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479 results about "Actuator fault" patented technology

Quad-rotor unmanned aerial vehicle fault-tolerant formation control method with anti-interference capability

The invention discloses a four-rotor unmanned aerial vehicle fault-tolerant formation control method with an anti-interference capability, and the method comprises the steps: building an unmanned aerial vehicle cluster system, and building a translation dynamics model, a rotation dynamics model, a motor dynamics model and an actuator fault model for each unmanned aerial vehicle; designing a nominal formation controller, and estimating and compensating a deviation fault of an actuator and external time-varying disturbance by combining a high-order sliding-mode observer to realize trajectory tracking control of each four-rotor unmanned aerial vehicle on a virtual navigator; a position ring and an attitude ring are decoupled, an attitude controller is designed for a nominal system, and a high-order sliding mode observer is combined to solve the influence of external time-varying disturbance on the attitude ring so as to realize attitude stability of each four-rotor unmanned aerial vehicle; the lift coefficient of each rotor is calculated based on a Newton correction method after the actuator has a fault to realize online fault diagnosis, and the rotating speed of each motor is calculated according to the control efficiency matrix after the fault to realize safe and reliable formation control of the quad-rotor unmanned aerial vehicle after the actuator has the fault. And the stability and the safety of the four-rotor unmanned cluster during flight are improved.
Owner:HUNAN UNIV

Fault-tolerant actuator control method and apparatus for electric vehicle, storage medium, and vehicle

The present application relates to the technical field of electric vehicles, and discloses a fault-tolerant actuator control method and apparatus for an electric vehicle, a storage medium, and a vehicle. The method comprises: acquiring vehicle-mounted sensor information and a reference trajectory of a distributed drive electric vehicle; using an MPC algorithm to perform trajectory tracking on the basis of the vehicle-mounted sensor information and the reference trajectory to obtain an expected front wheel steering angle; when at least one steering actuator is determined to be faulty on the basis of the vehicle-mounted sensor information, calculating a differential power moment on the basis of the expected front wheel steering angle and an actual front wheel steering angle corresponding to a previous moment by using a sliding mode control (SMC) algorithm; when at least one driving actuator is determined to be faulty on the basis of the vehicle-mounted sensor information, calculating a torque corresponding to the current moment on the basis of the differential power moment by using a distribution optimization algorithm based on minimum tire adhesion utilization; and controlling steering of the distributed drive electric vehicle on the basis of the torque corresponding to the current moment. The present application implements reliable control of the vehicle in a case where a steering actuator and a driving actuator fail at the same time.
Owner:HANKAISI INTELLIGENT TECH CO LTD GUIZHOU

Multi-sensor fusion intelligent actuator fault self-diagnosis method and system

The invention relates to a multi-sensor fusion intelligent actuator fault self-diagnosis method and system, and belongs to the technical field of actuator fault diagnosis. The method comprises the following steps: realizing multi-sensor clock synchronization through a unified clock source, generating a synchronous time sequence for asynchronous data such as Hall, pressure and temperature by adopting an interpolation method, and intensively acquiring signals such as rotating speed, torque and vibration; based on a current sensor and temperature data, primary fault identification is carried out through a current overload protection model, and an adaptive processing mechanism is triggered; demodulating the noise-reduced vibration signal, extracting high-frequency energy and detecting the deviation degree between the fault frequency of the bearing and a base line; bearing energy consumption abnormity is detected, and a fusion weight is dynamically set by combining the deviation degree, the energy consumption coefficient and an overload result; and carrying out weighted fusion on the multi-modal features, inputting an intelligent diagnosis model to carry out fault mode identification, and finally outputting a fault type / position and triggering a processing strategy. Accurate and rapid self-diagnosis of the actuator fault is realized.
Owner:SHANGHAI HUAWU XINGLI FLOW CONTROL CO LTD

Multi-agent space-time dynamic system intrusion tolerance and fault tolerance cooperative security consistency control method

