D. M. Grabar

Amur State University

Papers

4

Total Citations

22

H-Index

3

About

D. M. Grabar is an emerging researcher specializing in human-robot collaboration, computer vision, and intelligent control systems, with a particular focus on integrating artificial intelligence into collaborative robotics. Their work addresses one of the most pressing challenges in modern robotics: enabling machines to perceive, predict, and respond to human behavior in shared workspaces. Grabar's most influential contribution, "Investigation of Neural Network Algorithms for Human Movement Prediction" (2023, 9 citations), introduced the original KeyFNet architecture, applying LSTM and Transformer-based models to predict human position in real-time video streams. Complementing this, their ensemble deep neural network approach for keypoint detection using multicamera systems (6 citations) offers a robust spatial tracking solution tailored for collaborative robotic environments. Beyond perception, Grabar has made strides in modeling the human factor within socio-cyber-physical systems, recognizing that human unpredictability remains a significant challenge in automated process control (5 citations). Their work on intellectualizing robotic control systems further demonstrates a holistic vision for safer, more adaptive human-robot interaction. With a focused and rapidly growing publication record entirely within 2023, Grabar represents a promising voice in next-generation collaborative robotics research, bridging the gap between AI-driven perception and practical industrial automation.

Research Focus

Key Achievements

3
H-Index
4
Papers
22
Total Citations
6
Avg Citations/Paper
🏆 Most Cited Paper
Investigation of Neural Network Algorithms for Human Movement Prediction Based on LSTM and Transformers
9 citations · 2023
📈 Most Prolific Year: 2023 (4 Papers)
🤝 Key Collaborators: 7
🏛 Institutions: Amur State University

Top Papers

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Key Collaborators

Contact & Links

Available for collaboration
Content generated · 16 days ago