Deep learning technology for construction machinery and robotics
K You, C Zhou, L Ding - Automation in construction, 2023 - Elsevier
Construction machinery and robots are essential equipment for major infrastructure. The
application of deep learning technology can improve the construction quality and alleviate …
application of deep learning technology can improve the construction quality and alleviate …
Intelligent technologies for construction machinery using data-driven methods
Z Zheng, F Wang, G Gong, H Yang, D Han - Automation in Construction, 2023 - Elsevier
Along with the rapid development of infrastructure worldwide, traditional manual operations
have been a concern that restricts the high efficiency, safety, and quality of construction …
have been a concern that restricts the high efficiency, safety, and quality of construction …
Ethics of artificial intelligence and robotics in the architecture, engineering, and construction industry
Artificial intelligence (AI) and robotics research and implementation emerged in the
architecture, engineering, and construction (AEC) industry to positively impact project …
architecture, engineering, and construction (AEC) industry to positively impact project …
Wheel loader scooping controller using deep reinforcement learning
This article presents a deep reinforcement learning-based controller for an unmanned
ground vehicle with a custom-built scooping mechanism. The robot's aim is to autonomously …
ground vehicle with a custom-built scooping mechanism. The robot's aim is to autonomously …
Shovel-loading cooperative control of loader under typical working conditions
B Cao, C Liu, W Chen, P Tan, J Yang - ISA transactions, 2023 - Elsevier
The difference in power demand and the driver's operation in various operation stages make
the loader have the problem of low energy utilization. Changeable operating objects and …
the loader have the problem of low energy utilization. Changeable operating objects and …
Optimal design for improving operation performance of electric construction machinery collaborative system: Method and application
X Huang, Q Huang, H Cao, W Yan, L Cao, Q Zhang - Energy, 2023 - Elsevier
Electrification of construction machinery is an important measure to reduce carbon
emissions from the transportation industry, and collaborative work is an essential feature of …
emissions from the transportation industry, and collaborative work is an essential feature of …
Planning the trajectory of an autonomous wheel loader and tracking its trajectory via adaptive model predictive control
J Shi, D Sun, D Qin, M Hu, Y Kan, K Ma… - Robotics and Autonomous …, 2020 - Elsevier
In a typical operation mode, a wheel loader frequently accelerates and decelerates, and the
curvature of the driving path is inconsistent. In the past, autonomous vehicle trajectory …
curvature of the driving path is inconsistent. In the past, autonomous vehicle trajectory …
[HTML][HTML] Continuous control of an underground loader using deep reinforcement learning
The reinforcement learning control of an underground loader was investigated in a
simulated environment by using a multi-agent deep neural network approach. At the start of …
simulated environment by using a multi-agent deep neural network approach. At the start of …
Deep learning-based autonomous excavation: a bucket-trajectory planning algorithm
J Huh, J Bae, D Lee, J Kwak, C Moon, C Im, Y Ko… - IEEE …, 2023 - ieeexplore.ieee.org
Increased safety risks and the difficulties of training excavator operators, combined with
manpower shortages, have led to an increased demand for machine automation. This study …
manpower shortages, have led to an increased demand for machine automation. This study …
Prediction of brake pedal aperture for automatic wheel loader based on deep learning
J Shi, D Sun, M Hu, S Liu, Y Kan, R Chen… - Automation in …, 2020 - Elsevier
Complex and changing driving environments not only affect the operating requirements of
automatic wheel loader but also threaten its driving safety. Therefore, the automatic wheel …
automatic wheel loader but also threaten its driving safety. Therefore, the automatic wheel …