The invention discloses a multi-agent spatio-temporal dynamic system intrusion tolerance and fault tolerance cooperative security consistency control method. The method comprises the following steps: constructing mathematical models of a leader and a follower of a multi-agent spatio-temporal dynamic system based on a partial differential equation; constructing a mathematical model of actuator faults and spoofing attacks; defining a consistency condition to obtain an error system; constructing a proper Lyapunov functional, and obtaining a system stability criterion by using a Lyapunov stability theory; and the error of the multi-agent space-time dynamic system tends to zero by using the state feedback controller, so that the system realizes safety consistency control. The invention comprehensively considers that a multi-agent space-time dynamic system is easy to have actuator faults in a complex environment and is easy to suffer from network attacks in network communication, introduces an intrusion tolerance and fault tolerance cooperative security consistency control method, improves the robustness of the system, and improves the reliability of the system. And the multi-agent space-time dynamic system can achieve a safety consistency control target.
Owner:BEIJING UNIV OF TECH

Fixed-wing unmanned aerial vehicle predetermined time cooperative path following formation control method

The invention discloses a fixed-wing unmanned aerial vehicle predetermined time cooperative path following formation control method, and relates to an unmanned aerial vehicle technology. A multi-unmanned aerial vehicle cooperative path following control strategy based on preset time stability, neural network adaptive control and preset performance control is provided; according to the method, the multiple fixed-wing unmanned aerial vehicles can realize preset time convergence of path following errors and preset time preset performance convergence of control signal tracking errors under the conditions of external disturbance and actuator faults, so that a high-precision and quick-response cooperative path following formation control task is completed; and meanwhile, the control precision and robustness are improved.
Owner:XIAMEN UNIV

Multi-modal sensing electromechanical actuator fault prediction system and control method thereof

The invention discloses a multi-mode sensing electromechanical actuator fault prediction system and a control method thereof, and relates to the field of intelligent maintenance of electromechanical integrated equipment. Comprising the following steps: S1, multi-mode sensor deployment and signal acquisition: cooperatively deploying a vibration sensor, a current sensor and a temperature sensor at a bearing, a motor winding and a driver of an electromechanical actuator; and S2, bionic pulse coding and time synchronization: converting the three-mode signal into a sparse pulse stream with time synchronization through a self-adaptive integral distribution model with dynamic threshold adjustment. Through bionic multi-mode sensing, brain-like edge calculation and dynamic fault-tolerant control, real-time health management of the high-precision electromechanical system is realized, the equipment reliability is remarkably improved, and the operation and maintenance cost is reduced. The method is suitable for industrial application with precise assembly requirements such as automobile welding lines, aerospace machining and metal 3D printing.
Owner:GUANGDONG POLYTECHNIC OF IND & COMMERCE

Intelligent automobile cooperative cruise safety control method under Dos attack and physical fault

The invention discloses an intelligent automobile cooperative cruise safety control method under Dos attacks and physical faults, and relates to automobile intelligent safety and automatic driving. A hierarchical control framework is adopted and comprises an observer layer and a tracking layer. The method comprises the following steps: establishing a vehicle longitudinal dynamics model and a DoS attack model for DoS attack in a V2X communication network and the problems of sensor and actuator faults and parameter isomerism of a vehicle; a completely distributed self-adaptive preset time observer based on event triggering is designed for each following vehicle in the observer layer, and rapid and accurate estimation of the state of the pilot vehicle is achieved; the method comprises the following steps: constructing an augmentation system at a tracking layer, designing a distributed intermediate observer, carrying out online estimation and compensation on faults of a sensor and an actuator, designing a distributed active fault-tolerant controller based on a fault estimation value and a pilot vehicle state estimation value, and calculating a wheel driving torque to realize safe cruise control. Multiple threats of coexistence of network attacks and physical faults are effectively handled, and the stability and safety of the cooperative cruise system are ensured.
Owner:XIAMEN UNIV

Finite-time active-disturbance-rejection control method for multi-unmanned-aerial-vehicle hanging transportation system

