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  4. The elements of flexibility for task-performing systems
 
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2023
Journal Article
Title

The elements of flexibility for task-performing systems

Abstract
What makes living systems flexible so that they can react quickly and adapt easily to changing environments? This question has not only engaged biologists for decades but is also of great interest to computer scientists and engineers who seek inspiration from nature to increase the flexibility of task-performing systems such as machine learning systems, robots, or manufacturing systems. In this paper, we give a broad overview of design features of living systems that are known to promote flexibility. We call these design features the “elements of flexibility”. Moreover, to facilitate interdisciplinary, bio-inspired research that brings the elements of flexibility to man-made task-performing systems, we introduce a general formalism for system flexibility optimization. The formalism is intended to (i) provide a common language to communicate ideas about system flexibility among researchers with different backgrounds, (ii) help to understand and compare existing research on system flexibility, e.g., in transfer learning or manufacturing flexibility, and (iii) provide a basis for a general theory of system flexibility optimization.
Author(s)
Mayer, Sebastian  
Fraunhofer-Institut für Algorithmen und Wissenschaftliches Rechnen SCAI  
Francoso Dal Piccol Sotto, Leo
Fraunhofer-Institut für Algorithmen und Wissenschaftliches Rechnen SCAI  
Garcke, Jochen  
Fraunhofer-Institut für Algorithmen und Wissenschaftliches Rechnen SCAI  
Journal
IEEE access  
Open Access
DOI
10.1109/ACCESS.2023.3238872
Language
English
Fraunhofer-Institut für Algorithmen und Wissenschaftliches Rechnen SCAI  
Keyword(s)
  • Task analysis

  • Manufacturing

  • Biology

  • Optimization

  • Robots

  • Mass production

  • Computational modeling

  • adaptability

  • degeneracy

  • evolvability

  • exploration

  • hierachy

  • modularity

  • manufacturing flexibility

  • transfer learning

  • weak links

  • weak regulatory linkage

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