Abstract
One of the most important factors reducing flexible manipulator efficiency is the residual vibration occurrence. In this research, vibration reduction of flexible manipulators is investigated using an internal frictional damper. At first, the vibration equation of a manipulator is obtained using the finite element method with the Euler–Bernoulli beam element to study its vibrations in a reciprocal motion. In addition, an analytical model is developed to investigate the effect of the frictional damper on robot link vibrations. Using particle swam optimization, ICA, NSGA-II, and GWO methods, the optimal structure for the damper is obtained to maximize its effect. The optimally damped link is fabricated, and its dynamic characteristics are extracted from a modal test experiment. The modal test results show a considerable improvement in the damping ratio of the damped link in comparison with a simple link. The fabricated link samples are then tested in a realistic situation. The experimental results are in coincidence with the simulation results, certifying the performance of the proposed plan in vibration reduction of a robot link.
1. Introduction
Nowadays, robot links are widely used in all industrial fields. The most common problems in efficiency of robot links are caused by their unwanted vibrations that become much more important at the tip of the links. For modeling and control of flexible manipulators’ vibrations, many attempts have been conducted so far (Dwivedy and Eberhard, 2006).
Dynamic link analysis for different initial and boundary conditions is performed by Ata et al. (2012). In addition, viscoelastic serial robotic manipulators with motors at the joints are theoretically and experimentally investigated using the Timoshenko beam theory with the assumed mode method and Gibbs–Appell formulation (Korayem et al., 2015).
Lochan et al. (2016) presented a review article on a variety of methods for modeling and controlling two-link arms. In addition, Shafei and Shafei (2015) conducted a study on flexible multiple robot links captured inside a closed space. They also presented an automatic approach for dynamic modeling of the oblique impact of a multi-flexible-link robotic manipulator (Shafei and Shafei, 2016) and a general approach for dynamic synthesis of closed-loop mechanisms with link flexibility (Shafei and Shafei, 2019).
To model a flexible robot link, another method is developed by Wei et al. (2017) that is known as the global mode method. Kumar and Pratiher (2019) performed a theoretical study on nonlinear modeling and vibration analysis, for a two-link flexible mechanism.
Because of the residual vibrations of flexible joints and links, trajectory tracking is an important problem in studies related to the flexible robotic systems, and it is investigated through a variety of control strategies. The control strategies can be applied to the joints as control torques (tracking) or to the links in the form of vibration control (disturbance rejection). As an example, application of control strategies in trajectory tracking, control of motor torques at joints, and piezoelectric actuators on links are investigated for a flexible robotic manipulator based on the Lyapunov stability theory by Bottega et al. (2008). A new displacement approach is also presented to determine the optimal trajectory of flexible link manipulators in point-to-point motion by Heidari et al. (2013). In addition, a path planning algorithm for nonholonomic mobile flexible manipulators is presented, computing the robot trajectory by maximizing pose stability measures (Heidari et al., 2017).
In the field of vibration control, Sabatini et al., 2012 studied the application of active damping strategies for vibration reduction of a space manipulator with flexible links during orbit operations. Modeling and nonlinear control of the flexible single link with the state-dependent Riccati equation method is studied by Shawky et al. (2013). Bakhti and Idrissi (2013) studied the flexible manipulator vibration reduction using Kalman optimal filtering. Dubay et al. (2014) conducted a study for modeling and vibration suppression of a one-link flexible manipulator applying a combination method with piezoelectric actuators. In another study directed for trajectory and vibration control of the flexible robot links, a distributed higher order differential feedback controller is applied (Agee et al., 2017). A method for vibration avoidance throughout trajectories of a flexible robot manipulator is also proposed comprising the hysteretic and leading mechanisms to maintain a steady pace (Zhang, 2018). Furthermore, a nonlinear-state feedback controller along with energy shaping is provided for vibration suppression and overshoot reduction of motor position (Yin et al., 2018). Liang et al. (2018) also used proportional–differential feedback controller with strain and strain rate feedback for vibration control and trajectory tracking of a 2 degree-of-freedom (DOF) flexible parallel manipulator using piezoelectric transducers.
Garcia-Perez et al. (2019) studied the modeling and vibration control of flexible robot links using the finite element method (FEM), modal analysis, and sliding mode control methods. Furthermore, an active vibration control algorithm with noncontact vibration measurement using a structural light sensor is proposed based on the recurrent neural network by Qiu and Zhang (2019). Development of an interval type-2 fuzzy logic controller for real-time trajectory and vibration control of a flexible joint manipulator is also presented by Kelekci and Kizir (2019).
