem that the color lump landmark is lost in the visual field of the positioning and identifying system due to the angle change is easy to occur. As shown in fig. 4, a representation of the problem of target loss that a quad-rotor aircraft is prone to following a patch landmark is shown. It can be seen that the chromotagous landmarks can be successfully identified when the quad-rotor aircraft is in a level position. After the central target point is calculated, the quad-rotor aircraft needs to change the posture of the quad-rotor aircraft to track the color block landmark, so that the problem of visual field loss occurs. Aiming at the problem, the following landing system is solved by using a posture decoupling method, and the method specifically comprises the following steps:
delaying for judgment, and considering the lost target after losing the color block landmark for one second;
attitude compensation, namely compensating the angle multiplied by the coefficient for e (t) when detecting that the target is lost due to the angle change of the quadrotor;
to avoid abrupt changes when the missing target is identified, e (t) slowly drops to zero in a second.
The invention is not the best known technology.
The foregoing detailed description is provided for the purpose of illustrating the technical concepts and features of the present invention, and is not intended to limit the scope of the present invention. All equivalent changes and modifications made according to the spirit of the present invention should be covered within the protection scope of the present invention.

Claims (8)

1. The utility model provides a four rotor crafts are from independently tracking system of descending based on discernment of color lump landmark, its characterized in that, this system is including setting up central main control unit, location identification module and the following module of descending on four rotor crafts organism to and set up the subaerial color lump landmark, wherein: the positioning identification module is used for obtaining a central target value of the four-rotor aircraft, and an output signal of the positioning identification module is sent to the central main control unit; the central main control unit is used for reading sensing data information, ensuring the attitude control and operation of the four-rotor aircraft, and outputting a signal to the follow-up landing module;
and the following descending module adopts a PID algorithm to follow the positioning identification system to obtain a central target value of the color block landmark, and is used for realizing the adjustment of the machine head direction firstly when the tracking precision requirement is met and then carrying out automatic descending.
2. A quad-rotor aircraft autonomous tracking landing system based on color block landmark identification according to claim 1, wherein the quad-rotor aircraft body comprises a frame with a wheelbase of not less than 360mm, a brushless motor with propellers, an electronic governor, a lithium battery power system, a laser altitude ranging module, and a landing gear.
3. The quadrotor aircraft autonomous follow-up landing system based on color block landmark recognition according to claim 1, wherein the central main control unit uses STM32 as a processor chip and comprises peripheral working circuits and an attitude sensor module.
4. A quad-rotor aircraft autonomous tracking landing system based on color-block landmark identification according to claim 1, wherein the color-block landmark is a square area, further comprising four small square areas with different colors, and the detection background of the color-block landmark is required not to be the same as the four colors.
5. The autonomous tracking and landing system of the quadrotor aircraft based on color block landmark identification according to claim 4, wherein the size of the color block landmark is set in relation to the flight altitude of the quadrotor aircraft, and when the flight altitude is 30cm-100cm, 100cm-200cm and 200cm-500cm, the size of the color block landmark corresponds to the set value respectively: 200mm, 500mm, 1000 mm.
6. The quad-rotor autonomous follow-up landing system based on color block landmark recognition according to claim 1, wherein the positioning recognition system is an OpenMV camera module installed in the bottom dead center of the quad-rotor.
7. A quadrotor autonomous tracking landing method based on color block landmark identification is characterized by comprising the following steps:
step 1, firstly, placing color block landmarks on a target place or a mobile platform with a flat surface, starting a four-rotor aircraft to reach a proper height, and ensuring the color block landmarks to be in a visual field range of a positioning and identifying system in the process;
step 2, detecting and identifying the color block, adopting a PID algorithm to follow the central target point of the color block landmark obtained by the positioning and identifying system,
calculating the PID controller output u (t), the expression is as follows:
Figure FDA0002903061100000021
where e (t) represents the difference between the target value and the current value, kpDenotes the proportional gain, kiRepresenting the integral gain, kdRepresents a differential gain;
step 3, when the number of the detected effective color blocks is more than or equal to 2, indicating that the color block landmark is successfully identified, and taking an average value of the detected color block coordinates as a target point to follow; along with the shortening of the landmark distance between the four-rotor aircraft and the color blocks, the positioning and identifying system completely identifies the color blocks with four different colors, and further obtains the central target point of the positioning and identifying system;
when the four-rotor aircraft flies right above the color block landmarks and the tracking accuracy is met, rotating the yaw angle of the four-rotor aircraft according to the requirement, firstly adjusting the aircraft head direction, and then automatically landing, thereby realizing directional landing; in the landing process, a constant-speed landing method is adopted to avoid overlarge ground impact caused by the fact that the four-rotor aircraft lands too fast.
8. The autonomous tracking landing method of the quadrotor aircraft based on color block landmark recognition according to claim 1, characterized in that, when the quadrotor aircraft follows the color block landmark, the angle changes, which results in the situation that the view of the positioning recognition system loses the color block landmark, the method further comprises a posture decoupling process; the specific treatment process comprises the following steps:
carrying out delay judgment, namely considering that the target is lost after the color block landmark is lost for one second;
performing attitude compensation, namely performing angle multiplication coefficient compensation on e (t) when detecting that a target is lost due to the angle change of the quadrotor;
to avoid abrupt changes when the missing target is identified, e (t) slowly drops to zero in a second.
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Citations (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103809598A (en) * 2014-03-12 2014-05-21 北京航空航天大学 Rotor unmanned aircraft independent take-off and landing system based on three-layer triangle multi-color landing ground
CN104166854A (en) * 2014-08-03 2014-11-26 浙江大学 Vision grading landmark locating and identifying method for autonomous landing of small unmanned aerial vehicle
WO2015142166A1 (en) * 2014-03-20 2015-09-24 Lely Patent N.V. Method and system for navigating an agricultural vehicle on a land area
CN105278541A (en) * 2015-09-02 2016-01-27 蔡兆旸 Aircraft auxiliary landing control method and system
CN107063261A (en) * 2017-03-29 2017-08-18 东北大学 The multicharacteristic information terrestrial reference detection method precisely landed for unmanned plane
CN107463181A (en) * 2017-08-30 2017-12-12 南京邮电大学 A kind of quadrotor self-adoptive trace system based on AprilTag
CN108710383A (en) * 2018-05-25 2018-10-26 哈尔滨工业大学 A kind of quadrotor Autonomous landing control method planned based on destination with tracking
CN110109469A (en) * 2019-03-19 2019-08-09 南京理工大学泰州科技学院 It is a kind of with color, identification, positioning, following function quadrotor drone control system
CN110989687A (en) * 2019-11-08 2020-04-10 上海交通大学 A UAV Landing Method Based on Nested Square Visual Information
CN111307157A (en) * 2020-03-12 2020-06-19 上海交通大学 A vision-based navigation information solution method for autonomous landing of unmanned aerial vehicles

