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Article
Towards a Characterization of Adaptive Systems: a Framework for Researchers and System Designers
Human Factors (2012)
  • Karen M. Feigh, Georgia Institute of Technology - Main Campus
  • Michael C. Dorneich
  • Caroline C. Hayes, University of Minnesota - Twin Cities
Abstract
Objective: This paper presents a systematic framework characterizing adaptive systems. Background: Adaptive systems are those which can appropriately modify their behavior to fit the current context. This concept is appealing because it offers the possibility of creating computer assistants that behave like good human assistants who can provide what is needed without being asked. However, the majority of adaptive systems have been experimental rather than practical because of the technical challenges in accurately perceiving and interpreting users’ current cognitive state; integrating cognitive state, environment and task information; and using it to predict users’ current needs. We anticipate that recent developments in neurological and physiological sensors to identify users’ cognitive state will increase interest in adaptive systems research and practice over the next few years. Method: In order to inform future efforts in adaptive systems, this work provides an organizing framework for characterizing adaptive systems, identifying considerations and implications, and suggesting future research issues. Results: A two-part framework is presented which 1) categorizes ways in which adaptive systems can modify their behavior, and 2) characterizes trigger mechanisms through which adaptive systems can sense the current situation and decide how to adapt. Conclusion: The framework provided in this paper provides a tool for organizing and informing past, present, and future research and development efforts in adaptive systems.
Keywords
  • adaptive systems,
  • adaptive automation,
  • adaptable automation,
  • dynamic function allocation
Publication Date
2012
Publisher Statement
Copyright Human Factors and Ergonomics Society 2012. Posted with permission.
Citation Information
Karen M. Feigh, Michael C. Dorneich and Caroline C. Hayes. "Towards a Characterization of Adaptive Systems: a Framework for Researchers and System Designers" Human Factors Vol. 54 Iss. 6 (2012)
Available at: http://works.bepress.com/michael_dorneich/8/