Sun et al. (2019) introduced a set-point regulation scheme of proxy-based sliding mode control for vibration suppression of flexible joint robot using link side energy feedback. A vibration control method is also presented for a two-link flexible manipulator that is a hybrid of active and passive control methods (Mishra and Singh, 2019). A trajectory planning method is also presented to suppress vibration of spatial flexible manipulators by Cui et al., 2020, solving the trajectory planning as an optimization problem with the particle swam optimization (PSO) method. In addition, vibration control of an inflatable link robot is investigated by Oliviera et al. using a built-in vision sensor and an active mechanism (Oliveira et al., 2020).
Because implementing vibration absorbers on robot links involves some difficulties, virtual vibration absorbers are developed that are inspired by passive vibration absorbers (Nissing, 2000; Shang-Teh and Yi-Chih, 2003). Virtual vibration absorbers’ frequency and damping coefficients are actively adjusted by simple control algorithms applied to the actuators (Bian and Gao, 2017). However, a magnetorheological elastomer vibration absorber is also proposed for semi-active vibration control of a flexible arm (Bian et al., 2018).
Most of the proposed methods are based on active control. Active control is more efficient than passive control for these types of systems, although complexity of active control is a challenge in application. In addition, active systems need professional maintenance. Therefore, the passive vibration suppression methods may be more accepted for industrial intentions because of simplicity. As an example, the passive compliant joint that is composed of a magnetorheological damper and a rotary spring is developed for vibration control of a safe arm (Kim et al., 2004).
In this study, application of a frictional damper is investigated for passive vibration reduction of a flexible manipulator. The plan is similar to the one proposed in studies of Ziegert et al. (2006) and Kim et al. (2006) that is further developed by Madoliat et al. (2011a, 2011b). The structure of these dampers is composed of a solid core press fitted inside a hollow multifingered cylinder. This set is again press-fitted inside an axial hole inside the main beam-shaped structure to increase its internal damping. The mentioned compound leads to energy dissipation in bending vibration of the robot link. Such dampers are implemented inside manipulators needing no maintenance and change in the appearance of the structure.
In Section 2, the dynamical equations governing the problem are derived based on the FEM. Subsequently, an initial model validation is performed. In Section 3, the design and optimization of the friction damper have been investigated based on mathematical modeling and various evolutionary optimization algorithms. The optimally damped link is then fabricated. In Section 4, modal test and motion tests are performed. The experimental results along with simulation results certify the advantages of the proposed strategy. In Section 5, conclusions of the research are stated.
2. Dynamic model of the flexible manipulator
In this section, the dynamic governing equation of a flexible manipulator is derived.
2.1. Deriving dynamic equation
The dynamic governing equation of a flexible manipulator is obtained using the FEM. A schematic of the manipulator with corresponding coordinate systems is shown in Figure 1. The link is modeled as a clamped-free Euler–Bernoulli beam which is imposed by inertial forces and couples. In Figure 1(a), a flexible link with payload is shown. Figure 1(b) shows a schematic of inertial load distribution on the link. In Figure 1(c), a cutoff section of the beam, with equivalent forces and moments applied to its center, is shown, which causes equivalent forces and couples on the cross-section area. In Figure 1(d), the link divides into some beam elements, and the equivalent forces and couples on each node of the link are shown. The complete description of Figure 1 is presented at the following. Link model as a clamped-free beam with the imposed inertial loads.
To analyze the vibrations of the link, it is divided to n − 1 Euler–Bernoulli beam elements via n nodes with two DOF.
It should be noted that the payload mass effect must also be included in the mass matrix. For this purpose, the following 2 × 2 matrix
[M] and [K] are the final (2n − 2) × (2n − 2) mass and stiffness matrices, and the damping matrix C is obtained from equation (3). Load vectors and response vectors also have 2n − 2 components. Parameter
In this equation,
A robot link angular motion generally causes eccentric and angular accelerations that impose inertial loads to the link. Intensities of the distributed axial and lateral loads are achieved as derivations of the related forces with respect to location variable z. Adapting the load distribution with FEM, it can be rewritten in a discrete form for the jth element as follows
2.2. FEM validation
Geometrics and material properties of the investigated link.
In Figure 2, convergence of the FEM results to the exact analytical result is shown with regard to the increase in the number of elements. Validation and convergence analysis of the finite element method.
