CN110737279B - Longitudinal swing amplitude control method for air-drop hanger of unmanned helicopter - Google Patents
Longitudinal swing amplitude control method for air-drop hanger of unmanned helicopter Download PDFInfo
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- G05—CONTROLLING; REGULATING
- G05D—SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
- G05D1/00—Control of position, course or altitude of land, water, air, or space vehicles, e.g. automatic pilot
- G05D1/08—Control of attitude, i.e. control of roll, pitch, or yaw
- G05D1/0808—Control of attitude, i.e. control of roll, pitch, or yaw specially adapted for aircraft
- G05D1/0816—Control of attitude, i.e. control of roll, pitch, or yaw specially adapted for aircraft to ensure stability
- G05D1/0825—Control of attitude, i.e. control of roll, pitch, or yaw specially adapted for aircraft to ensure stability using mathematical models
Abstract
The invention discloses a longitudinal swing amplitude control method for an air-drop hanger of an unmanned helicopter, which comprises self-adaptive estimation of unknown parameters before and after air-drop and a control method for the swing amplitude of the unmanned helicopter after air-drop hanger based on a BLF (binary noise filter) method. By the technical scheme, accurate control of the swing amplitude in the height direction can be realized under the condition that the mass of the helicopter suddenly changes after air-drop, the safety of the air-drop operation of the unmanned helicopter is improved, the possibility is provided for the air-drop of the unmanned helicopter in low altitude and complex environment, and a feasible control scheme is provided for other control system application scenes with parameter sudden changes. The invention realizes accurate quantitative control on the swing amplitude in the stabilizing process, and has the advantages of accurate parameter estimation and better control on the longitudinal swing amplitude.
Description
Technical Field
The invention belongs to the technical field of automatic control of unmanned planes, and particularly relates to a longitudinal swing amplitude control method for an air-drop hanger of an unmanned helicopter.
Background
Helicopters have been the focus of research because of their ability to take off and land vertically, and carry heavy cargo. Helicopter hangar systems have attracted attention since the 60's of the 20 th century because of their successful use in the vietnam war. The application scene of the helicopter is wider due to the additional hanging transportation mode, and the helicopter hanging is applied to aspects such as rescue, monitoring, aerial geophysical prospecting, war material conveying and the like.
When the helicopter carries out an air-drop hanging task, particularly, when the air-drop is used for hanging a load with larger mass relative to the helicopter, the helicopter inevitably swings in the height direction due to the sudden change of the mass. However, when the helicopter performs the airdrop task at low altitude, especially when the airdrop task is performed under a relatively complex terrain condition such as a mountain or a forest, the safety of the helicopter is seriously affected by the excessive longitudinal swing amplitude of the helicopter after the airdrop. In addition, when the helicopter hanging system executes the tasks of taking off, landing and the like, the problem of sudden change of mass also exists.
The traditional control method can only stabilize the helicopter to a height as soon as possible after air drop, but the longitudinal swing is difficult to avoid in the process of controlling the stability of the helicopter, and the swing amplitude is difficult to accurately and quantitatively control. Therefore, designing a proper control strategy and quantitatively controlling the longitudinal swing amplitude of the helicopter hanging system when the quality mutation problem exists is a very important subject.
At present, the research on helicopter fixed height control at home and abroad is not few, but only the fixed height control of a helicopter body is researched, and the research on the problem of mass mutation of a model of helicopter air-drop suspension, particularly the problem of air-drop suspension, is less.
Disclosure of Invention
The invention aims to solve the problem of accurate control of the swing amplitude in the height direction after the air-drop of a helicopter, the traditional control method only enables the helicopter to be stabilized to a height as soon as possible after the air-drop, however, the longitudinal swing in the process of controlling the stability of the helicopter is difficult to avoid, and the accurate and quantitative control of the swing amplitude in the process of stabilizing the helicopter is difficult to realize.
