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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Determination of the spatial position and orientation of the links of the robot anthropomorphic grip by the solution of the direct and inverse kinematics problem</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>@gmail.com</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>North Caucasus Federal University</string-name>
        </contrib>
      </contrib-group>
      <abstract>
        <p>A method of determining the spatial position and orientation of the nger of an anthropomorphic grip by a robot is presented in this paper with three degrees of mobility based on solving the direct and inverse kinematics problem. A feature of the gripping device is a common drive for the motion transfer to the executive group of links. The proposed method makes it possible to determine the spatial position of the gripping devise links which based on the direct and invers kinematics problem. The method is based on the Denavit{Hartenberg representation; in this case, we can do the direct calculations of the nodes coordinates with minimal processing power. It is proposed to use a geometric method for determining the angles of the nger links orientation for the anthropomorphic gripping device of a robot.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>Nowadays, a development of technologies to increase the functioning e ciency of the anthropomorphic robotic
systems is the one of a problem in the robotics eld. The need for an increasing e ciency is due to the
insu cient level of development the modern anthropomorphic robots to replace a person in complex jobs and
situations involving a risk to life and occurring in conditions not suitable for life (space, rescue, aggressive zones).
It is necessary to develop and improve the robot actuators { the anthropomorphic manipulators { to perform
the targeted operations. An anthropomorphic manipulator consists of the nodes, connected by hinges, driven by
electric motors, and an anthropomorphic grip.</p>
      <p>The existing needs of the anthropomorphic manipulators application require the development of manipulator
grips to the capabilities of the human hand, while the kinematic and force parameters of the grip must ensure
work with objects and tools designed for human capabilities.</p>
      <p>The creation of the anthropomorphic robots by space execution is an unconditional trend in scienti c and
practical aspects [Kut16]. In ight operations, the actions of astronauts outside of the seals are de ned, including:
taking the working tool out of the pile, preparing it for work, docking-undocking the cable connectors, working
with the spanners, nippers, fastening and unfastening the carbines. The above operations are performed using ne
motor skills. It is necessary to have not less than fteen degrees of mobility to be able to perform similar actions
anthropomorphic manipulator. Such operations are performed in conditions of limited hardware resources.
Compliance with the requirements of such conditions is possible due to the use of new approaches to the
construction and operation of anthropomorphic grip. One such approach is the use of a group drive.</p>
      <p>The anthropomorphic grip contains ve executive groups of links (EGL). Each EGL has three links. The
group drive is used to ensure the movement of links around the parallel axes. The implementation of the cable
transfer option provided the creation of grippers successfully used in the robots of the AR-600 (601), SAR-400
(401), FEDOR ( Fig.1). The number of active drives is reduced to eight with a total number of degrees of
mobility equal to seventeen in the developed and tested versions of the construction the transmission motion
systems EGL using di erential mechanisms. In that case, a sequence of motion of the output links is provided,
su cient to perform actions corresponding to ne motor behavior [Tay16].</p>
      <p>The purpose of the paper is a development the method of determining the spatial position and orientation of
the nger of an anthropomorphic grip by robot based on solving the direct and inverse kinematics problem. It
is necessary to complete the tasks to achieve the goal:</p>
      <sec id="sec-1-1">
        <title>1. to carry out a critical analysis of the literature on the research topic</title>
        <p>2. to develop a method for determining the spatial position of the nger links of the anthropomorphic grip by
robot based on the direct kinematics problem
3. to develop a method for determining the orientation of the nger links of the anthropomorphic grip by robot
based on the inverse kinematics problem</p>
        <p>Let analyze the literature on the research topic to complete the rst task. The variety of literature on the
subject of the research is presented by numerous developments in this eld and is due to the urgency of using
these developments in the modern world. Problems arising in the development of solutions for determining the
spatial position and orientation of the anthropomorphic grip of the robot on the basis of solving the direct and
inverse kinematics problems are considered in the following papers.</p>
        <p>Anthropomorphic grippers are used in most robot designs [Tay16, Wol08, Rot07, Wan16], as basic functional
operations are performed by capturing objects of various shapes and sizes. The creation of anthropomorphic
grips implies the maximum likeness of the kinematic diagram of the device with the human hand. However, the