Patent Citations (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103809598A (en) * 2014-03-12 2014-05-21 北京航空航天大学 Rotor unmanned aircraft independent take-off and landing system based on three-layer triangle multi-color landing ground
WO2015142166A1 (en) * 2014-03-20 2015-09-24 Lely Patent N.V. Method and system for navigating an agricultural vehicle on a land area
CN104166854A (en) * 2014-08-03 2014-11-26 浙江大学 Vision grading landmark locating and identifying method for autonomous landing of small unmanned aerial vehicle
CN105278541A (en) * 2015-09-02 2016-01-27 蔡兆旸 Aircraft auxiliary landing control method and system
CN107063261A (en) * 2017-03-29 2017-08-18 东北大学 The multicharacteristic information terrestrial reference detection method precisely landed for unmanned plane
CN107463181A (en) * 2017-08-30 2017-12-12 南京邮电大学 A kind of quadrotor self-adoptive trace system based on AprilTag
CN108710383A (en) * 2018-05-25 2018-10-26 哈尔滨工业大学 A kind of quadrotor Autonomous landing control method planned based on destination with tracking
CN110109469A (en) * 2019-03-19 2019-08-09 南京理工大学泰州科技学院 It is a kind of with color, identification, positioning, following function quadrotor drone control system
CN110989687A (en) * 2019-11-08 2020-04-10 上海交通大学 A UAV Landing Method Based on Nested Square Visual Information
CN111307157A (en) * 2020-03-12 2020-06-19 上海交通大学 A vision-based navigation information solution method for autonomous landing of unmanned aerial vehicles

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
徐滔宏;王志胜;鹿山山;: "基于视觉引导的无人机自主降落研究", 机械与电子, no. 08, pages 46 - 48 *
檀姗姗;杨洪玖;路继勇;于洋;: "基于扩张状态观测器的飞行器姿态控制研究", 燕山大学学报, no. 06, pages 55 - 61 *

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