no code implementations • 27 Mar 2024 • Hsin-Jung Yang, Joe Beck, Md Zahid Hasan, Ekin Beyazit, Subhadeep Chakraborty, Tichakorn Wongpiromsarn, Soumik Sarkar
In the rapidly evolving field of autonomous systems, the safety and reliability of the system components are fundamental requirements.
no code implementations • 2 Nov 2023 • Tichakorn Wongpiromsarn, Mahsa Ghasemi, Murat Cubuktepe, Georgios Bakirtzis, Steven Carr, Mustafa O. Karabag, Cyrus Neary, Parham Gohari, Ufuk Topcu
Formal methods refer to rigorous, mathematical approaches to system development and have played a key role in establishing the correctness of safety-critical systems.
1 code implementation • 5 Sep 2021 • Deepak George Thomas, Tichakorn Wongpiromsarn, Ali Jannesari
The function approximators employed by traditional image-based Deep Reinforcement Learning (DRL) algorithms usually lack a temporal learning component and instead focus on learning the spatial component.
1 code implementation • 28 Jul 2021 • Bassam Helou, Aditya Dusi, Anne Collin, Noushin Mehdipour, Zhiliang Chen, Cristhian Lizarazo, Calin Belta, Tichakorn Wongpiromsarn, Radboud Duintjer Tebbens, Oscar Beijbom
First, we found that these rules were enough for these models to achieve a high classification accuracy on the dataset.
no code implementations • 25 May 2021 • Deepak-George Thomas, Daniil Olshanskyi, Karter Krueger, Tichakorn Wongpiromsarn, Ali Jannesari
The significant components of any successful autonomous flight system are task completion and collision avoidance.
no code implementations • 16 May 2021 • Apurva Badithela, Tichakorn Wongpiromsarn, Richard M. Murray
In many autonomy applications, performance of perception algorithms is important for effective planning and control.
no code implementations • 25 Feb 2019 • Andrea Censi, Konstantin Slutsky, Tichakorn Wongpiromsarn, Dmitry Yershov, Scott Pendleton, James Fu, Emilio Frazzoli
We define a "rulebook" as a pre-ordered set of "rules", each akin to a violation metric on the possible outcomes ("realizations").