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Hollis36/README.md

Peifu Zhang

I work on multimodal perception, industrial embodied intelligence, robot learning, and AI systems for smart manufacturing. My research focuses on robust visual sensing, RGB-T / RGB-D fusion, UAV and anti-UAV perception, vision-language-action models, and deployable AI workflows for scientific and industrial scenarios.

I am trained in artificial intelligence, biomedical engineering, and mechanical engineering, with current research interests spanning intelligent integrated manufacturing, multimodal physical information fusion, industrial inspection, robotics, and AI for Science.

Research Interests

  • Multimodal perception and sensor fusion
  • RGB-T / infrared-visible object detection
  • UAV and anti-UAV intelligent sensing
  • Vision-language and vision-language-action models
  • Robot learning and embodied intelligence
  • Smart manufacturing, industrial inspection, and digital twins
  • Physics-informed learning and AI for scientific / engineering systems
  • Optical materials, NIR-II sensing, and AI-assisted characterization

Open-Source Projects

Detection + Vision-Language Models

UAV and Anti-UAV Perception

  • RA-CMCD — reliability-aware cross-model consensus distillation for small-target RGB-T anti-UAV detection; reproducibility artifact for a manuscript under review

Robotics and Embodied Intelligence

  • speculative-mechatronics — commitment policies for physical actions under LLM latency, on a MacBook-scale testbed
  • voice-cmd-correction — cheap, robust correction of noisy voice commands for restricted-vocabulary robotics
  • newton-vla-demo — a 3-minute classroom demo of embodied AI on a laptop: Newton physics + an LLM as the VLA brain
  • robotic-manipulation-learning — chapter notes, derivations and runnable cases for robotic manipulation

Industrial Robots and Smart Manufacturing

  • abb-offline-coder — offline AI assistant that turns Chinese task descriptions into ABB painting-robot RAPID programs · demo

Research Notes and Tooling

Ongoing work on RGB-T / RGB-D fusion, anti-UAV perception, robot VLA experiments, and manufacturing AI (defect generation, dynamic monitoring, process optimization, error compensation) lives in private repositories and will be released with the corresponding papers.

Selected Publications

  • Sensors and Actuators B: Chemical (2026, CAS Region 1) — Deep learning enabled magnetic/rare-earth hybrid nanorobots for multi-modal bioimaging and temperature sensing · co-first author · DOI
  • Laser & Photonics Reviews (2025) — Dual-heterovalent codoping enables bright and rapid X-ray excited persistent luminescence for noise-free 3D imaging · DOI
  • Journal of Mechanical Engineering (2025) — Physical information fusion of multi-modal data for online fault monitoring of selective laser melting integrated manufacturing

Current Goal

My current goal is to build a coherent research portfolio around:

Multimodal Perception + Industrial Embodied Intelligence + Robotics / VLA + Smart Manufacturing AI

The emphasis is on turning each repository into a reusable research asset with clear problem definition, reproducible experiments, polished documentation, and long-term scientific value.

Links

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