Robotics: Inverse Kinematics & Jacobian Inverse
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Questions and Answers

What fundamental problem does inverse kinematics address in robotics?

  • Optimizing robot trajectory for minimal energy consumption.
  • Simulating robot dynamics under various load conditions.
  • Calculating the required joint angles to achieve a desired end-effector position. (correct)
  • Determining the end-effector coordinates given joint angles.

In the context of the two-link arm, what does the equation $\theta_2 = \cos^{-1}(\frac{x^2 + y^2 - L_1^2 - L_2^2}{2L_1L_2})$ allow you to calculate, given the coordinates (x, y) of the end effector?

  • The length of the first link, $L_1$.
  • The angle of the first joint, $\theta_1$.
  • The length of the second link, $L_2$.
  • The angle of the second joint, $\theta_2$. (correct)

Which equation represents the forward kinematics for a two-link arm in the x-dimension?

  • $x = L_1 \cos \theta_1 + L_2 \cos(\theta_1 + \theta_2)$ (correct)
  • $x = L_1 \cos \theta_2 + L_2 \cos(\theta_1)$
  • $x = L_1 \sin \theta_1 + L_2 \sin(\theta_1 + \theta_2)$
  • $x = L_1 + L_2 + \cos(\theta_1 + \theta_2)$

In the Jacobian Inverse method, what condition is checked iteratively to refine the joint angle adjustments?

<p>The change in joint angles, $||\Delta q||$, is small. (D)</p> Signup and view all the answers

In the analytic solution for a two-link arm, what does the variable $\theta_4$ represent in the equation $\tan \theta_4 = \frac{L_2 \sin \theta_2}{L_2 \cos \theta_2 + L_1}$?

<p>An intermediate angle used to calculate $\theta_1$. (C)</p> Signup and view all the answers

For a three-link arm, how do the forward kinematics equations for x and y differ from those of a two-link arm?

<p>They include an additional term for the third link's contribution. (C)</p> Signup and view all the answers

In the provided MATLAB simulation code for the two-link arm, what is the purpose of the meshgrid function?

<p>To create a grid of all possible combinations of joint angles. (D)</p> Signup and view all the answers

Within the provided MATLAB code snippets, which lines are crucial for plotting the end-effector position?

<p><code>plot(X(:),Y(:),'r.');</code> (D)</p> Signup and view all the answers

In the three-link arm MATLAB simulation, what do the variables l1, l2, and l3 likely represent?

<p>Link lengths of the arm. (D)</p> Signup and view all the answers

What is the immediate result of executing the line [THETA1,THETA2,THETA3] = meshgrid(theta1,theta2,theta3); in the provided MATLAB code for the three-link arm?

<p>Creation of matrices containing all combinations of $\theta_1$, $\theta_2$, and $\theta_3$ values. (C)</p> Signup and view all the answers

How does increasing the number of links in a robotic arm generally affect the complexity of solving the inverse kinematics problem?

<p>It exponentially increases the complexity due to the increased number of variables and equations. (D)</p> Signup and view all the answers

Which of the following best describes why iterative methods are often used to solve the inverse kinematics problem?

<p>Closed-form analytic solutions may not exist or be difficult to derive for complex robot geometries. (B)</p> Signup and view all the answers

Considering a three-link robotic arm, what inherent advantage does it possess over a two-link arm in terms of workspace and dexterity?

<p>Greater ability to reach positions and orientations within a 3D space, offering improved flexibility. (B)</p> Signup and view all the answers

In the context of inverse kinematics solutions for robotic arms, what is a 'singularity' and why is it a concern?

<p>A configuration where the robot loses one or more degrees of freedom, making certain movements impossible. (D)</p> Signup and view all the answers

In the provided MATLAB simulation, what would be the likely effect of increasing the step size (e.g., from 0.1 to 0.5) in the lines defining theta1, theta2, and theta3?

<p>It would decrease the resolution of the plotted workspace. (A)</p> Signup and view all the answers

Flashcards

Inverse Kinematics

The process of finding joint angles from the known coordinates of the end effector.

