AI Mentor for Robotics & Artificial Intelligence Students

Every algorithm you debug today is one less robot arm crashing into a wall tomorrow.

An engineering student asks Sumantrak

“explain forward and inverse kinematics for a robotic arm for viva”

Forward kinematics: given the joint angles, compute the end-effector's position and orientation — a straightforward calculation by chaining each link's transformation matrix (DH parameters), one function composition. Inverse kinematics: given a desired end-effector position, find the joint angles that get there — much harder, since the equations are nonlinear and a single target position can have zero, one, or many valid joint-angle solutions depending on the arm's reachable workspace. Viva tip: examiners often ask why inverse is harder than forward — say plainly: forward is just plugging numbers into a known chain of equations, inverse means solving that chain backwards, which isn't always unique or even solvable.

Subjects Sumantrak covers for Robotics & Artificial Intelligence

Robot System Design and SLAMImage Processing & Computer VisionInternet of Robotic ThingsKinematics of RoboticsRobot Operating SystemsControl SystemsAdvances in Robotics and Artificial IntelligenceMachine LearningSensors and Actuators for RoboticsFundamentals of Robotics & AIAnalog & Digital ElectronicsMathematics-IIChemistry-IProgramming for Problem Solving
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