As it can be seen, for more than five elements, the FEM results converge to the exact solution with a rational error percentage of 4.63%. According to the performed validation, the simulations are all performed with five elements.
3. Design of the damper
In this section, the damper mechanism is discussed, and a mathematical model is presented to investigate its damping effect. To maximize the damper effect, an optimization process based on PSO, imperialist competitive algorithm (ICA), nondominated sorting genetic algorithm II (NSGA II), and grey wolf optimizer (GWO) is applied to the model.
3.1. Modeling of the damper
In Figure 3, the mechanism and structure of the damper is shown. As mentioned above, the damper consists of a core cylinder press-fitted inside a multifingered hollow cylinder press fitted-inside the link body. During bending deflection, the link body and damper parts are deflected all together (Figure 3(a)). As shown in Figure 3(b), the neutral axes of the fingers are not located on neutral axes of the core and link body. Therefore, bending-induced displacements of the system components on the contact lines will be different, and this difference causes sliding of the parts over the rough contact surfaces which are imposed by press-fitting pressure. When the system components slide over each other, an opposing frictional force occurs over the contact surfaces. The imposed frictional force over the sliding contact surfaces causes a dissipation of energy during the bending vibrations (Figure 3(c)). Components and mechanism of the damper.
In this section, the aim is to find a mathematical model for computing the amount of dissipated energy. This model is used for optimization of the damper structure to maximize its damping effect.
Considering the bending of the damped link structure under the effect of a single force at the tip of the link, the damped link components including the link body (denoted with index b), damper fingers (index fi for ith finger), and the core (with index c) will have the same deflections with respect to z as follows
The displacement along the z-direction for the core surface, the inner surface of the link, and the internal and external surfaces of the fingers ith (respectively,
The frictional work is obtained integrating the product of the frictional force and slip between the components over the contact surfaces. The frictional force is a function of the pressure between the surfaces, the coefficient of friction, and the contact surface size. The internal contact surface is located at the radius of
The parameter μ denotes the friction coefficient of the surfaces,
Maximum, minimum, and average values of
Best optimization results for different algorithms.
PSO: particle swam optimization; ICA: imperialist competitive algorithm; NSGA II: nondominated sorting genetic algorithm II; GWO: grey wolf optimizer.
Solving the stress equilibrium and applying boundary conditions for the press fitting induced strain, the contact pressures on internal and external contact surfaces (
3.2. Optimization
In the present section, maximizing the damper effect is performed using variety of optimization algorithms. At first, equation (15) is simplified as follows to obtain a proper objective function omitting the constants
Equation (21) gives the damper performance index with respect to three damper design parameters (
The number of fingers that is equal to the number of carved slits must be logically an integer with a minimum value of two. As carving the slits causes a decrease in contact surface areas, their width (s) must be decreased as much as possible. Consulting a manufacturing expert, the minimum possible value for the slit width is chosen as s = 0.0015 m. Therefore, the number of slits must be limited as increase in their number leads to lack of contact especially on the internal contact surface. This limitation can be expressed as
Having the objective function and the constraints, PSO, ICA, NSGA-II, and GWO algorithms are used to maximize the damper effect. Each optimization algorithm is applied for 50 times, and the best results are tabulated in Table 3. The results reveal that the best damper performance is obtained for the minimum possible value of
To assure the optimization result, the objective function value is shown in Figure 4 as polar plots with respect to Objective function plots with respect to 
4. Experiments and simulations
In this section, the influence of the proposed frictional damper on vibration reduction of a robot link is investigated through experiments and simulations.
4.1. Modal test
To perform an experimental investigation, a specimen of the damped link is fabricated noting the optimization results. The axial holes and fingers are carved using a computer numerical control wire cut machine with the ultimate achievable accuracy. The damped link parts are then assembled as shown in Figure 5, beside a simple link. (a) Simple and damped links and (b) modal test setup.
The modal test is used to obtain the modal properties of both links with a setup that is shown in Figure 5(b). Preparing the clamped-free boundary condition, the links are fastened inside a cylindrical hub with a radius of
Modal test results for both links.
FRF: frequency response function.
The results show a notable increase in the damping ratio. The experimentally obtained G
xx
FRFs for both links are shown in Figure 6. The presented FRFs reveal that using the damped link can reduce the vibration amplitude of the link for more than 50% in the first natural frequency. Frequency response functions for both links.
