Collision avoidance for unmanned aircraft using Markov decision processes

S Temizer, M Kochenderfer, L Kaelbling… - … , navigation, and control …, 2010 - arc.aiaa.org
Before unmanned aircraft can fly safely in civil airspace, robust airborne collision avoidance
systems must be developed. Instead of hand-crafting a collision avoidance algorithm for …

[PDF][PDF] Robust airborne collision avoidance through dynamic programming

MJ Kochenderfer, JP Chryssanthacopoulos - Massachusetts Institute of …, 2011 - ll.mit.edu
EXECUTIVE SUMMARY The Traffic Alert and Collision Avoidance System (TCAS), currently
mandated on all large transport aircraft, has been shown to significantly reduce the risk of …

ACAS Xu: Integrated collision avoidance and detect and avoid capability for UAS

MP Owen, A Panken, R Moss… - 2019 IEEE/AIAA 38th …, 2019 - ieeexplore.ieee.org
ACAS Xu provides both a collision avoidance (CA) and detect and avoid (DAA) capability for
UAS. The CA decision logic is based on Markov decision process models of the CA problem …

Adaptive stress testing of airborne collision avoidance systems

R Lee, MJ Kochenderfer, OJ Mengshoel… - 2015 IEEE/AIAA 34th …, 2015 - ieeexplore.ieee.org
This paper presents a scalable method to efficiently search for the most likely state trajectory
leading to an event given only a simulator of a system. Our approach uses a reinforcement …

Adaptive stress testing: Finding likely failure events with reinforcement learning

R Lee, OJ Mengshoel, A Saksena, RW Gardner… - Journal of Artificial …, 2020 - jair.org
Finding the most likely path to a set of failure states is important to the analysis of safety-
critical systems that operate over a sequence of time steps, such as aircraft collision …

ACAS sXu: Robust decentralized detect and avoid for small unmanned aircraft systems

LE Alvarez, I Jessen, MP Owen… - 2019 IEEE/AIAA 38th …, 2019 - ieeexplore.ieee.org
Demand for small unmanned aircraft systems (sUAS) continues to increase in diversity and
volume, however applications are currently limited by regulatory requirements for visual …

Unmanned aircraft collision avoidance using continuous-state POMDPs

H Bai, D Hsu, MJ Kochenderfer, W Sun Lee - 2012 - direct.mit.edu
An effective collision avoidance system for unmanned aircraft will enable them to fly in civil
airspace and greatly expand their applications. One promising approach is to model aircraft …

Optimizing the next generation collision avoidance system for safe, suitable, and acceptable operational performance

JE Holland, MJ Kochenderfer, WA Olson - Air Traffic Control Quarterly, 2013 - arc.aiaa.org
The Traffic Alert and Collision Avoidance System (TCAS) is mandated worldwide on large
commercial aircraft and has been shown to substantially reduce the risk of mid-air collision …

AVOIDDS: aircraft vision-based intruder detection dataset and simulator

E Smyers, S Katz, A Corso… - Advances in Neural …, 2024 - proceedings.neurips.cc
Designing robust machine learning systems remains an open problem, and there is a need
for benchmark problems that cover both environmental changes and evaluation on a …

Accounting for state uncertainty in collision avoidance

JP Chryssanthacopoulos… - Journal of Guidance …, 2011 - arc.aiaa.org
An important consideration in the development of aircraft collision avoidance systems is how
to account for state uncertainty due to sensor limitations and noise. However, many collision …