The invention discloses a finite-time active-disturbance-rejection control method for a multi-unmanned-aerial-vehicle hanging transportation system. According to the finite-time active-disturbance-rejection control method, a finite-time super-spiral sliding-mode observer is used for carrying out observation compensation on load errors and lumped disturbance of the load errors, a finite-time sliding-mode controller is constructed, total tension for controlling load movement is determined, and an optimal tension distribution scheme is solved. External disturbance is introduced, a load is taken as a virtual leader, a leader following cluster model is constructed, a finite time reduced-order proportional differential observer and a finite time controller are designed, formation finite time control is carried out, and an expected trajectory of each unmanned aerial vehicle is determined; an actuator fault model and a virtual control quantity are introduced, an unmanned aerial vehicle dynamics model is constructed, and a lumped disturbance reconstruction state error system is introduced; and designing a finite-time reduced-order generalized parameter estimation observer and a finite-time nonsingular terminal integral sliding mode fault-tolerant controller, carrying out unmanned aerial vehicle position loop control and attitude loop control, and realizing finite-time active-disturbance-rejection control of the multi-unmanned aerial vehicle hanging transportation system.
Owner:NANJING UNIV OF INFORMATION SCI & TECH

Steer-by-wire vehicle stability control method under actuator fault and input hysteresis, terminal and medium

The invention relates to the technical field of vehicle stability control and fault-tolerant control, and discloses a steer-by-wire vehicle stability control method under actuator faults and input hysteresis, a terminal and a medium. The method comprises the following steps: establishing a kinetic model of a steer-by-wire vehicle, and constructing a front wheel subsystem kinetic model in a steer-by-wire system by comprehensively considering an actuator fault, input hysteresis and a state constraint condition; according to the steering angle instruction of the driver and the ideal vehicle model, the expected yaw velocity and the expected sideslip angle of the vehicle are obtained through calculation; designing an upper-layer stability controller of the front wheel subsystem; generating a desired front wheel steering angle for the front wheel subsystem; and a lower-layer steering angle tracking controller of the front wheel steering system is designed, the front wheel steering angle tracking performance of the steer-by-wire system under the working conditions of actuator faults and input hysteresis is ensured, and the actual front wheel steering angle of the vehicle approaches the expected front wheel steering angle. According to the invention, the steer-by-wire system can still maintain the stability of the vehicle under the conditions of actuator fault and input hysteresis.
Owner:HEFEI UNIV OF TECH

Self-adaptive iterative learning fault-tolerant control method suitable for preset performance of mechanical arm system

The invention relates to a self-adaptive iterative learning fault-tolerant control method for preset performance of a mechanical arm system. The method comprises the following steps: S1, establishing a mechanical arm dynamic model with an actuator fault; s2, defining a preset performance function and first-order subsystem coordinate transformation; s3, constructing a Lyapunov function and designing a virtual controller; s4, defining second-order subsystem coordinate transformation; and S5, proposing an adaptive iterative learning law, and designing a control input signal. Through reasonable scheme design and verification of the system, a tracking control scheme is designed, so that the specified performance of the high-order nonlinear system influenced by the fault of the actuator is ensured.
Owner:QINGDAO UNIV OF SCI & TECH

Unmanned aerial vehicle preset performance control method and system considering time-varying position constraint

The invention belongs to the technical field of unmanned aerial vehicle trajectory tracking control, and particularly discloses an unmanned aerial vehicle preset performance control method and system considering time-varying position constraints. According to the method, under the condition that the unmanned aerial vehicle has time-varying position constraint, model uncertainty, actuator fault and wind disturbance, a nonlinear mapping method is firstly adopted to convert a system with position constraint into an unconstrained system, then a preset performance control method and a self-adaptive backstepping technology are adopted to carry out controller design on the converted system, and therefore the control precision of the unmanned aerial vehicle is improved. The system error is kept in a preset boundary function range; the invention also designs a fuzzy logic system (FLS) and a nonlinear disturbance observer to estimate the uncertainty and wind disturbance of the model, thereby providing a trajectory tracking control scheme combining model mapping and preset performance. Under the control of the method, the quad-rotor unmanned aerial vehicle has good robustness, and even if an actuator breaks down, the tracking error can still be kept within a preset interval.
Owner:QINGDAO UNIV