4.2. Angular motion test and simulations
Having an initial realization of the damper effect on vibration of an elastic robot link, a time-domain simulation is performed using Simulink of MATLAB. The numerical results are obtained solving the simulated models with the ode45 variable step algorithm. A harmonic reciprocal motion is applied to the links with amplitude of
Considering
To investigate the link vibration in its most critical situation, the link vibration is simulated to have a reciprocal movement with its first natural frequency, Tip vibration displacements of damped and simple links at first resonance without payload.
The simulation results of Figure 7 show that a 47.3% decrease in the magnitude of the steady-state vibration response is achieved using the proposed damped link. For a link with a 1 kg payload Tip vibration displacements of damped and simple links at first resonance with a 1 kg payload.
The results of Figure 8 show that using the proposed damper in a robot link reduces the steady-state link vibration amplitude up to 53.2% in the presence of the payload. Therefore, simulation of the links at first resonance shows that using the proposed damped link can reduce the link vibration amplitude up to half in comparison with a regular robot link.
Further investigating the damped link performance, an experimental test is applied to both links in the presence and absence of the payload. The test equipment and setup are shown in Figure 9. The setup system consists of two main subsystems for actuation and condition monitoring. Experimental setup for angular motion test of the links.
The tests are performed for the links at
The sensing system includes a strain gauge sensor, an analyzer, and a PC system. The strain gauge is placed close to the clamped end of the robot link at z = 0.37 m, giving the
The first experiment is performed in the absence of payload, and the results are shown in Figure 10. Here, the simulation results reveal an 18.67% decrease, and the experimental results show a 19.45% decrease in vibration amplitude. Lateral vibration at the link tip in the absence of payload.
To investigate the damper effect in the presence of payload, the experiments and simulations are repeated in the presence of the aforementioned payload, and the results are shown in Figure 11. In this case, simulations and experiments respectively show close results of a 33.91% and 35.04% decrease in vibration amplitude. Lateral vibration at the link tip in the presence of payload.
As can be seen, the experimental and simulation results are in very good agreement with each other, affirming the proposed frictional damper performance in vibration reduction of a robot link. Furthermore, the results show that growth in vibration amplitude raises the damper effect. The reason is that when the vibration amplitude increases, a larger slip between the contact surfaces of the damper and the link happens. Increase in slip leads to rise in the amount of dissipated energy that causes a larger vibration reduction effect.
5. Conclusions
In this study, a passive frictional damper is proposed for reducing lateral vibrations of a flexible robot link, and its effectiveness is investigated. The plan contains an economic passive strategy that is comparable with active strategies with no complications. The robot link is modeled as a clamped-free beam in angular motion. A finite element model is used for analytical study of the link vibrations using five Euler–Bernoulli beam elements.
An analytical model is also presented to evaluate the proposed damper effect in vibration reduction. This model is constructed to calculate the amount of dissipated energy during the link deflection by computing the friction force and sliding between contact surfaces. Noting the constructed model, an objective function is assigned, and it is used for optimization of the damper. Maximizing the damper effect, the objective function is maximized noting all constraints and limitations via PSO, ICA, NSGA-II, and GWO algorithms. The optimization results reveal that the maximum damper effect is achieved by setting
Applying the modal test, it is observed that the first mode damping ratio of the link increased from 0.0151 to 0.0333, meaning a 120% improvement. Having the damping ratio of the links, their reciprocal angular motion is simulated using the constructed finite element model. The simulations are preformed for both links in the presence and absence of payload in the first resonance frequency. The simulation results show a 47.3% and 53.2% reduction in steady-state vibration amplitude in the absence and presence of the payload respectively.
The links are finally tested in a reciprocal motion with a frequency of 3 Hz. The experiment in the absence of payload shows a 19.45% reduction in link tip deflection, and in the presence of payload, the experiment shows a 35.04% reduction. The test results also validate the simulation results properly. In addition, the results show that as the dynamic excitation conditions become harsher, the damper effect becomes much more sensible, which is because of growth in the sliding of contact surfaces.
The proposed damper is used for a circular cross-section link because its shape is circular. However, it can be applied for any beam-shaped structures with other solid cross sections. For flat, hollow, or other forms, the plan may be adapted using multiple dampers implemented in solid areas of the cross section. Furthermore, the effect of such dampers can be raised via increasing the damper layers and contact pressure.
Footnotes
Declaration of conflicting interests
The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Funding
The author(s) received no financial support for the research, authorship, and/or publication of this article.