realization of all degrees of mobility using modern executive mechanisms is a complex and interesting task.</p>
        <p>The researches aimed at developing new gripping devices are presented in papers [Sim16, Che13, Bor17]. In
paper [Sim16], a non-anthropomorphic grip of a robot for performing tasks, like a human hand, was carried
out. The gripping device is represented by a kinematic chain with a tree structure with ve branches that have
three joint joints. The authors formulated the equations of direct kinematics of relative displacements for each
successive chain in the apparatus of dual quaternions. The path of the hand is planned using a hybrid global
numerical solver that combines the genetic algorithm and the local Levenberg-Markardt optimizer. In paper
[Che13], the authors proposed a new grip device with the possibility of recon guration. The device has two
degrees of freedom on each nger and can support a su cient payload for production operations. At the same
time, a simple kinematics makes it possible to quickly determine the spatial position of the grip links. The
authors detail all the principles and concepts used to design this grip. The physical models are given as the
result of the project. In paper [Bor17], the authors describe the construction of a gripping device for processing
heavy steel pipes with varying physical properties, such as a diameter, a mass and a length. This exciting device
is an alternative solution for expensive and complex anthropomorphic seizures. The research focuses on the
development of hardware and conceptual design issues of the device.</p>
        <p>The researches aimed at the kinematic and dynamic analysis of the gripping device are given in papers
[1117]. In paper [Ram15], the authors presented a hybrid kinematic model of a hand prosthesis that takes into
account the di erent positions of the hand in accordance with the conditions of interaction with the environment.
The presented model uses the positions of the phalanges of the nger, calculated using the Denavite-Hartenberg
method, mixed with the representation of quaternions. Such an approach makes it possible to level out the
singularities of the transformation matrices and to reduce the number of Denavite-Hartenberg parameters. The
kinematic and dynamic nger movements are evaluated using an experimental setup with mechanical parts
created by 3D printing and various drives.</p>
        <p>In paper [Kre15], the authors gave the results of analysis and research of the kinematic model of
anthropomorphic grip with 22 degrees of freedom. They described the process of computer modeling and
experimental research of the e ectiveness of the grip various objects. The presented analysis technique makes
it possible to compare di erent variants of kinematic grip schemes and to determine the adequacy of the choice
of a speci c kinematic scheme for optimal grip of a given set of objects. This approach is important in the
development of manipulator grip, especially when there are restrictions on the number of controlled degrees
of freedom. For example, the task of reducing weight and, accordingly, the number of degrees of freedom is
relevant in the development of bionic prostheses. In paper, the authors gave a comparison of two kinematic
diagrams for capturing a set of geometric primitives: the human diagram - the thumb is opposite to the little
nger and the monkey's hand diagram - the thumb is opposed to the middle nger. In paper [Has16], the
authors carried out a research of the process of modeling robots and optimizing their structure. This process is
illustrated by the example of studying the robot grip mechanism, which has a structure with a closed loop and a
single degree of freedom (DOF). The authors pursued the goal of conducting a detailed grip study to provide an
in-depth step-by-step demonstration of the design process and to illustrate the interactions between its stages.
Firstly, a geometric model is established that allows one to determine the spatial position of the nal e ector
and generalized coordinates. The Jacobi matrix is determined on the basis of this for calculating the parameters
of the device kinematic model. The dynamic model is determined using the Lagrange equations.</p>
        <p>In paper [Hei17], the authors presented a method for describing the kinematics of robot grip for work in
indeterminate environments. The goal of the authors is to improve the kinematic scheme of the gripping device
in order to enable the grip of large objects with the minimum necessary e ort for working in space. In paper
[Eht17], the authors presented the research of the kinematic and dynamic properties of the previously developed
gripping device. They analyzed the objects of various shapes and sizes for grip and manipulation based on a
modi ed version of the Grubler formula. In paper [Sar17], the authors considered the applications of a group
drive that implements the movement of elements in kinematic pairs with parallel axes of rotation. The authors
raised an analytical research of the mechanism of group drive, the expression of geometric relationships in vector
form was compiled for kinematic analysis, and then a system of scalar equations was obtained. As a result, the
angular graphs change from the stroke of the slider, the position plans and the trajectories of the node points of
the mechanisms are created and their angular velocities are determined. These speed plans allow you to get the