Abnormality monitoring system based on operating parameters of breathing machine

The invention discloses an abnormity monitoring system based on breathing machine operation parameters. The abnormity monitoring system comprises a data acquisition module, a breathing machine operation monitoring module and an abnormity monitoring module. The invention belongs to the field of data processing, and particularly relates to an anomaly monitoring system based on breathing machine operating parameters, according to the scheme, static delay optimization is constructed by introducing an environment compensation item, dynamic delay compensation is carried out by utilizing fuzzy logic prediction, and the response speed is increased during sudden breathing fluctuation; real-time data compression and expansion are carried out based on the system load weight; the accuracy of abnormity monitoring is improved; abnormal ranges of different operation parameters are dynamically adjusted based on environment compensation factors, input quantization errors and actuator faults are gradually compensated in combination with a dynamic environment compensation design control law, the fault-tolerant capability of external interference is improved, input quantization is jointly processed based on dynamic compensation actuator gain changes, random interference and quantization errors, and the fault tolerance of the actuator is improved. Accurate response to sudden breathing fluctuation is ensured; and the abnormity monitoring effect is improved.
Owner:HE BEI SHENG ZHONG YI YUAN (FIRST AFFILIATED HOSPITAL OF HEBEI UNIVERSITY OF TRADITIONAL CHINESE MEDICINE HEBEI CENTER FOR PREVENTION & CONTROL OF SCOLIOSIS IN CHILDREN & ADOLESCENTS)

Multi-agent spatio-temporal dynamic system security boundary consistency control method

The invention discloses a security boundary consistency control method for a multi-agent spatio-temporal dynamic system. The method specifically comprises the following technical steps: firstly, constructing a leader-follower spatio-temporal dynamic mathematical model of the multi-agent system based on a partial differential equation; then establishing an abnormal working condition mathematical model containing an actuator fault and a network spoofing attack; deducing to obtain an error dynamic system equation by defining a system consistency control target; constructing an energy function by using a Lyapunov stability theory, and deducing to obtain a system stability criterion; finally, a security boundary consistency control method is designed, and multi-agent space-time dynamic consistency control is achieved. The method effectively solves the problem of high cost caused by arrangement of actuators in a whole spatial domain in a traditional scheme and the problem that a multi-agent system is easily interfered by network attacks in a communication process, and has remarkable application value in engineering practice.
Owner:BEIJING UNIV OF TECH

Sliding mode control-based fault-tolerant control method for preset performance of morphing aircraft

The invention provides a fault-tolerant control method for preset performance of a morphing aircraft based on sliding-mode control. The fault-tolerant control method comprises the following steps: establishing a longitudinal nonlinear dynamic model of the morphing aircraft; based on the longitudinal nonlinear dynamic model of the morphing aircraft, establishing a longitudinal nonlinear dynamic model of the morphing aircraft under the fault condition of the execution mechanism; the method comprises the following steps: extracting a speed subsystem and an attitude subsystem aiming at a longitudinal nonlinear dynamic model of a morphing aircraft under an execution mechanism fault condition; carrying out sliding-mode control-based preset performance fault-tolerant controller design on the attitude subsystem; aiming at a speed subsystem, combining an attitude subsystem controller, and carrying out sliding mode control-based preset performance fault-tolerant controller design; the two designed controllers are utilized to realize the fault-tolerant control of the variant aircraft under the condition of executing mechanism fault. The sliding mode control and the preset performance control are combined, so that the conservative property is improved by quick response, the fault-tolerant capability is enhanced by switching the control law, and the stability is improved.
Owner:ROCKET FORCE UNIV OF ENG

Cluster adaptive path planning method based on geometric PDE and PINN

The invention discloses a cluster adaptive path planning method based on geometric PDE and PINN. The method comprises the following steps: firstly, modeling a dynamic model of a fault cluster with time-varying topology; secondly, through Riemannian manifold and gradient evolution based on heat flow, a fault cluster is constructed based on a parabolic PDE system, and a reference trajectory of a cluster system in an obstacle environment is obtained; and learning a steady-state solution of the cluster based on a parabolic PDE system by using a physical information neural network (PINN), and obtaining a fault-tolerant optimal control law of the cluster system based on geometric PDE and PINN under the conditions of time-varying topology, actuator fault and obstacle operation. According to the method, it is ensured that the intelligent agent navigates to the target position from the initial position along the dynamic reference trajectory, meanwhile, endogenous compensation of the fault effect is achieved, and unified solution of fault compensation and motion planning is achieved.
Owner:HANGZHOU DIANZI UNIV +2