The invention provides a longitudinal swing amplitude control method for an unmanned helicopter aerial drop hanger, which is characterized in that a Barrier Lyapunov Function is adopted to quantitatively control the swing amplitude, so that guarantee is provided for the unmanned helicopter to safely execute an aerial drop task, and the specific technical scheme of the invention is as follows:
a longitudinal swing amplitude control method for an unmanned helicopter aerial drop hanger is characterized by comprising the following steps:
s1: establishing a 6-degree-of-freedom nonlinear system model of the unmanned helicopter system, and further considering an unmanned helicopter air-drop hanging system with a quality mutation problem to obtain a height subsystem model of the unmanned helicopter air-drop hanging system;
a6-degree-of-freedom unmanned helicopter system model established by a Newton-Euler equation:
wherein the content of the first and second substances,is the position coordinate of the mass center of the unmanned helicopter in the terrestrial coordinate system,is the derivative of the coordinates of the position of the center of mass of the unmanned helicopter,the speed of the mass center of the unmanned helicopter in the terrestrial coordinate system,is the derivative of the velocity of the center of mass of the unmanned helicopter; m is the mass of the unmanned helicopter;g is the acceleration of gravity;for the attitude of the unmanned helicopter in the terrestrial coordinate system,the pitch angle is the attitude of the unmanned helicopter, theta is the roll angle of the attitude of the unmanned helicopter, and psi is the yaw angle of the attitude of the unmanned helicopter; rt(gamma) is a rotation matrix transformed from a body coordinate system to a ground coordinate system, is a 3 x 3 matrix related to the attitude gamma of the unmanned helicopter,is RtThe derivative of (gamma) is determined,a rotation matrix transformed from a body coordinate system to a ground coordinate system;is the angular velocity in the coordinate system of the body,is the derivative of ω, representing angular acceleration; s (-) is a skew-symmetric matrix,j is a rotational inertia matrix, IxxIs the moment of inertia about the x-axis in the coordinate system of the body, IyyIs the moment of inertia about the y-axis in the coordinate system of the body, IzzIs the moment of inertia about the z-axis in the coordinate system of the body, IxzIs the product of inertia about the x-axis and z-axis in the body coordinate system, Q is the control moment,
wherein, PzIs the height of the center of mass of the unmanned helicopter,is the derivative of the height of the center of mass, V, of the unmanned helicopterzIs the longitudinal speed of the unmanned helicopter,the derivative of the longitudinal speed of the unmanned helicopter represents the acceleration in the height direction; m isiThe mass of the unmanned helicopter hanging system is the mass of the unmanned helicopter hanging system, sudden change can occur before and after air drop hanging, and i is 1 and 2, wherein i is 1 and represents the mass of the unmanned helicopter hanging system before air drop, and i is 2 and represents the mass of the unmanned helicopter hanging system after air drop; t ismThe lift force generated by the main rotor of the unmanned helicopter;
s2: designing a self-adaptive height control algorithm of the hanging system of the unmanned helicopter, designing a self-adaptive law, estimating the hanging quality of the unmanned helicopter unknown before and after air drop, and controlling the height tracking of the unmanned helicopter; designing a height swing amplitude control method after the unmanned helicopter is air-dropped and hung based on a Barrier Lyapunov Function method, introducing parameters of an upper bound of the swing amplitude of the unmanned helicopter, realizing the pre-definition of the upper bound of the swing amplitude, and integrating the upper bound of the swing amplitude into an adaptive control law;
the unmanned helicopter hanging system is designed to carry out air drop in an air hovering scene, only the longitudinal characteristic of the unmanned helicopter hanging system is considered, and the pitch angle and the roll angle of the unmanned helicopter are both close to 0, so cos phi cos theta is approximately equal to 1;
the self-adaptive control law of the unmanned helicopter is designed by adopting a self-adaptive backstepping method:
s21: height errorAnd velocity error in the vertical directionComprises the following steps:wherein, VzdRepresenting virtual control signals, zrFor a set height reference signal the height of the sensor,
to pairAnd (3) obtaining a height tracking error system by derivation: for a derivative of the set altitude reference signal, representing the desired altitude direction velocity,
designing virtual control quantitiesk1Is a positive constant, and the virtual control is brought into the height error system to obtain
S22: computingDerivative of (2)Obtaining a vertical direction tracking error dynamic system equation:
defining two estimation errors as Mass m of suspension system of unmanned helicopteriRespectively estimating the mass m of the suspension system of the unmanned helicopter before air drop by an adaptive updating law1And the mass m of the suspension system of the unmanned helicopter after air drop2,Is an estimation error, and the airdrop time is recorded as t1>0,And 0 < b0≤bi≤bmax1,2, wherein b isiThe values of b before and after the air drop are shown, i-1 represents the value of b before the air drop, i-2 represents the value of b after the air drop, and b0Is b isiUnder (2) isBoundary, bmaxIs b isiThe control law is as follows:
wherein, the parameter k is designed based on the BLF methodzIs an upper bound limiting the amplitude of the height swing, is a positive constant, k2For the designed control coefficient, a positive constant,for the virtual control signal VzdThe adaptive law of the parameters is:wherein r, l0Is a constant that is positive in number,for mass m of suspension system of unmanned helicopteriThe update law of the estimate of (2).
