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August 23, 2026National Science ReviewOpen Access

Survey on Embodied AI for Industry: From the Perspective of Industrial Robots

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Authors

HYHaibin YuCSChunhe SongYZYinlong Zhang

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Overview

Systematic review reveals advances in embodied artificial intelligence for industrial robots, highlighting critical frameworks for precision, safety, and real-time operational reliability.

Key Points

  • To systematically review the integration of embodied artificial intelligence into industrial robotics to address the limitations of conventional deterministic control in flexible manufacturing.
  • Analyzed quantitative and operational requirements for industrial robots enhanced by embodied artificial intelligence.
  • Reviewed recent technological progress across single- and multi-robot architectures, specialized hardware, high-fidelity simulators, and industrial datasets.
  • Evaluated representative manufacturing application scenarios along with deployment challenges related to real-time performance, precision, and safety.
  • Conventional deterministic control and offline programming remain inadequate for high-mix, flexible production environments.
  • Embodied artificial intelligence enables online behavioral adaptation by coupling real-time perception, reasoning, and closed-loop physical action.
  • Successful industrial deployment requires resolving domain-specific barriers in reliability, safety, and high-precision execution.

Cite This Study

Yu et al. (2026) studied this question.

synapsesocial.com/papers/6a8aadb47677a34114445ffchttps://doi.org/10.1093/nsr/nwag505
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