A review of deep reinforcement learning approaches for smart manufacturing in industry 4.0 and 5.0 framework
A del Real Torres, DS Andreiana, Á Ojeda Roldán… - Applied Sciences, 2022 - mdpi.com
In this review, the industry's current issues regarding intelligent manufacture are presented.
This work presents the status and the potential for the I4. 0 and I5. 0's revolutionary …
This work presents the status and the potential for the I4. 0 and I5. 0's revolutionary …
Robotic arms in precision agriculture: A comprehensive review of the technologies, applications, challenges, and future prospects
T Jin, X Han - Computers and Electronics in Agriculture, 2024 - Elsevier
In precision agriculture, robotic arms exhibit significant technical advantages, such as
enhancing operational precision and efficiency, reducing labor costs, and supporting …
enhancing operational precision and efficiency, reducing labor costs, and supporting …
[HTML][HTML] Implementing monocular visual-tactile sensors for robust manipulation
R Li, B Peng - Cyborg and Bionic Systems, 2022 - spj.science.org
Tactile sensing is an essential capability for robots performing manipulation tasks. In this
paper, we introduce a framework to build a monocular visual-tactile sensor for robotic …
paper, we introduce a framework to build a monocular visual-tactile sensor for robotic …
Deep reinforcement learning with inverse jacobian based model-free path planning for deburring in complex industrial environment
MR Rahul, SS Chiddarwar - Journal of Intelligent & Robotic Systems, 2024 - Springer
In this study, we present an innovative approach to robotic deburring path planning by
combining deep reinforcement learning (DRL) with an inverse Jacobian strategy. Existing …
combining deep reinforcement learning (DRL) with an inverse Jacobian strategy. Existing …
Hierarchical trajectory planning for narrow-space automated parking with deep reinforcement learning: A federated learning scheme
Collision-free trajectory planning in narrow spaces has become one of the most challenging
tasks in automated parking scenarios. Previous optimization-based approaches can …
tasks in automated parking scenarios. Previous optimization-based approaches can …
A DRL-based path planning method for wheeled mobile robots in unknown environments
T Wen, X Wang, Z Zheng, Z Sun - Computers and Electrical Engineering, 2024 - Elsevier
Deep reinforcement learning-based (DRL-based) path planning in the unknown
environment is studied under continuous action space. We extend the TD3 (twin-delayed …
environment is studied under continuous action space. We extend the TD3 (twin-delayed …
Multi Actor-Critic DDPG for Robot Action Space Decomposition: A Framework to Control Large 3D Deformation of Soft Linear Objects
Robotic manipulation of deformable linear objects (DLOs) has great potential for
applications in diverse fields such as agriculture or industry. However, a major challenge …
applications in diverse fields such as agriculture or industry. However, a major challenge …
Learning from demonstration for autonomous generation of robotic trajectory: Status quo and forward-looking overview
Learning from demonstration (LfD) enables robots to intuitively acquire new skills from
human demonstrations and incrementally evolve robotic intelligence. Given the significance …
human demonstrations and incrementally evolve robotic intelligence. Given the significance …
Unleashing mixed-reality capability in Deep Reinforcement Learning-based robot motion generation towards safe human–robot collaboration
The integration of human–robot collaboration yields substantial benefits, particularly in terms
of enhancing flexibility and efficiency within a range of mass-personalized manufacturing …
of enhancing flexibility and efficiency within a range of mass-personalized manufacturing …
The adoption of robotics in pack houses for fresh produce handling
BJ Mulholland, PS Panesar… - The Journal of …, 2024 - Taylor & Francis
Fresh produce handling, particularly in final inspection and pack, is highly dependent on
dextrous human labour. As part of a relatively low-profit margin industry, rising wage costs …
dextrous human labour. As part of a relatively low-profit margin industry, rising wage costs …