The invention has the beneficial effects that:
1. the problem of accurate control of the swing amplitude in the height direction after the air-drop of the helicopter is solved, the safety of the air-drop operation of the unmanned helicopter is improved, and the possibility of air-drop of the unmanned helicopter in low altitude and complex environments is provided.
2. The method provides a feasible control method solution for the application scene of the control system with parameter mutation, such as the autonomous take-off and landing process of helicopters with hanging loads, quadrotors and the like with system quality mutation, and ensures the control precision.
Drawings
In order to illustrate embodiments of the present invention or technical solutions in the prior art more clearly, the drawings which are needed in the embodiments will be briefly described below, so that the features and advantages of the present invention can be understood more clearly by referring to the drawings, which are schematic and should not be construed as limiting the present invention in any way, and for a person skilled in the art, other drawings can be obtained on the basis of these drawings without any inventive effort. Wherein:
FIG. 1 is a block diagram of the flow of the method for controlling the longitudinal oscillation amplitude of an unmanned helicopter air drop hanger of the present invention;
FIG. 2 is a schematic aerial delivery view;
FIG. 3(a) is a control input for the airborne suspension of the helicopter of the present invention;
FIG. 3(b) is a control input for a PD control method using the same control parameters as the embodiment of the invention;
FIG. 4(a) is a graph showing the effect of height tracking of an aerial delivery hanger of a helicopter of the present invention;
FIG. 4(b) is a graph showing the effect of height tracking in a PD control method using the same control parameters as in the embodiment of the present invention;
fig. 5 is an estimation of an unknown parameter (quality) of a handover.
Detailed Description
In order that the above objects, features and advantages of the present invention can be more clearly understood, a more particular description of the invention will be rendered by reference to the appended drawings. It should be noted that the embodiments of the present invention and features of the embodiments may be combined with each other without conflict.
In the following description, numerous specific details are set forth in order to provide a thorough understanding of the present invention, however, the present invention may be practiced in other ways than those specifically described herein, and therefore the scope of the present invention is not limited by the specific embodiments disclosed below.
According to the technical scheme, firstly, a 6-degree-of-freedom nonlinear system model of an unmanned helicopter system is established, and an unmanned helicopter air-drop hanging system with the quality mutation problem is further considered to obtain a height subsystem model of the unmanned helicopter air-drop hanging system; secondly, designing a self-adaptive height control algorithm of the unmanned helicopter hanging system, designing a self-adaptive law, estimating unknown hanging quality of the helicopter before and after air drop, and controlling height tracking of the unmanned helicopter; based on a Barrier Lyapunov Function (BLF) method, a height swing amplitude control method after the unmanned helicopter is airdropped and hung is designed, parameters of an upper bound of the swing amplitude of the unmanned helicopter are introduced, the upper bound of the swing amplitude is predefined, and the upper bound of the swing amplitude is integrated into an adaptive control law. Specifically, the longitudinal swing amplitude control method for the air-drop hanger of the unmanned helicopter is characterized by comprising the following steps of:
s1: establishing a 6-degree-of-freedom nonlinear system model of the unmanned helicopter system, and further considering an unmanned helicopter air-drop hanging system with a quality mutation problem to obtain a height subsystem model of the unmanned helicopter air-drop hanging system;
a6-degree-of-freedom unmanned helicopter system model established by a Newton-Euler equation:
wherein the content of the first and second substances,is the position coordinate of the mass center of the unmanned helicopter in the terrestrial coordinate system,is the derivative of the coordinates of the position of the center of mass of the unmanned helicopter,the speed of the mass center of the unmanned helicopter in the terrestrial coordinate system,is the derivative of the velocity of the center of mass of the unmanned helicopter; m is the mass of the unmanned helicopter;g is the acceleration of gravity;for the attitude of the unmanned helicopter in the terrestrial coordinate system,the pitch angle is the attitude of the unmanned helicopter, theta is the roll angle of the attitude of the unmanned helicopter, and psi is the yaw angle of the attitude of the unmanned helicopter; rt(gamma) is a rotation matrix transformed from a body coordinate system to a ground coordinate system, is a 3 x 3 matrix related to the attitude gamma of the unmanned helicopter,is RtThe derivative of (gamma) is determined,a rotation matrix transformed from a body coordinate system to a ground coordinate system;is the angular velocity in the coordinate system of the body,is the derivative of ω, representing angular acceleration; s (·) is an oblique symmetric matrix, S (ω) J ω ═ ω × J ω;j is a rotational inertia matrix, IxxIs the moment of inertia about the x-axis in the coordinate system of the body, IyyIs the moment of inertia about the y-axis in the coordinate system of the body, IzzIs the moment of inertia about the z-axis in the coordinate system of the body, IxzIs the product of inertia about the x-axis and z-axis in the body coordinate system, Q is the control moment,
wherein, PzIs the height of the center of mass of the unmanned helicopter,is the derivative of the height of the center of mass, V, of the unmanned helicopterzIs the longitudinal speed of the unmanned helicopter,the derivative of the longitudinal speed of the unmanned helicopter represents the acceleration in the height direction; m isiThe mass of the unmanned helicopter hanging system is the mass of the unmanned helicopter hanging system, sudden change can occur before and after air drop hanging, and i is 1 and 2, wherein i is 1 and represents the mass of the unmanned helicopter hanging system before air drop, and i is 2 and represents the mass of the unmanned helicopter hanging system after air drop; t ismThe lift force generated by the main rotor of the unmanned helicopter;
s2: designing a self-adaptive height control algorithm of the unmanned helicopter hanging system, designing a self-adaptive law, estimating unknown helicopter hanging quality before and after air drop, and controlling the height tracking of the unmanned helicopter; designing a height swing amplitude control method after the unmanned helicopter is air-dropped and hung based on a Barrier Lyapunov Function method, introducing parameters of an upper bound of the swing amplitude of the unmanned helicopter, realizing the pre-definition of the upper bound of the swing amplitude, and integrating the upper bound of the swing amplitude into an adaptive control law;
the method is characterized in that a helicopter hanging system is designed to carry out air drop in an air suspension scene, because the air drop in an unmanned helicopter suspension scene is considered, and only the longitudinal characteristic of the unmanned helicopter hanging system is considered, the pitch angle and the roll angle of the helicopter are both close to 0, so cos phi cos theta is approximately equal to 1;
the self-adaptive control law of the unmanned helicopter is designed by adopting a self-adaptive backstepping method:
s21: height errorAnd velocity error in the vertical directionComprises the following steps:wherein, VzdRepresenting virtual control signals, zrFor a set height reference signal the height of the sensor,
to pairAnd (3) obtaining a height tracking error system by derivation: for a derivative of the set altitude reference signal, representing the desired altitude direction velocity,
designing virtual control quantitiesk1Is a positive constant, and the virtual control is brought into the height error system to obtain
S22: computingDerivative of (2)Obtaining a vertical direction tracking error dynamic system equation:
because the quality of the unmanned helicopter model is unknown, a parameter self-adaptive law needs to be designed to estimate unknown parameters; the quality of the whole system can be changed before and after the suspension air-drop, so that the system is a switching system with unknown parameters changing; in addition, the quality of the system can be considered as a constant value in both stages before and after the air drop.
Defining two estimation errors as Mass m of suspension system of unmanned helicopteriThe self-adaptive updating law respectively estimates the quality of the suspension system of the unmanned helicopter before and after air drop, is an estimation error, and the airdrop time is recorded as t1>0,And 0 < b0≤bi≤bmax1,2, wherein b isiThe values of b before and after the air drop are shown, i-1 represents the value of b before the air drop, i-2 represents the value of b after the air drop, and b0Is b isiLower boundary of (b)maxIs b isiThe control law is as follows:
wherein, the parameter k is designed based on the BLF methodzIs an upper bound limiting the amplitude of the height swing, is a positive constant, k2For the designed control coefficient, a positive constant,for the virtual control signal VzdThe adaptive law of the parameters is:wherein r, l0Is a constant that is positive in number,for mass m of suspension system of unmanned helicopteriThe update law of the estimate of (2).