permissible load on the working group of the elements. In paper [Bir09], the authors consider the problem of
reorienting the spatial position of the links of the gripping device with the grip object. A simple grip is presented,
which can reorient the position repeatedly based on the solution of the direct and reverse kinematics problems
without the use of high-precision contact sensors.</p>
        <p>The researches aimed at studying the reliability of the griped object and manipulating it are presented in papers
[Mol17, Hsu17, Che16, Wan15]. In paper [Mol17], the authors presented a new solution for the management
and control of ve- nger anthropomorphic grip designed to assemble industrial robot equipment. The solution is
based on the Motion Leap device and the software module: HandCommander, HandProcessor and HandSIM. The
object to be captured is recognized using the SpatialVision application based on image analysis, and then the 3D
model is loaded into the GraspIT application. The user's gesture is recognized and sent to the grip test module
and the RoboHand component to grip the precon gured objects. The object is griped in a physical environment
by the RoboHand component, an anthropomorphic grip with ve ngers. In paper [Hsu17], the authors do
research of the reliability the grip of the object. The solution is proposed by developing an intelligent self-locking
mechanism installed parallel to the drive that starts automatically when the object is grip. This design uses an
adjustable power distribution between the grip and the brake via a di erential gear. The advantages of adaptive
and strong coupling and energy-saving capabilities of the proposed model are demonstrated experimentally with
the help of a prototype gripper. In paper [Che16], the authors consider the task of adaptability of the gripping
device for capturing objects of various shapes. The solution is based on the decomposition of the problem into
four stages: an identi cation of the size and a shape of the object, a determination of the initial spatial position
of the grip, a calculation of the trajectory of the motion of the grip links, a calculation of the speed of the links
for capturing the object. In paper [Wan15], the authors proposed a method of manipulating a griped object by
planning a trajectory of motion based on graph theory. The emphasis is on the operation of capturing small
objects, corresponding to the ne motor skills of the human hand.</p>
        <p>Analysis of existing solutions re ects the individuality of the use of the developed methods for a speci c
situation and device. Thus, the determination of the spatial position and orientation of the anthropomorphic
grip links by the robot on the basis direct and inverse kinematics problems is an actual problem.
2
2.1</p>
      </sec>
    </sec>
    <sec id="sec-2">
      <title>Methods</title>
      <sec id="sec-2-1">
        <title>Problem Statement</title>
        <p>There is a kinematics diagram of the gripping device nger of the anthropomorphic robot on Fig. 2. The diagram
is kinematically similar to the human nger for the simplicity of interpreting the angles of rotation of rotational
pairs.</p>
        <p>The points A, B, C are the joints of the proximal, middle and distal phalanges of the nger. The point D is a
nite point of the nger of a brush in accordance with which you can put a nger pad of a person's nger. The
proximal, middle and distal phalanges are designated for the nger of the gripping device as links AB, BC, CD,
respectively.</p>
        <p>The mathematical formalization of the problem for determining the spatial position based on the solution of
the direct kinematics problem has the following form: it is necessary to nd the coordinates of the end point of
the robot's ngerD(xD; yD; zD) at the known orientation angles A; B; C and the links length AB, BC, CD.</p>
        <p>The problem for determining the orientation of the links of an anthropomorphic robot's nger on the basis
of solving the inverse kinematics problem has the following form: it is necessary to nd the orientation
angles A; B; C at the known node`s points coordinates of the robot nger A(xA; yA; zA), B(xB; yB; zB),
C(xC ; yC ; zC ), D(xD; yD; zD) and the links length AB, BC, CD.
2.2</p>
      </sec>
      <sec id="sec-2-2">
        <title>Solving the direct kinematics problem</title>
        <p>The initial parameters for solving the direct kinematics problem are the Euler angles given in the joints of the
nger( A is an angle of proximal phalanges, B is an angle of middle phalanx, C is an angle of distal phalanx)
and the links length (AB, BC, CD). The output parameters are the coordinates of the nodal points of the
anthropomorphic grip nger: A(xA; yA; zA) is a node of proximal phalanx, B(xB; yB; zB) is a node of middle
phalanx, C(xC ; yC ; zC ) is a node of distal phalanx,D(xD; yD; zD) is a nite node.</p>
        <p>Due to the fact that all degrees of mobility are exclusively rotational, the description of the kinematic diagram
reduces to specifying the connected angles, as well as linear and angular displacements. In this case, let use
the matrix Denavit-Hartenberg representation. Assume that the references point of the system of absolute
coordinates coincides with the joint A. In this case, the coordinate systems associated with each of the links,
equally oriented in pairs with each other and with the global coordinate system (Fig. 3).</p>
        <p>In this case, the description of this kinematic diagram for the Denavite-Hartenberg representation is shown
in the table 1.