System, method, and computer readable medium for affine formation maneuvering of nonlinear multi-agent systems with fault-tolerant secure optimized backstepping control using reinforcement learning

A system, computer readable storage medium and method for controlling a trajectory of coordinated time-varying maneuvers of a geometric formation of unmanned vehicles is disclosed. The system includes unmanned vehicles, each configured with communication circuitry to communicate between the vehicles. A subset of the unmanned vehicles function as leader vehicles, with the remaining vehicles functioning as follower vehicles for leader-follower maneuvering. The system further includes an actuator suite configured to adjust the direction and orientation of each vehicle, a sensor suite for stabilization and navigation, and a flight controller for maintaining stable maneuvering, even in the presence of actuator faults and sensor deception attacks. Processing circuitry is configured with a reinforcement learning neural network that includes identifier, actor, and critic radial basis function neural networks to estimate movement, adjust control actions, and assess vehicle performance based on feedback signals, including corrupted signals from the sensor suite due to deception attacks.
Owner:KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS

Vehicle trajectory tracking and driving stability fault-tolerant control method and device

The invention relates to the technical field of vehicle control, in particular to a vehicle trajectory tracking and driving stability fault-tolerant control method and device, and can solve the challenges that lumped disturbance prior upper bound unknown, communication network congestion and actuator faults are difficult to cope with at the same time in the prior art to a certain extent. And the buffeting problem caused by the traditional sliding mode switching gain and the singularity problem in the solving process are solved. The method comprises the following steps: establishing a vehicle dynamics model, a control error model and a related model; designing an adaptive robust terminal sliding mode trajectory tracking controller and a stability controller; event triggering conditions are designed, and the influence of communication network congestion is reduced; and a torque optimization distribution strategy with an actuator fault factor is designed, so that the fault-tolerant capability of the system is improved. The problems of system parameter uncertainty, external disturbance, communication resource limitation, buffeting, singularity, actuator faults and the like can be effectively solved, and therefore accurate control over the intelligent vehicle is achieved under the complex driving working condition.
Owner:YANSHAN UNIV

Cluster unmanned aerial vehicle cooperative toughness control method for DoS strike

The invention discloses a cluster unmanned aerial vehicle cooperative toughness control method for a link DoS attack, and relates to the technical field of unmanned aerial vehicles, and the method comprises the steps: building a virtual adjacent vehicle based on the latest information received by a follower unmanned aerial vehicle before the follower unmanned aerial vehicle encounters the link DoS network attack; the designed virtual neighbor machine meets the requirement that the derivative of the positive direction position reference state, the position state of the side direction and the position state of the rising direction are kept unchanged before encountering the link DoS attack, and a communication topology passive switching mechanism under the link DoS network attack is designed based on the state of the virtual neighbor machine. And then a fault parameter estimation-based tough fault-tolerant cooperative controller is designed, so that the follower unmanned aerial vehicle can realize passive link switching under the condition that the follower unmanned aerial vehicle encounters a link DoS network attack and cannot receive neighbor information, and meanwhile, parameter estimation and fault-tolerant control on an actuator fault can be realized. The method has good practical significance and application prospects in the field of formation cooperative fault-tolerant toughness control of multiple unmanned aerial vehicles.
Owner:NANJING UNIV OF AERONAUTICS & ASTRONAUTICS

Design method for fault-tolerant controller of quad-rotor unmanned aerial vehicle

The invention discloses a fault-tolerant controller design method for a quad-rotor unmanned aerial vehicle, and relates to the technical field of quad-rotor unmanned aerial vehicle control, and the method comprises the steps: building a state-space equation; designing a state observer based on an interval type-2 fuzzy logic system, and calculating an observation error between an unmeasurable state and a state observation value; the attitude subsystem and the position subsystem of the four-rotor unmanned aerial vehicle are decomposed into two-order subsystems; aiming at the first-order subsystem, designing a virtual controller alpha i, 1; and aiming at a second-order subsystem, designing a preset time filter, a self-adaptive preset time fault-tolerant controller taui (t) triggered based on a mixed event, a parameter updating law # imgabs0 # and a parameter updating law # imgabs1 #. The fault-tolerant controller designed by the invention can ensure that the actual preset time of a closed-loop system of the four-rotor unmanned aerial vehicle is stable; and the minimum upper bound of the system stabilization time can be determined through a controller gain, so that the quad-rotor unmanned aerial vehicle can accurately track a reference trajectory under the conditions of only measurable output signals, saturated input and actuator faults.
Owner:HENAN UNIV OF SCI & TECH

