Sensing, perception, decision, planning and action of autonomous excavators

OMU Eraliev, KH Lee, DY Shin, CH Lee - Automation in Construction, 2022 - Elsevier
A significant advancement in automated driving technology and the deployment of it have
noticeably increased the safety of humans in transportation, industry, and the construction …

Critical review and road map of automated methods for earthmoving equipment productivity monitoring

C Chen, Z Zhu, A Hammad - Journal of Computing in Civil …, 2022 - ascelibrary.org
Monitoring the productivity of construction equipment would help to improve construction
productivity, control cost, and discover potential project issues. However, manual equipment …

Multi-objective time-energy-impact optimization for robotic excavator trajectory planning

H Feng, J Jiang, N Ding, F Shen, C Yin, D Cao… - Automation in …, 2023 - Elsevier
Single-objective optimal trajectory cannot adapt to the complex requirements of excavator
construction. A comprehensive optimal trajectory planning method is proposed to optimize …

Soil-adaptive excavation using reinforcement learning

P Egli, D Gaschen, S Kerscher, D Jud… - IEEE robotics and …, 2022 - ieeexplore.ieee.org
In this letter, we present an excavation controller for a full-sized hydraulic excavator that can
adapt online to different soil characteristics. Soil properties are hard to predict and can vary …

Real-time task-oriented continuous digging trajectory planning for excavator arms

Z Yao, S Zhao, X Tan, W Wei, Y Wang - Automation in Construction, 2023 - Elsevier
Current digging trajectory planning methods for excavator arms are limited to a single
digging cycle, which does not meet the continuous excavation demands of the task. To …

Optimization-based framework for excavation trajectory generation

Y Yang, P Long, X Song, J Pan… - IEEE Robotics and …, 2021 - ieeexplore.ieee.org
In thisletter, we present a novel optimization-based framework for autonomous excavator
trajectory generation under task-specific constraints. Traditional excavation trajectory …

[PDF][PDF] Earthmoving equipment automation: A review of technical advances and future outlook

ER Azar, VR Kamat - Journal of Information Technology in Construction …, 2017 - itcon.org
In the construction industry, the earthmoving sector is among the pioneers in adopting new
sensing and information technologies to reduce operation costs, improve productivity, and …

Time-jerk optimal trajectory planning of hydraulic robotic excavator

Y Zhang, Z Sun, Q Sun, Y Wang… - Advances in …, 2021 - journals.sagepub.com
Due to the fact that intelligent algorithms such as Particle Swarm Optimization (PSO) and
Differential Evolution (DE) are susceptible to local optima and the efficiency of solving an …

[HTML][HTML] Real-time trajectory planning for asphalt compaction operator support

D Makarov, F Vahdatikhaki, S Miller, S Mowlaei… - Automation in …, 2023 - Elsevier
Abstract Operator Support Systems (OSSs) that support operators during highly time-critical
asphalt compaction operations provide them with real-time sensory data. Nonetheless, the …

Generating realistic training images from synthetic data for excavator pose estimation

HTTL Pham, SU Han - Automation in Construction, 2024 - Elsevier
Computer vision-based 3D pose estimation for automated excavator operation monitoring
requires numerous training images annotated with 3D pose labels. Owing to challenges in …