Rx( ) is a transformation of an elementary rotation on the axis Ox to the angle ;
Rx( ) is a transformation of an elementary rotation on the axis Oy to the angle ;
Rx( ) is a transformation of an elementary rotation on the axis Oz to the angle ;
T (!a ) is a transformation of an elementary shift to ! vector.</p>
        <p>In order to obtain the transformation matrix A0A from the coordinate system of the joint A to the global
coordinate system, it is necessary to perform elementary rotations according to the sequence x - y '- z" of the
Euler angles:</p>
        <p>ACB = T (lBC ; 0; 0)</p>
        <p>Rx( C )</p>
        <p>Ry(0)</p>
        <p>Rz(0) = 664 00
2 1</p>
        <p>It is necessary to apply consistently the previously derived transformations To obtain the transformation
matrix from the coordinate system of the joint C to the global coordinate system</p>
        <sec id="sec-2-2-1">
          <title>The coordinates of nodal points can be obtained by the following formulas:</title>
          <p>A0A = Rx( A)</p>
          <p>Ry(0)
Rz(0) = 664 00 cos( A)</p>
          <p>sin( A)
0 0</p>
          <p>B = A0AAAB
C = A0AAABACB
D = A0AAABACB
1
T0;</p>
          <p>T0;</p>
          <p>T0;
TCD:</p>
          <p>
            Thus, the determination of the spatial position of the links of the anthropomorphic grip by the robot on the
basis of the solution of the direct kinematics problem is carried out by the formulas (
            <xref ref-type="bibr" rid="ref17 ref3 ref5 ref6 ref9">5-14</xref>
            ), the result is the
calculation of the coordinates of the nodal points of the nger of the gripper A(xA; yA; zA) is a node of proximal
phalanx, B(xB; yB; zB) is a node of middle phalanx, C(xC ; yC ; zC ) is a node of distal phalanx, D(xD; yD; zD) is
a nite node.
The second kinematics problem has two conditions: the nger kinematic diagram of the gripping device is given,
the position and orientation in the coordinate system associated with the gripper base are known. It is required
to determine the angles of orientation of the nger links of the anthropomorphic grip of the robot.
kj is a coe cient of rotation limitation of the phalanx nger. The angle B is taken as the reference one due
to the fact that due to the special design of the gripper device, the nger contains only one encoder installed in
the node B.
          </p>
          <p>Calculate the angle by the length of vectors A!B and B!C. The Fig 4. shows how is this angle looks like.
Consider a triangle ABC.</p>
          <p>
            The lengths of vectors A!B and B!C are known, and if the points coordinates A(xA; yA; zA) and C(xC ; yC ; zC )
are known as well, then calculate the vector`s length A!C by formula
lAC = p(xC
xA)2 + (yC
yA)2 + (zC
zA)2:
(
            <xref ref-type="bibr" rid="ref1 ref13 ref20 ref4 ref7 ref8">16</xref>
            )
Calculate the angle
          </p>
        </sec>
        <sec id="sec-2-2-2">
          <title>B by the law of cosines:</title>
          <p>
            B = arccos( lAB + lB2C lAC ) (
            <xref ref-type="bibr" rid="ref10 ref14 ref15 ref16 ref18 ref19 ref2">17</xref>
            )
2 2
          </p>
          <p>
            2lABlBC
Thus, the angles A and B are founded by formula (
            <xref ref-type="bibr" rid="ref11 ref12 ref21">15</xref>
            ).
          </p>
          <p>
            So, if the coordinates of the nger points of the robot's nger are known and the link lengths are known as
well then the determination of the angles of orientation of the nger links of an anthropomorphic robot gripping
device is possible by the formulas (
            <xref ref-type="bibr" rid="ref1 ref10 ref11 ref12 ref13 ref14 ref15 ref16 ref18 ref19 ref2 ref20 ref21 ref4 ref7 ref8">15-17</xref>
            ).
