Proactive human-robot collaboration toward human-centric smart manufacturing /

Proactive Human-Robot Collaboration Toward Human-Centric Smart Manufacturing is driven by an appreciation of manufacturing scenarios where human and robotic agents can understand each other's actions and conduct mutual-cognitive, predictable, and self-organizing teamwork.

Bibliographic Details
Main Authors: Li, Shufei (Author), Zheng, Pai (Author), Wang, Lihui, 1959- (Author)
Corporate Author: ScienceDirect (Online service)
Format: eBook
Language:English
Published: Amsterdam, Netherlands ; London, United Kingdom ; Cambridge, MA : Elsevier, [2024]
Subjects:
Online Access:Connect to the full text of this electronic book
Table of Contents:
  • Front Cover
  • Proactive Human-Robot Collaboration Toward Human-Centric Smart Manufacturing
  • Copyright
  • Contents
  • List of figures
  • List of tables
  • Preface
  • Acknowledgments
  • 1 Introduction
  • 1.1 Transition toward human-centric smart manufacturing
  • 1.2 Motivation and vision
  • 1.3 Content organization
  • References
  • 2 Evolution of human-robot relationships
  • 2.1 Human-robot coexistence
  • 2.2 Human-robot interaction
  • 2.3 Human-robot cooperation
  • 2.4 Human-robot collaboration
  • 2.5 From HRC to Proactive HRC
  • References
  • 3 Fundamentals of proactive human-robot collaboration
  • 3.1 Basic notions and connotation
  • 3.1.1 Human operator engagement
  • 3.1.2 Robot involvement and control
  • 3.2 System architecture
  • 3.3 Key characteristics
  • 3.3.1 Mutual-cognition and empathy
  • 3.3.1.1 Human-robot-workspace perceptual loop
  • 3.3.1.2 Mutual-cognitive and empathetic decision
  • 3.3.1.3 Cognitive service
  • 3.3.2 Predictable spatio-temporal collaboration
  • 3.3.2.1 Human uncertainty and error operation
  • 3.3.2.2 Task precedence constraint planner
  • 3.3.2.3 Spatio-temporal task fulfillment
  • 3.3.2.4 Foreseeable execution loop
  • 3.3.3 Self-organizing multi-agent teamwork
  • 3.3.3.1 Working cell design and configuration
  • 3.3.3.2 Multiple human communication and collaboration
  • 3.3.3.3 Multiple robot management and task planning
  • 3.3.3.4 Hybrid multi-agent interaction and task assignment
  • 3.4 Intelligent robot control and human assistant system
  • 3.4.1 From mutual-cognitive intelligence level
  • 3.4.2 From predictable intelligence level
  • 3.4.3 From self-organizing intelligence level
  • 3.5 Chapter summary
  • References
  • 4 Mutual-cognitive and empathic co-working
  • 4.1 Connotation
  • 4.2 A mixed-reality and visual reasoning-based framework
  • 4.2.1 Visual reasoning for mutual-cognition generation
  • 4.2.1.1 SAPNet-enabled object detection
  • 4.2.1.2 Temporal node updating
  • 4.2.1.3 Link prediction for dynamic SG construction
  • 4.2.1.4 Graph embedding for cognitive strategy mapping
  • 4.2.1.5 An alternative zero-shot multi-feature fusion method
  • 4.2.2 Safe and ergonomic robot motion planning
  • 4.2.2.1 Collision avoidance based on real-time obstacle space
  • 4.2.2.2 Ergonomic interactive action design
  • 4.2.2.3 Motion planning for proactive trajectory generation
  • 4.3 Case study
  • 4.3.1 Mutual-cognitive HRC for disassembly of EVBs
  • 4.3.2 Visual reasoning for co-working strategy generation
  • 4.3.2.1 HRC SG dataset for EVB disassembly
  • 4.3.2.2 Scenario perception results
  • 4.3.2.3 Graph construction and embedding results
  • 4.3.3 MR-based operator assistance and robot control
  • 4.4 Chapter summary
  • References
  • 5 Predictable spatio-temporal collaboration
  • 5.1 Connotation
  • 5.2 A multimodal human action prediction-based framework