The parameters limiting the amplitude of the longitudinal oscillations of the unmanned helicopter, designed on the basis of the Barrier Lyapunov Function method, have been integrated in the above steps into the control law of the design, where the stability of the system is analyzed,
selected Lyapunov functioni is 1,2, wherein L1Is a Lyapunov function before air-drop,Estimated error of mass of suspension system for unmanned helicopter before head-off, L2Is a Lyapunov function after air-drop,For the estimation error of the mass of the hanging system of the unmanned helicopter after the head is empty,
for an arbitrary positive number a, if the initial value s (0) of the state quantity s satisfies | s (0) | < a, thenThis is true for all | s | < a,
to LiThe derivation yields:
in summary, the following conclusions are drawn:
1) all signals in a closed loop system are bounded;
2) if the initial value of the height error is satisfiedThen for an arbitrarily small positive constant τ > 0, whenThe output height error of the system will be strictWithin the range;
3) if the dwell time T of the switching signal*Satisfy the requirement ofE (0, a), then the steady state tracking error of the system will be satisfiedWhere ∈ (0, a).
For the convenience of understanding the above technical aspects of the present invention, the following detailed description will be given of the above technical aspects of the present invention by way of specific examples.
Example 1
And (3) simulating the established unmanned helicopter model and the designed adaptive controller by using MATLAB software. The selected hanging mass of the unmanned helicopter air drop accounts for 10% of the total mass of the helicopter hanging system, and the specific simulation parameters are shown in table 1:
table 1 simulation parameters
In order to compare the control effects, the simulation of the control scheme and the PD control designed by the present invention is performed using the same control coefficients, and the simulation results are shown in fig. 3 to 5. Fig. 3(a), (b) are control input comparisons, fig. 4(a), (b) are height tracking error comparisons, the left side is the control scheme of the present invention, and the right side is the PD control scheme. Fig. 5 is an estimation of unknown parameters for handover. As can be seen from the simulation result graph, the desired bounded error tracking effect can be achieved and all signals in the closed loop system are bounded.
As can be seen from the simulation result, the adaptive control method based on the BLF method can well control the output boundary, the adaptive law can accurately estimate the parameters, and the adaptive controller designed by the invention is effective.
In the present invention, unless otherwise expressly stated or limited, the terms "mounted," "connected," "secured," and the like are to be construed broadly and can, for example, be fixedly connected, detachably connected, or integrally formed; can be mechanically or electrically connected; either directly or indirectly through intervening media, either internally or in any other relationship. The specific meanings of the above terms in the present invention can be understood by those skilled in the art according to specific situations.
In the present invention, unless otherwise expressly stated or limited, "above" or "below" a first feature means that the first and second features are in direct contact, or that the first and second features are not in direct contact but are in contact with each other via another feature therebetween. Also, the first feature being "on," "above" and "over" the second feature includes the first feature being directly on and obliquely above the second feature, or merely indicating that the first feature is at a higher level than the second feature. A first feature being "under", beneath and "under" a second feature includes the first feature being directly under and obliquely under the second feature, or simply means that the first feature is at a lesser elevation than the second feature.
In the present invention, the terms "first", "second", "third", and "fourth" are used for descriptive purposes only and are not to be construed as indicating or implying relative importance. The term "plurality" means two or more unless expressly limited otherwise.
The above description is only a preferred embodiment of the present invention and is not intended to limit the present invention, and various modifications and changes may be made by those skilled in the art. Any modification, equivalent replacement, or improvement made within the spirit and principle of the present invention should be included in the protection scope of the present invention.
