Reinforcement learning in robotic applications: a comprehensive survey

B Singh, R Kumar, VP Singh - Artificial Intelligence Review, 2022 - Springer
In recent trends, artificial intelligence (AI) is used for the creation of complex automated
control systems. Still, researchers are trying to make a completely autonomous system that …

Architectural design in collective robotic construction

S Leder, A Menges - Automation in Construction, 2023 - Elsevier
Building construction is one application of multiple robot systems (MRS) that is seeing a rise
in research and is known as collective robotic construction (CRC). CRC specifically …

Data-driven fault-tolerant control for attitude synchronization of nonlinear quadrotors

W Zhao, H Liu, FL Lewis - IEEE Transactions on Automatic …, 2021 - ieeexplore.ieee.org
In this article, the data-driven fault-tolerant synchronization control problem is investigated
for unknown cooperative quadrotors subject to nonlinearities and multiple actuator faults in …

Data-driven optimal formation control for quadrotor team with unknown dynamics

W Zhao, H Liu, FL Lewis, X Wang - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In this article, the data-driven optimal formation control problem is addressed for a
heterogeneous quadrotor team with a virtual leader. Each quadrotor is considered as a …

Finite‐time super twisting sliding mode controller based on higher‐order sliding mode observer for real‐time trajectory tracking of a quadrotor

VK Tripathi, AK Kamath, L Behera… - IET Control Theory & …, 2020 - Wiley Online Library
The main focus of this study is to develop a finite‐time super‐twisting sliding mode control
strategy for the quadrotor based on a higher‐order sliding mode observer (HOSMO). 12 …

[HTML][HTML] Robotics in construction: A critical review of the reinforcement learning and imitation learning paradigms

JMD Delgado, L Oyedele - Advanced Engineering Informatics, 2022 - Elsevier
The reinforcement and imitation learning paradigms have the potential to revolutionise
robotics. Many successful developments have been reported in literature; however, these …

Fourth industrialization-oriented offsite construction: case study of an application to an irregular commercial building

S Moon, N Ham, S Kim, L Hou, JH Kim… - Engineering …, 2020 - emerald.com
Purpose This study, a research project, aims to examine the distinct characteristics of the
Fourth Industrial Revolution (4IR), with a focus on construction. Following this examination …

Heterogeneous formation control of multiple UAVs with limited-input leader via reinforcement learning

H Liu, Q Meng, F Peng, FL Lewis - Neurocomputing, 2020 - Elsevier
In this brief, a distributed optimal control method via reinforcement learning is proposed to
address the heterogeneous unmanned aerial vehicle (UAV) formation trajectory tracking …

Vision-based measurement for localization of objects in 3-D for robotic applications

RG Lins, SN Givigi, PRG Kurka - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Stereo vision is widely used in many 3-D image applications. In this paper, we present a
methodology to estimate the localization of objects in 3-D scenes using collaborative robots …

Data-driven fault-tolerant formation control for nonlinear quadrotors under multiple simultaneous actuator faults

W Zhao, H Liu, Y Wan - Systems & Control Letters, 2021 - Elsevier
This paper addresses the problem of data-driven fault-tolerant formation control for
quadrotors with nonlinearities, unknown system parameters, and multiple actuator faults in …