activity
20162026
most citedUsing Neural Networks to Compute Approximate and Guaranteed Feasible Hamilton-Jacobi-Bellman PDE Solutions

20 citations · 26 across the 8 of their papers we have counts for

collaborators

9 papers

cs.RO2026

Demonstration of Space Robot Teleoperation over a Lossy and Delayed Network using ATMOS

Inkyu Jang, Gregorio Marchesini, Nicola De Carli +15

We present a demonstration showcasing the Autonomy Testbed for Multi-purpose Orbiting Systems (ATMOS), a planar spacecraft-analog robot designed for hardware-in-the-loop evaluation…

eess.SY2023

Data-Driven Reachability Analysis of Pedestrians Using Behavior Modes

August Söderlund, Frank J. Jiang, Vandana Narri +2

In this paper, we present a data-driven approach for safely predicting the future state sets of pedestrians. Previous approaches to predicting the future state sets of pedestrians…

cs.LO2023

Polynomial Logical Zonotope: A Set Representation for Reachability Analysis of Logical Systems

Amr Alanwar, Frank J. Jiang, Karl H. Johansson

In this paper, we introduce a set representation called polynomial logical zonotopes for performing exact and computationally efficient reachability analysis on logical systems. We…

eess.SY2022

Logical Zonotopes: A Set Representation for the Formal Verification of Boolean Functions

Amr Alanwar, Frank J. Jiang, Samy Amin +1

A logical zonotope, which is a new set representation for binary vectors, is introduced in this paper. A logical zonotope is constructed by XOR-ing a binary vector with a combinati…

cs.RO2021

Enhancing Data-Driven Reachability Analysis using Temporal Logic Side Information

Amr Alanwar, Frank J. Jiang, Maryam Sharifi +2

This paper presents algorithms for performing data-driven reachability analysis under temporal logic side information. In certain scenarios, the data-driven reachable sets of a rob…

eess.SY2021★ 2 cited

Online Control Synthesis for Uncertain Systems under Signal Temporal Logic Specifications

Pian Yu, Yulong Gao, Frank J. Jiang +2

This paper studies the online control synthesis problem for uncertain discrete-time systems subject to signal temporal logic (STL) specifications. Different from existing technique…

eess.SY2020★ 4 cited

Temporal Logic Trees for Model Checking and Control Synthesis of Uncertain Discrete-time Systems

Yulong Gao, Alessandro Abate, Frank J. Jiang +3

We propose algorithms for performing model checking and control synthesis for discrete-time uncertain systems under linear temporal logic (LTL) specifications. We construct tempora…

cs.LG2016★ 20 cited

Using Neural Networks to Compute Approximate and Guaranteed Feasible Hamilton-Jacobi-Bellman PDE Solutions

Frank Jiang, Glen Chou, Mo Chen +1

To sidestep the curse of dimensionality when computing solutions to Hamilton-Jacobi-Bellman partial differential equations (HJB PDE), we propose an algorithm that leverages a neura…

eess.SY2016

Learning Quadrotor Dynamics Using Neural Network for Flight Control

Somil Bansal, Anayo K. Akametalu, Frank J. Jiang +2

Traditional learning approaches proposed for controlling quadrotors or helicopters have focused on improving performance for specific trajectories by iteratively improving upon a n…