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Benzpeng's Projects

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Matlab Algorithmic Differentiation Toolbox

aiaa_gnc_2021 icon aiaa_gnc_2021

Code accompanying the paper Hovell, K., Ulrich, S., and Bronz, M., “Acceleration-based Quadrotor Guidance Under Time Delays Using Deep Reinforcement Learning,” AIAA Guidance, Navigation, and Control Conference, Nashville, TN, 11-21 Jan, 2021.

clf-cbf-qp icon clf-cbf-qp

Matlab class/functions to simulate a system implementing a control lyapunov-control barrier function quadratic program controller

copula-variational-bayes icon copula-variational-bayes

Matlab code for my paper "Copula Variational Bayes inference via information geometry", submitted to IEEE Trans. on information theory, 2018

cora icon cora

Toolbox for Reachability Analysis

deepcontrol icon deepcontrol

DeepControl: Neural Network Controller for Quadrotor

gym-jsbsim icon gym-jsbsim

A reinforcement learning environment for aircraft control using the JSBSim flight dynamics model

koopman-rl icon koopman-rl

Data-driven Koopman control theory applied to reinforcement learning!

kpirl-kla icon kpirl-kla

This repository contains two new algorithms: KPIRL and KLA. KPIRL is a non-linear extension to Abbeel and Ng's Projection IRL algorithm (detailed in "Apprenticeship Learning via Inverse Reinforcement Learning"). KLA is an approximate RL algorithm designed to be used with KPIRL in large state-action spaces without any reward shaping. The algorithms have been published in "Human Apprenticeship Learning via Kernel-based Inverse Reinforcement Learning."

lqr-integral-q-learning icon lqr-integral-q-learning

The code to reproduce integral Q-learning simulation result (Fig 1(a),(d)) presented in Automatica 11(48), 2850--2859, 2012.

nnv icon nnv

Neural Network Verification Software Tool

parnmpc icon parnmpc

A Parallel Optimization Toolkit for Nonlinear Model Predictive Control (NMPC)

recent-safe-rl-papers-with-code icon recent-safe-rl-papers-with-code

This repo lists most recent paper with their code in safe RL, some of papers without available code is not included. Welcome to edit this list if more papers found.

safe-control-gym icon safe-control-gym

PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and reinforcement learning

tianshou icon tianshou

An elegant PyTorch deep reinforcement learning platform.

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