# Running my 3 DOF Inverse Kinematics Code: Works in MATLAB, not in Python

I asked a question similar to this earlier, but I believe I have a new problem. I've been working on figuring out the inverse kinematics given an x,y,z coordinate. I've adopted the Jacobian method, taking the derivative of the forward kinematics equations with respect to their angles and input it into the Jacobian. I then take the inverse of it and multiply it by a step towards the goal distance. For more details, look at http://www.seas.upenn.edu/~meam520/notes02/IntroRobotKinematics5.pdf page 21 onwards.

For a better picture, below is something: Below is the code for my MATLAB script, which runs flawlessly and gives a solution in under 2 seconds:

ycurrent = 0; %Not using this
xcurrent = 0; %Starting position (x)
zcurrent = 0; %Starting position (y)
xGoal = .5; %Goal x/z values of (1, 1)
zGoal = .5;
theta1 = 0.1; %Angle of first DOF
theta2 = 0.1; %Angle of second DOF
theta3 = 0.1; %Angle of third DOF
xchange = xcurrent - xGoal %Current distance from goal
zchange = zcurrent - zGoal
%Length of segment 1: 0.37, segment 2:0.374, segment 3:0.2295
while ((xchange > .02 || xchange < -.02) || (zchange < -.02 || zchange > .02))
in1 = 0.370*cos(theta1); %These equations are stated in the link provided
in2 = 0.374*cos(theta1+theta2);
in3 = 0.2295*cos(theta1+theta2+theta3);
in4 = -0.370*sin(theta1);
in5 = -0.374*sin(theta1+theta2);
in6 = -0.2295*sin(theta1+theta2+theta3);
jacob = [in1+in2+in3, in2+in3, in3; in4+in5+in6, in5+in6, in6; 1,1,1];
invJacob = inv(jacob);
xcurrent = .3708 * sin(theta1) + .374 * sin(theta1+theta2) + .229 * sin(theta1+theta2+theta3)
zcurrent = .3708 * cos(theta1) + .374 * cos(theta1+theta2) + .229 * cos(theta1+theta2+theta3)
xIncrement = (xGoal - xcurrent)/100;
zIncrement = (zGoal - zcurrent)/100;
increMatrix = [xcurrent; zcurrent; 1]; %dx/dz/phi
change = invJacob * increMatrix; %dtheta1/dtheta2/dtheta3
theta1 = theta1 + change(1)
theta2 = theta2 + change(2)
theta3 = theta3 + change(3)
xcurrent = .3708 * sin(theta1) + .374 * sin(theta1+theta2) + .229 * sin(theta1+theta2+theta3)
zcurrent = .3708 * cos(theta1) + .374 * cos(theta1+theta2) + .229 * cos(theta1+theta2+theta3)
xchange = xcurrent - xGoal
zchange = zcurrent - zGoal
end


Below is my Python code, which goes into an infinite loop and gives no results. I've looked over the differences between it and the MATLAB code, and they look the exact same to me. I have no clue what is wrong. I would be forever grateful if somebody could take a look and point it out.

def sendArm(xGoal, yGoal, zGoal, right, lj):
ycurrent = xcurrent = zcurrent = 0
theta1 = 0.1
theta2 = 0.1
theta3 = 0.1
xcurrent, zcurrent = forwardKinematics(theta1, theta2, theta3)
xchange = xcurrent - xGoal
zchange = zcurrent - zGoal
while ((xchange > 0.05 or xchange < -0.05) or (zchange < -0.05 or zchange > 0.05)):
in1 = 0.370*math.cos(theta1) #Equations in1-6 are in the pdf I linked to you (inv kinematics section)
in2 = 0.374*math.cos(theta1+theta2)
in3 = 0.2295*math.cos(theta1+theta2+theta3)
in4 = -0.370*math.sin(theta1)
in5 = -0.374*math.sin(theta1+theta2)
in6 = -0.2295*math.sin(theta1+theta2+theta3)
jacob = matrix([[in1+in2+in3,in2+in3,in3],[in4+in5+in6,in5+in6,in6], [1,1,1]]) #Jacobian
invJacob = inv(jacob) #inverse of jacobian
xcurrent, zcurrent = forwardKinematics(theta1, theta2, theta3)
xIncrement = (xGoal - xcurrent)/100 #dx increment
zIncrement = (zGoal - zcurrent)/100 #dz increment
increMatrix = matrix([[xIncrement], [zIncrement], ])
change = invJacob*increMatrix #multiplying both matrixes
theta1 = theta1 + change.item(0)
theta2 = theta2 + change.item(1)
theta3 = theta3 + change.item(2)
xcurrent, zcurrent = forwardKinematics(theta1, theta2, theta3)
xchange = xcurrent - xGoal
zchange = zcurrent - zGoal
print "Xchange: %f ZChange: %f" % (xchange, zchange)
print "Goals %f %f %f" % (theta1, theta2, theta3)
right.set_joint_positions(theta1) #First pitch joint
right.set_joint_positions(theta2) #Second pitch
right.set_joint_positions(theta3) #Third Pitch joint

def forwardKinematics(theta1, theta2, theta3):
xcurrent = .3708 * math.sin(theta1) + .374 * math.sin(theta1+theta2) + .229 * math.sin(theta1+theta2+theta3)
zcurrent = .3708 * math.cos(theta1) + .374 * math.cos(theta1+theta2) + .229 * math.cos(theta1+theta2+theta3)
return xcurrent, zcurrent

• Does matrix multiplication work in python the same way as in Matlab? change = invJacob*increMatrix #multiplying both matrixes – 50k4 Nov 10 '15 at 10:13
• is operator priority working in Matlab and in python the same way? xcurrent = .3708 * math.sin(theta1) + .374 * math.sin(theta1+theta2) – 50k4 Nov 10 '15 at 10:57
• By "gives no results" are you saying the 'print' statement is never evaluated? If not, then what is the output for xchange and zchange? – Brian Lynch Nov 10 '15 at 11:17
• The Python code prints the xchange and zchange correctly but doesn't exit the while loop. It goes on forever. And thank you 50k4 I will verify them both – Iche Nov 10 '15 at 17:07
• You could also try adding mre parantheses to your while cndition. I do not knowmoperator precedence in pyton... – 50k4 Nov 10 '15 at 23:31