Forward Kinematics Equations (Two-Link Arm)

x = L₁ cos θ₁ + L₂ cos(θ₁ +θ₂), y = L₁ sin θ₁ + L₂ sin(θ₁ +θ₂)

Jacobian Matrix

A matrix that relates joint velocities to end-effector velocities.

Forward Kinematics Equations (Three-Link Arm)

x = L₁ cos θ₁ + L₂ cos(θ₁ + θ₂) + L₃ cos(θ₁ + θ₂ + θ₃), y = L₁ sin θ₁ + L₂ sin(θ₁ + θ₂) + L₃ sin(θ₁ + θ₂ + θ₃)

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Jacobian Inverse Method

A numerical method used to find the inverse kinematics solution by iteratively adjusting joint angles.

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Study Notes

  • EME3307- ROBOTICS ENGINEERING SESSION 05

Inverse Kinematics

  • It is the opposite of forward kinematics
  • It refers to the process of obtaining joint angles from known coordinates of the end effector.
  • Forward Kinematics equations: x = L₁ cos 0₁ + L₂ cos(0₁ +0₂) and y = L₁ sin 0₁ + L₂ sin(0₁ +02)
  • Inverse Kinematics solution 0₂ = cos-1((x² + y² - L₁² - L₂²)/(2L₁L₂))

Jacobian Inverse

  • The Jacobian inverse relates changes in joint angles to changes in Cartesian coordinates
  • Forward Kinematics equations: x = L₁ cos0₁ + L₂ cos(0₁ +0₂) and y = L₁ sin 0₁ + L₂ sin(0₁ +02)
  • ∆x = J∆q, iterate until ||∆q|| is small, where J is the Jacobian matrix.
  • J = [[-L₁ sin θ₁ – L₂ sin(θ₁ + θ₂), -L₂ sin(θ₁ + θ₂)], [L₁ cos θ₁ + L₂ cos(θ₁ + θ₂), L₂ cos(θ₁ + θ₂)]]
  • θ₁ = θ₃ - θ₄ Equations: tan θ₃ = y/x and tan θ₄ = (L₂ sin θ₂)/(L₂ cos θ₂ + L₁)
  • Forward Kinematics equations involve L₁, L₂, L₃ and angles θ₁, θ₂, θ₃
  • x = L₁ cosθ₁ + L₂ cos(θ₁ + θ₂) + L₃ cos(θ₁ +θ₂+θ₃) and y = L₁ sin θ₁ + L₂ sin(θ₁ + θ₂) + L₃ sin(θ₁ +θ₂+θ₃)
  • J = [[-L₁ sin θ₁ – L₂ sin(θ₁ + θ₂) - L₃ sin(θ₁ + θ₂ + θ₃), -L₂ sin(θ₁ + θ₂) - L₃ sin(θ₁ + θ₂ + θ₃), - L₃ sin(θ₁ + θ₂ + θ₃)] , [L₁ cos θ₁ + L₂ cos(θ₁ + θ₂) + L₃ cos(θ₁ + θ₂ + θ₃), L₂ cos(θ₁ + θ₂) + L₃ cos(θ₁ + θ₂ + θ₃), L₃ cos(θ₁ + θ₂ + θ₃)]]

Matlab Simulation Code

  • l1, l2, l3 represent the lengths of the robot links
  • theta1, theta2, theta3 are joint angle ranges
  • [THETA1,THETA2,THETA3] = meshgrid(theta1, theta2,theta3); creates a grid of all combinations

Matlab Simulation for Case Study 2

  • l1 = 6, l2 = 4, l3 = 3
  • theta1, theta2, theta3 are sets of joint angles
  • X and Y are calculated using forward kinematics equations
  • Data is processed and plotted to visualize the robot's workspace

Case Study 2 Simulation Results

  • The X-Y coordinates for all combinations of theta1, theta2, and theta3 are plotted
  • The plot visualizes the reachable workspace of a three-link arm.

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Description

Explores inverse kinematics, contrasting it with forward kinematics. Includes case studies of two and three link arms, Jacobian inverse to relate changes in joint angles to changes in Cartesian coordinates. The equations for forward kinematics are also mentioned.

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