Active fault-tolerant control method for intelligent networked automobile queue under communication time delay

The invention discloses an active fault-tolerant control method for an intelligent networked automobile queue under communication time delay, and relates to intelligent safety and automatic driving of automobiles. A vehicle-mounted sensor and a V2X wireless communication system are used for achieving information interaction between the vehicle and other vehicles, the inverse model compensation and feedback linearization technology is adopted, a vehicle queue closed-loop control model with sensor faults and actuator faults is established, and the active fault-tolerant control method of the distributed observer is designed under the influence of communication time delay. Based on a dynamic proportional integral observer, sensor faults and actuator faults are estimated, communication time delay is considered in a controller part, the faults are compensated, the stability of a queue system is achieved, and the expected vehicle-to-vehicle distance and the expected running speed of each vehicle in the queue are ensured. A distributed controller is designed on the basis of fault estimation value design and delayed output information of other vehicles, so that the influence caused by faults of sensors and actuators is restrained, and the aim of queue control is achieved.
Owner:XIAMEN UNIV

Distributed anti-interference fault-tolerant control method and control system for multi-six-rotor unmanned aerial vehicle attitude system

The invention discloses a distributed anti-interference fault-tolerant control method and a distributed anti-interference fault-tolerant control system for a multi-six-rotor unmanned aerial vehicle attitude system. The control method comprises the following steps: constructing a multi-six-rotor unmanned aerial vehicle attitude model based on a multi-six-rotor unmanned aerial vehicle attitude system model and interference uncertainty; designing a disturbance observer which is used for estimating the degree of external disturbance and actuator faults; and based on the output of the multi-six-rotor unmanned aerial vehicle attitude model and the degree of external interference and actuator fault, constructing a Lyapunov function by using a backstepping recursion technology, and designing a distributed anti-interference fault-tolerant controller for generating a control output signal to the multi-six-rotor unmanned aerial vehicle attitude model. According to the method, the Lyapunov function is constructed, so that output signals of all followers and leaders are synchronous, and errors are converged. Meanwhile, the general approximation characteristic of the neural network is utilized, the nonlinear term and the unmodeled dynamic are approximated online, and the model complexity is reduced.
Owner:LIAONING UNIVERSITY OF TECHNOLOGY

Tilt-rotor unmanned aerial vehicle passive fault-tolerant control method and system based on nonlinear variable parameter model

The invention relates to a passive fault-tolerant control method and system for a tilt-rotor unmanned aerial vehicle based on a nonlinear variable parameter model. The method comprises the following steps: S1, establishing an actuator fault model; s2, constructing a longitudinal dynamic model of the tilt-rotor aircraft, and converting the longitudinal dynamic model of the tilt-rotor aircraft into a nonlinear variable parameter model of the tilt-rotor aircraft; s3, introducing an actuator fault model into the nonlinear variable parameter model to obtain a nonlinear variable parameter model containing an actuator fault; s4, designing a fault-tolerant controller by adopting a quadratic sum convex programming method; s5, based on the Lyapunov stability theory, establishing a fault-tolerant controller solvability condition of the nonlinear variable parameter system model containing the actuator fault, enabling the nonlinear variable parameter model to have exponential stability, and solving the solvability condition to obtain the fault-tolerant controller; and S6, applying the fault-tolerant controller to a flight control system of the tilt-rotor aircraft.
Owner:XIAMEN UNIV OF TECH

Quadruped robot anti-disturbance motion control method based on reinforcement learning

