README.md

Robotic arm - Pick & Place project for Kuka KR210

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This project uses Kuka KR210, 6 DOF serial manipulator, to pick up a cylinder from a shelf and drop it into a bin next to the manipulator. The location of the cylinder is known ahead and the inverse kinematic is performed to calculate the robot joint angles to pick this cylinder up.

Kinematic Analysis

Denavit-Hartenberg Diagram

The DH parameter reference frame is shown in the below image.

The reference frame assigned in URDF file is shown in the below image.

Denavit-Hartenberg Parameter

After performing the kinematic analys, the following DH parameters are derived.

Links	alpha(i-1)	a(i-1)	d(i-1)	theta(i)
0->1	0	0	0.75	qi
1->2	- pi/2	0.35	0	-pi/2 + q2
2->3	0	1.25	0	q3
3->4	- pi/2	-0.054	1.5	q4
4->5	pi/2	0	0	q5
5->6	- pi/2	0	0	q6
6->EE	0	0	0.303	0

Individual Joint Transformation Matrix

Transformation matrices for individual joints are calculated by substuting the above DH parameters into the modified DH transformation matrix for which a function is defined for convenience.

def TF_matrix(alpha, a, d, q):
        TF = Matrix([[           cos(q),           -sin(q),           0,             a],
                     [sin(q)*cos(alpha), cos(q)*cos(alpha), -sin(alpha), -sin(alpha)*d],
                     [sin(q)*sin(alpha), cos(q)*sin(alpha),  cos(alpha),  cos(alpha)*d],
                     [                0,                 0,           0,             1]])
        return TF

Then the individual transformation matrices are found by simple substitution

T0_1 = TF_matrix(alpha0, a0, d1, q1).subs(dh)
T1_2 = TF_matrix(alpha1, a1, d2, q2).subs(dh)
T2_3 = TF_matrix(alpha2, a2, d3, q3).subs(dh)
T3_4 = TF_matrix(alpha3, a3, d4, q4).subs(dh)
T4_5 = TF_matrix(alpha4, a4, d5, q5).subs(dh)
T5_6 = TF_matrix(alpha5, a5, d6, q6).subs(dh)
T6_G = TF_matrix(alpha6, a6, d7, q7).subs(dh)

The results are:

T0_1 = ([
[cos(q1), -sin(q1), 0,    0],
[sin(q1),  cos(q1), 0,    0],
[      0,        0, 1, 0.75],
[      0,        0, 0,    1]])


T1_2 = ([
[sin(q2),  cos(q2), 0, 0.35],
[      0,        0, 1,    0],
[cos(q2), -sin(q2), 0,    0],
[      0,        0, 0,    1]])


T2_3 = ([
[cos(q3), -sin(q3), 0, 1.25],
[sin(q3),  cos(q3), 0,    0],
[      0,        0, 1,    0],
[      0,        0, 0,    1]])


T3_4 = ([
[ cos(q4), -sin(q4), 0, -0.054],
[       0,        0, 1,    1.5],
[-sin(q4), -cos(q4), 0,      0],
[       0,        0, 0,      1]])


T4_5 = ([
[cos(q5), -sin(q5),  0, 0],
[      0,        0, -1, 0],
[sin(q5),  cos(q5),  0, 0],
[      0,        0,  0, 1]])


T5_6 = ([
[ cos(q6), -sin(q6), 0, 0],
[       0,        0, 1, 0],
[-sin(q6), -cos(q6), 0, 0],
[       0,        0, 0, 1]])


T6_G = ([
[1, 0, 0,     0],
[0, 1, 0,     0],
[0, 0, 1, 0.303],
[0, 0, 0,     1]])

When the robot is in home position (i.e. all the joint angles are zeros), the resultant tranform between the base_link and the gripper_link is as follows

T0_G at home = ([
[0,  0,  1,  2.153], 
[0, -1,  0,  	 0], 
[1,  0,  0,  1.946], 
[0,  0,  0,      1]])

Inverse Kinematics

From the known cylinder location, the corresponding wrist center (WC) location and orientation can be obtained. Then the inverse kineamtics is performed to get the joint angles. Joint 1, 2, and 3 angles are calculated using geometric inverse kinematic method.

Joint 1

From x-y plane view, joint 1 can be easily calculated.

q1 = atan2(WCy, WCx)

Joint 2 and 3

For joint 2 and 3, only the elbow up case (q3 > -90 degree) is considered among other possible configurations. The calculation of joint angle 2 and 3 are shown in the below code.

sideA = 1.501
sideB = sqrt((sqrt(WCx**2 + WCy**2) -0.35)**2 + (WCz-0.75)**2)
sideC = 1.25

# use the cosine law to calculate the angles a and b since the triangle ABC is not a right triangle 
angleA = acos((sideB**2 + sideC**2 - sideA**2)/(2*sideB*sideC))
angleB = acos((sideA**2 + sideC**2 - sideB**2)/(2*sideA*sideC))

angleWC2base = atan2((WCz-0.75),sqrt(WCx**2 + WCy**2) - 0.35)
angleWC2link3 = atan2(0.054,1.5)   

theta2 = pi/2 - angleA - angleWC2base
theta3 = pi/2 - angleB - angleWC2link3  

Joint 4, 5, and 6

Since the final orientation of the joints, R0_6 = R0_1*R1_2*R2_3*R3_4*R4_5*R5_6, should be equal to the orientation of the gripper, R_G, we can use the following equations to calculate the angles for joint 4, 5, and 6.

R3_6 = inverse(R0_3) * R_G

Here, R0_3 is the rotation matrix from the base link to the link 3, which is calculated by subsituting the joint angles 1, 2, and 3. R3_6 is the resultant rotaion matrix of the joints in the spherical wrist which should be identical to the final orientation of the wrist (Right Hand Side values). Therefore, by equating the terms in R3_6 to the RHS wrist orientation values, the joint angles 4, 5, and 6 can be found.

R3_6 = R0_3.transpose() * R_G
theta4 = atan2( R3_6[2,2], -R3_6[0,2])
theta5 = atan2(sqrt((R3_6[0,2])**2 + (R3_6[2,2])**2), R3_6[1,2])
theta6 = atan2(-R3_6[1,1], R3_6[1,0])

Project Implementation

The above inverse kinematic analysis is implemented to IK_debug.py to evalulate the accuracy to the known solutions. The full implementation for ROS environment is made to IK_server.py. The result from one of the pick-and-place tasks is shown below initial state of the robot and the cylinder

robot successfully traveled to the cylinder pick up location

robot successfully traveled to the dropping bin location

A total of 9 cylinders collected out of 10 trials.