Published January 17, 2022 | Version v1
Journal article Open

Smart Industrial Robot Control Trends, Challenges and OpportunitiesWithin Manufacturing

  • 1. Institute of Electronics and Computer Science

Description

Industrial robots and associated control methods are continuously developing. With the recent progress in the field of artificial intelligence, new perspectives in industrial robot control strategies have emerged, and prospects towards cognitive robots have arisen. AI-based robotic systems are strongly becoming one of the main areas of focus, as flexibility and deep understanding of complex manufacturing processes are becoming the key advantage to raise competitiveness. This review first expresses the significance of smart industrial robot control in manufacturing towards future factories by listing the needs, requirements and introducing the envisioned concept of smart industrial robots. Secondly, the current trends that are based on different learning strategies and methods are explored. Current computer-vision, deep reinforcement learning and imitation learning based robot control approaches and possible applications in manufacturing are investigated. Gaps, challenges, limitations and open issues are identified along the way.

Files

Smart Industrial Robot Control Trends, Challenges and Opportunities within Manufacturing.pdf

Additional details

Funding

European Commission
AI4DI - Artificial Intelligence for Digitizing Industry 826060