The invention discloses a quadruped robot anti-disturbance motion control method based on reinforcement learning and application, and belongs to the field of robot motion control. Firstly, a self-adaptive propulsion control frame is provided, and a propeller and a leg movement system of the quadruped robot are deeply fused. And secondly, through cooperative training of a double-encoder system (a teacher encoder and a student encoder) and a predictor, hidden state extraction and environment disturbance reconstruction are realized, so that the robot adjusts a motion strategy in real time under complex scenes such as actuator faults and water flow interference. And finally, in combination with multi-stage reinforcement learning training and privilege information utilization, strategy network output is optimized, and a speed and trajectory tracking task is completed. The motion robustness of the robot under unknown interference and damage conditions is remarkably improved through cooperative control of the propellers and the legs, anti-disturbance decision of hidden state driving and dynamic reward function design. The method is suitable for amphibious environments, can adapt to diversified disturbance scenes without additional fine adjustment, and has high practicability and reliability.
Owner:SHENYANG INST OF AUTOMATION - CHINESE ACAD OF SCI

Electric actuator fault feature extraction method and system based on attention mechanism CNN

The invention relates to the technical field of mechanical equipment fault diagnosis, and particularly discloses an attention mechanism CNN-based electric actuator fault feature extraction method and system. The method comprises the following steps: through a mode of combining simulation modeling and field acquisition, obtaining a fault feature of an electric actuator; obtaining multi-source data of the electric actuator in a normal state, a known fault state and an unknown fault state, and preprocessing and enhancing the multi-source data; and constructing a lightweight convolutional neural network model containing a cross-modal attention mechanism. According to the method, multi-source signals such as current, voltage and displacement can be effectively fused, weights of different modes and characteristics are automatically distributed, and the extraction capability of key fault characteristics is enhanced; accurate distinguishing between known faults and unknown faults is realized through multi-scale feature complexity measurement and a dynamic discrimination mechanism; in combination with domain self-adaption and an incremental learning mechanism, the model can migrate between simulation and real working conditions, and has self-expansion capability for a novel fault mode.
Owner:HEFEI GEWU INTELLIGENT MANUFACTURING TECHNOLOGY CO LTD

Zero-sum differential game-based modular mechanical arm actuator additive fault optimal fault-tolerant control method and equipment

The invention discloses a modular mechanical arm actuator additive fault optimal fault-tolerant control method and device of a zero sum differential game, and relates to the field of robot control algorithms, and the method comprises the steps: representing a nonlinear damping characteristic through a joint friction torque, describing the dynamic interaction of multiple joints through a cross-linking coupling item, and determining the optimal fault-tolerant control of the additive fault of the modular mechanical arm actuator; a dynamical model containing faults is constructed. And uncertain items in the model are updated online by adopting a radial basis function neural network identifier, so that the model precision is improved. A performance index function is constructed based on position errors, actuator faults and controller input are regarded as two opposite parties of a zero and differential game, the performance index function is approximated through a single evaluation neural network, a Hamiltonian-Jacobi-Axaxi equation is approximately solved, and an optimal fault-tolerant control strategy is obtained. According to the method, the game theory is combined with the neural network, the dynamic unknown fault problem of the modular mechanical arm is effectively solved while the system energy consumption integration is reduced, and real-time optimal control over the modular mechanical arm is achieved.
Owner:CHANGCHUN UNIV OF TECH

Failure performance compensation method for wind power plant grid-connected interconnection system actuator

The invention belongs to the technical field of artificial intelligence, and discloses an actuator fault performance compensation method for a wind power plant grid-connected interconnection system, and the method comprises the steps: building a dynamic model of a nonlinear interconnection system containing a wind power plant; then, in combination with an actuator fault, constructing a state-space equation of a nonlinear system introducing a neural network; a composite observer with a dynamic event triggering mechanism is constructed, and estimation of the system state, external interference and actuator faults is achieved; according to the output of the composite observer, constructing a sliding mode safety compensation controller for realizing disturbance and fault compensation, and further obtaining an equivalent controller and a switching controller; and constructing a system master controller according to the equivalent controller and the switching controller. According to the invention, comprehensive estimation of the system state, external disturbance and actuator faults can be realized, active compensation of disturbance and faults can also be realized, and the system control stability is improved.
Owner:SICHUAN UNIV

Shipboard unmanned aerial vehicle fault carrier landing method based on L1 adaptive dynamic inverse control

