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yi1128's Projects

networkit icon networkit

NetworKit is a growing open-source toolkit for large-scale network analysis.

onedpl icon onedpl

oneAPI DPC++ Library (oneDPL) https://software.intel.com/content/www/us/en/develop/tools/oneapi/components/dpc-library.html

panda_matlab_control icon panda_matlab_control

From learned trajectory, with variance, to trajectory scaling, admittance control of task and null space, to simulation and real robot control via fake/real ROS nodes.

pdob icon pdob

PDOB - Periodic-Disturbance Observer

pid-autotuning icon pid-autotuning

Implementation of a Genetic Algorithm for tuning the gains of a PID Controller

pid-controller icon pid-controller

Design of a PID Controller for a given SISO system using Genetic Algorithm

process-control icon process-control

Process Control code, include optimization, Model Predictive Control (MPC), Moving Horizon, Kalman filter etc

pyat icon pyat

Provide Python functions for reading and writing the files required for the Acoustics Toolbox programs (KRAKEN, BELLHOP, SCOOTER). Also defines objects that represent the basic elements of an acoustic simulation.

realtimepathplanning icon realtimepathplanning

Sampling based rewiring approaches to solve motion planning problems for a robot with dynamic obstacles

reinforcement-learning-algorithms-and-dynamic-programming icon reinforcement-learning-algorithms-and-dynamic-programming

Reinforcement learning Algorithms such as SARSA, Q learning, Actor-Critic Policy Gradient and Value Function Approximation were applied to stabilize an inverted pendulum system and achieve optimal control. So essentially, the concept of Reinforcement Learning Controllers has been established. The Reinforcement Learning Controllers have been compared on the basis of performance and efficiency and they are separately compared with the classical Linear Quadratic Regulator Controller. Each of the RL controller have been integrated with a Swing up controller. A virtual switch toggles between the Swing up controller and the RL controller automatically, based on the value of the angular deviation theta with respect to the vertical plane. My research paper and my undergraduate thesis have been uploaded for reference. All the codes have also been uploaded.

reiserrt_core icon reiserrt_core

Frank Reiser's C++17 core components for multi-threaded real-time embedded systems.

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