3
3.1
          </p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>Results</title>
      <sec id="sec-3-1">
        <title>Results of solving the direct kinematics problem</title>
        <p>Calculate the coordinates of the spatial position of the gripper
C(xC ; yC ; zC ), D(xD; yD; zD) by the parameters in the tables 3.
ngers A(xA; yA; za), B(xB; yB; zB),</p>
        <sec id="sec-3-1-1">
          <title>In this case, the coordinates of the nger nodes are the following</title>
          <p>A(xA; yA; zA) = (0; 0; 0);
B(xB; yB; zB) = (0; 4; 011; 4; 189);
C(xC ; yC ; zC ) = (0; 8; 208; 4; 033);
D(xD; yD; zD) = (0; 10; 307; 1; 486);
There are results of solving the direct kinematics problem on the Fig 5.</p>
          <p>Thus, it is possible to de ne coordinates of a spatial position of nodal points of a nger anthropomorphic grip
by kinematic diagram and the given orientation of its links. In this case, the matrix methods are used to avoid
cumbersome expressions.
3.2</p>
        </sec>
      </sec>
      <sec id="sec-3-2">
        <title>Results of solving the inverse kinematics problem</title>
        <p>Calculate the orientation of the nger links of the grip device
4.</p>
        <p>Calculate the angle</p>
        <p>B by the vectors length A!B and B!C, consider the triangle ABC.</p>
        <sec id="sec-3-2-1">
          <title>A, B, C by the initial parameters in the table</title>
        </sec>
        <sec id="sec-3-2-2">
          <title>There are results of solving the inverse kinematics problem on the Fig.6. Figure 6: Results of solving the inverse kinematics problem Thus, the position and orientation of the links of the anthropomorphic grip nger were found by the kinematic diagram and coordinates of the nodal points.</title>
          <p>4</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>Discussion</title>
      <p>The originality of the work lies in the fact that a method developed speci cally for anthropomorphic capture
with an executive group of links allows us to determine the spatial position of the links of the gripping device on
the basis of solving the direct kinematics problem by calculating the Cartesian coordinates of the nodal points
of the gripping device. The method is based on the use of the Denavite-Hartenberg representation, which allows
direct calculations of the coordinates of nodes with minimum computing power. At known coordinates of nodal
points and lengths of links for de nition of angles of orientation of links of a nger of an anthropomorphic capture
device of the robot it is o ered to use a geometrical method. The developed method can be adapted and applied
to gripping devices characterized by the number of ngers, links and degrees of mobility, which indicates the
exibility of the method.</p>
    </sec>
    <sec id="sec-5">
      <title>Conclusion</title>
      <p>
        Based on the results of solving the problems posed in the paper, we can formulate the following conclusion. During
the analysis of the literature on the research topic, it was established that existing methods and algorithms are
developed and specialized exclusively for certain devices. Therefore, they are not applicable to the target device
considered in this article. Thus, the method for determining the spatial position and orientation of the links of
anthropomorphic grip by the robot on the basis of solving the direct and inverse kinematics problem is described
in this paper. This method allows to determine the spatial position of the links AB, BC, CD of the gripping
device on the basis of the solution of the direct kinematics problem, by calculating the Cartesian coordinates
of the anchor points of the gripping points: A(xA; yA; za) is the joint of the proximal phalanx, B(xB; yB; zB) is
the joint of the middle phalanx, C(xC ; yC ; zC ) is the joint of the distal phalanx; D(xD; yD; zD) is the end of the
nger. The proposed method is based on the calculation of transformation matrices according to the
DenavitHartenberg representation. The formulas (
        <xref ref-type="bibr" rid="ref17 ref3 ref5 ref6 ref9">5-14</xref>
        ) were found analytically to solve the problem of calculating the
Cartesian coordinates of nodal points of the grip device. It is proposed to use a geometric method for determining
the angles of orientation of the nger links of the anthropomorphic gripping device by the robot by coordinates
of node points and link lengths based on which the formulas (
        <xref ref-type="bibr" rid="ref1 ref10 ref11 ref12 ref13 ref14 ref15 ref16 ref18 ref19 ref2 ref20 ref21 ref4 ref7 ref8">15-17</xref>
        ) were obtained.
6
      </p>
    </sec>
    <sec id="sec-6">
      <title>Acknowledgements</title>
      <p>This research is nancially supported by the Ministry of Education and Science of the Russian Federation
under the Grant agreement 14.575.21.0166 from 26 September 2017. The research topic: \Development of the
software and hardware system of the control system based on the solution of the inverse problem of dynamics
and kinematics" (Unique reference identi er of the agreement: RFMEFI57517X0166). Work on the project is
carried out at the North-Caucasus Federal University (NCFU).</p>
    </sec>
  </body>
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