The invention discloses a ship-based unmanned aerial vehicle fault carrier landing method based on L1 adaptive dynamic inverse control, and belongs to the technical field of ship-based aviation, and the method comprises the steps: obtaining the deviation between the position of a ship-based unmanned aerial vehicle and an ideal carrier landing track; constructing a ship-based unmanned aerial vehicle fault model considering fault conditions, wherein the fault conditions comprise a structural fault represented by center-of-gravity shift and an actuator fault represented by partial efficiency loss of the actuator; designing a carrier-borne unmanned aerial vehicle landing guidance law, wherein the carrier-borne unmanned aerial vehicle landing guidance law is used for generating an angle control instruction capable of correcting the deviation between the position of the carrier-borne unmanned aerial vehicle and the ideal carrier landing trajectory; and the ship-based unmanned aerial vehicle executes an angle control instruction under the cooperation of an outer ring angle control law, an inner ring angular velocity control law designed based on an L1 adaptive dynamic inverse method, and an attack angle stability control law. According to the invention, the carrier-based unmanned aerial vehicle can still keep the carrier landing precision under the conditions of external interference and internal faults, and safe carrier landing is ensured.
Owner:FUDAN UNIVERSITY

Composite adaptive preset time attitude fault-tolerant control method for rigid aircraft

The invention relates to a composite adaptive preset time attitude fault-tolerant control method for a rigid aircraft, which comprises the following steps of: constructing a rigid aircraft kinematics and dynamics model based on corrected Rodrigues parameters, and considering an actuator fault problem in the model; a virtual controller in a hyperbolic tangent form is constructed, so that the problem of singularity of the controller caused by derivation of the virtual controller is avoided; a fuzzy logic system is adopted to approach a nonlinear uncertain item of the system, and an adaptive law is designed to estimate the upper bound of composite interference of the system; on the basis, a composite self-adaptive preset time attitude fault-tolerant controller is designed. According to the method, under the conditions of uncertainty of rotational inertia, external interference and actuator faults, the rigid aircraft attitude is converged to the neighborhood near the original point within the preset time, and the upper bound of the minimum convergence time can be predetermined by adjusting a simple parameter.
Owner:ZHEJIANG UNIV OF SCI & TECH

Finite time preset performance fault-tolerant control method for two-degree-of-freedom rigid mechanical arm

The invention discloses a finite time preset performance fault-tolerant control method for a two-degree-of-freedom rigid mechanical arm. The method mainly solves the problems that according to a conventional trajectory tracking control scheme, unknown disturbance in the external environment of a system cannot be estimated, disturbance cannot be reduced, and the stability of the system is affected. The method comprises the steps of constructing dynamical models of partial failure and complete failure of an actuator, designing a finite time preset performance function constraint tracking error, constructing a virtual controller and an actual controller based on a backstepping method, introducing an adaptive disturbance observer to compensate unknown external disturbance, and proving system stability through a Lyapunov function. According to the method, high-precision trajectory tracking of the mechanical arm under the actuator fault condition can be achieved, it is ensured that tracking errors converge to a steady-state area within the set time, and meanwhile dependence on external disturbance and system parameter priori knowledge is reduced.
Owner:HENAN UNIV OF SCI & TECH

Distributed self-adaptive fault-tolerant control method for direct-current micro-grid

The invention discloses a distributed adaptive fault-tolerant control method for a direct-current micro-grid, and the method comprises the steps: designing a distributed adaptive fault compensator based on an extended state observer, and enabling the distributed adaptive fault compensator to be used for compensating the control input of each distributed power supply under the conditions of actuator failure, bias fault and external interference; based on a distributed consistency protocol and a self-adaptive fault compensator, a distributed secondary comprehensive performance optimization adjustment mechanism is provided, and the fault-tolerant capability, the voltage quality and the current sharing precision of the direct-current micro-grid system under the actuator fault are improved; and a Lyapunov stability proof of system convergence based on a distributed adaptive fault-tolerant control method is given. According to the method, multiple types of actuator faults are considered, so that the method is more general; upper bound or lower bound information of any fault is not needed, the difficulty of parameter configuration of the controller can be effectively reduced, and the method is more universal and practical; the distributed power supply is completely distributed, no global information is needed, only the information of the local and adjacent distributed power supplies is utilized, and the communication cost is reduced.
Owner:CENT SOUTH UNIV