A biomimetic approach to inverse kinematics for a redundant robot arm

نویسندگان

  • Panagiotis K. Artemiadis
  • Pantelis T. Katsiaris
  • Kostas J. Kyriakopoulos
چکیده

Redundant robots have received increased attention during the last decades, since they provide solutions to problems investigated for years in the robotic community, e.g. task-space tracking, obstacle avoidance etc. However, robot redundancy may arise problems of kinematic control, since robot joint motion is not uniquely determined. In this paper, a biomimetic approach is proposed for solving the problem of redundancy resolution. First, the kinematics of the human upper limb while performing random arm motion are investigated and modeled. The dependencies among the human joint angles are described using a Bayesian network. Then, an objective function, built using this model, is used in a closed-loop inverse kinematic algorithm for a redundant robot arm. Using this algorithm, the robot arm end-effector can be positioned in the three dimensional (3D) space using human-like joint configurations. Through real experiments using an anthropomorphic robot arm, it is proved that the proposed algorithm is computationally fast, while it results to human-like configurations compared to previously proposed inverse kinematics algorithms. The latter makes the proposed algorithm a strong candidate for applications P.K. Artemiadis ( ) Department of Mechanical Engineering, Massachusetts Institute of Technology (MIT), 77 Massachusetts ave, Cambridge, MA 02139, USA e-mail: [email protected] P.T. Katsiaris · K.J. Kyriakopoulos Control Systems Lab, School of Mechanical Eng., National Technical University of Athens, 9 Heroon Polytechniou Str, Athens, 157 80, Greece P.T. Katsiaris e-mail: [email protected] K.J. Kyriakopoulos e-mail: [email protected] where anthropomorphism is required, e.g. in humanoids or generally in cases where robotic arms interact with humans.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Solution of Inverse Kinematic Problem of a 2DOF Robot Using Decomposition Method

The inverse kinematics problem of a two degree of freedom (2DOF) planar robot arms issolved using Adomian’s decomposition method (ADM), after converting to a system of twononlinear algebraic equations. The advantage of the method is that it gives the solutions asfunctions of the desired position of the end effecter and the length of the arms. The accuracyof the solutions can be increased up to ...

متن کامل

Robot arm reaching through neural inversions and reinforcement learning

We present a neural method that computes the inverse kinematics of any kind of robot manipulators, both redundant and non-redundant. Inverse kinematics solutions are obtained through the inversion of a neural network that has been previously trained to approximate the manipulator forward kinematics. The inversion provides difference vectors in the joint space from difference vectors in the work...

متن کامل

An Optimization Approach to Solve the Inverse Kinematics of Redundant Manipulator

A robot arm is the combination of links and joints in the form of a chain with one end is fixed while the other end is free. The joints are either prismatic or revolute, driven by actuators. In order to move the free end, also called the end effector, along a certain path, most, if not all, of the joints are to be moved. In doing so it is necessary to solve the inverse kinematics equation. In t...

متن کامل

Deriving Humanlike Arm Hand System Poses

Robots are rapidly becoming part of our lives, coexisting, interacting, and collaborating with humans in dynamic and unstructured environments. Mapping of human to robot motion has become increasingly important, as human demonstrations are employed in order to “teach” robots how to execute tasks both efficiently and anthropomorphically. Previous mapping approaches utilized complex analytical or...

متن کامل

Human-like motion of a humanoid robot arm based on a closed-form solution of the inverse kinematics problem

Humanoid robotics is a new challenging field. To cooperate with human beings, humanoid robots not only have to feature human-like form and structure but, more importantly, they must possess human-like characteristics regarding motion, communication and intelligence. In this paper, we propose an algorithm for solving the inverse kinematics problem associated with the redundant robot arm of the h...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Auton. Robots

دوره 29  شماره 

صفحات  -

تاریخ انتشار 2010