Claims (1)
1. A longitudinal swing amplitude control method for an unmanned helicopter aerial drop hanger is characterized by comprising the following steps:
s1: establishing a 6-degree-of-freedom nonlinear system model of the unmanned helicopter system, and further considering an unmanned helicopter air-drop hanging system with a quality mutation problem to obtain a height subsystem model of the unmanned helicopter air-drop hanging system;
a6-degree-of-freedom unmanned helicopter system model established by a Newton-Euler equation:
wherein the content of the first and second substances,is the position coordinate of the mass center of the unmanned helicopter in the terrestrial coordinate system,is the derivative of the coordinates of the position of the center of mass of the unmanned helicopter,the speed of the mass center of the unmanned helicopter in the terrestrial coordinate system,is the derivative of the velocity of the center of mass of the unmanned helicopter; m is the mass of the unmanned helicopter;g is the acceleration of gravity;the attitude of the unmanned helicopter in the terrestrial coordinate system is defined, phi is the pitch angle of the attitude of the unmanned helicopter, theta is the roll angle of the attitude of the unmanned helicopter, and psi is the yaw angle of the attitude of the unmanned helicopter; rt(gamma) is a rotation matrix transformed from a body coordinate system to a ground coordinate system, is a 3 x 3 matrix related to the attitude gamma of the unmanned helicopter,is RtThe derivative of (gamma) is determined,a rotation matrix transformed from a body coordinate system to a ground coordinate system;is the angular velocity in the coordinate system of the body,is the derivative of ω, representing angular acceleration; s (·) is an oblique symmetric matrix, S (ω) J ω ═ ω × J ω;j is a rotational inertia matrix, IxxIs the moment of inertia about the x-axis in the coordinate system of the body, IyyIs the moment of inertia about the y-axis in the coordinate system of the body, IzzIs the moment of inertia about the z-axis in the coordinate system of the body, IxzIs the product of inertia about the x-axis and z-axis in the body coordinate system, Q is the control moment,
wherein, PzIs the height of the center of mass of the unmanned helicopter,is the derivative of the height of the center of mass, V, of the unmanned helicopterzIs the longitudinal speed of the unmanned helicopter,the derivative of the longitudinal speed of the unmanned helicopter represents the acceleration in the height direction; m isiThe mass of the unmanned helicopter hanging system is the mass of the unmanned helicopter hanging system, sudden change can occur before and after air drop hanging, and i is 1 and 2, wherein i is 1 and represents the mass of the unmanned helicopter hanging system before air drop, and i is 2 and represents the mass of the unmanned helicopter hanging system after air drop; t ismThe lift force generated by the main rotor of the unmanned helicopter;
s2: designing a self-adaptive height control algorithm of the hanging system of the unmanned helicopter, designing a self-adaptive law, estimating the hanging quality of the unmanned helicopter unknown before and after air drop, and controlling the height tracking of the unmanned helicopter; designing a height swing amplitude control method after the unmanned helicopter is air-dropped and hung based on a Barrier Lyapunov Function method, introducing parameters of an upper bound of the swing amplitude of the unmanned helicopter, realizing the pre-definition of the upper bound of the swing amplitude, and integrating the upper bound of the swing amplitude into an adaptive control law; the unmanned helicopter hanging system is designed to carry out air drop in an air hovering scene, only the longitudinal characteristic of the unmanned helicopter hanging system is considered, and the pitch angle and the roll angle of the unmanned helicopter are both close to 0, so cos phi cos theta is approximately equal to 1;
the self-adaptive control law of the unmanned helicopter is designed by adopting a self-adaptive backstepping method:
s21: height errorAnd velocity error in the vertical directionComprises the following steps:wherein, VzdRepresenting virtual control signals, zrFor a set height reference signal the height of the sensor,
to pairAnd (3) obtaining a height tracking error system by derivation:for a derivative of the set altitude reference signal, representing the desired altitude direction velocity,
designing virtual control quantitiesk1Is a positive constant, and the virtual control is brought into the height error system to obtain
S22: computingDerivative of (2)Obtaining a vertical direction tracking error dynamic system equation:
defining two estimation errors asMass m of suspension system of unmanned helicopteriRespectively estimating the mass m of the suspension system of the unmanned helicopter before air drop by an adaptive updating law1And the mass m of the suspension system of the unmanned helicopter after air drop2,Is an estimation error, and the airdrop time is recorded as t1>0,And 0 < b0≤bi≤bmax1,2, wherein b isiThe values of b before and after the air drop are shown, i-1 represents the value of b before the air drop, i-2 represents the value of b after the air drop, and b0Is b isiLower boundary of (b)maxIs b isiThe control law is as follows:
wherein, the parameter k is designed based on the BLF methodzIs an upper bound limiting the amplitude of the height swing, is a positive constant, k2For the designed control coefficient, a positive constant,for the virtual control signal VzdThe adaptive law of the parameters is:wherein r, l0Is a constant that is positive in number,for mass m of suspension system of unmanned helicopteriThe update law of the estimate of (2).
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