top of page


2025; Master's Thesis: Part 4 of 4: Differentiable Simulations
//certain sections of the original thesis have been removed Introduction These set of four blog posts will cover the work I performed for my Master's Thesis at KAIST titled " Accelerating Policy Learning for Robust Control of Robotic Manipulators and Aerial Vehicles via Physics-Informed Guidance " under Professor Dong Eui Chang. The full thesis can be found at KAIST library: THESIS after it is publicly released. It has in-depth explanation of the preliminary concepts, simul
Guining Pertin
Jan 33 min read


2025; Master's Thesis: Part 3 of 4: Drone Control
//certain sections of the original thesis have been removed Introduction These set of four blog posts will cover the work I performed for my Master's Thesis at KAIST titled " Accelerating Policy Learning for Robust Control of Robotic Manipulators and Aerial Vehicles via Physics-Informed Guidance " under Professor Dong Eui Chang. The full thesis can be found at KAIST library: THESIS after it is publicly released. It has in-depth explanation of the preliminary concepts, simul
Guining Pertin
Jan 23 min read


2025; Master's Thesis: Part 2 of 4: Manipulator Control (Removed)
//certain sections of the original thesis have been removed Introduction These set of four blog posts will cover the work I performed for my Master's Thesis at KAIST titled " Accelerating Policy Learning for Robust Control of Robotic Manipulators and Aerial Vehicles via Physics-Informed Guidance " under Professor Dong Eui Chang. The full thesis can be found at KAIST library: THESIS after it is publicly released. It has in-depth explanation of the preliminary concepts, simul
Guining Pertin
Jan 11 min read


2025; Master's Thesis: Part 1 of 4: Foundation
//certain sections of the original thesis have been removed Introduction These set of four blog posts will cover the work I performed for my Master's Thesis at KAIST titled " Accelerating Policy Learning for Robust Control of Robotic Manipulators and Aerial Vehicles via Physics-Informed Guidance " under Professor Dong Eui Chang. My thesis and the thesis defence were well received by the committee members that included my supervisor Professor Dong Eui Chang, Professor Changdon
Guining Pertin
Dec 31, 20254 min read


2021; Multi-Agent Multi-Objective Optimization with Deep Q-Learning (Bachelor's Thesis)
//certain sections of the original Thesis have been removed Introduction This work was my final year project under Dr. Hanumant Singh Shekhawat at EEE, IITG performed along with Devashish Taneja (ECE, IITG). The research aimed to target defense scenarios and disaster management task where multiple "goal areas" with different "weights" are to be reached and completed by a group of agents within a time limit. The work was primarily on developing a model for this problem, genera
Guining Pertin
Jun 18, 20225 min read
bottom of page