Adapting workflows to intelligent environments

Hartmann, Melanie, Ständer, Marcus and Uren, Victoria (2011). Adapting workflows to intelligent environments. IN: 2011 7th International Conference on Intelligent Environments (IE). IEEE.

Abstract

Intelligent environments aim at supporting the user in executing her everyday tasks, e.g. by guiding her through a maintenance or cooking procedure. This requires a machine processable representation of the tasks for which workflows have proven an efficient means. The increasing number of available sensors in intelligent environments can facilitate the execution of workflows. The sensors can help to recognize when a user has finished a step in the workflow and thus to automatically proceed to the next step. This can heavily reduce the amount of required user interaction. However, manually specifying the conditions for triggering the next step in a workflow is very cumbersome and almost impossible for environments which are not known at design time. In this paper, we present a novel approach for learning and adapting these conditions from observation. We show that the learned conditions can even outperform the quality as conditions manually specified by workflow experts. Thus, the presented approach is very well suited for automatically adapting workflows in intelligent environments and can in that way increase the efficiency of the workflow execution.

Publication DOI: https://doi.org/10.1109/IE.2011.37
Divisions: Aston Business School > Operations & information management
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Aston Business School > Operations & information management research group
Additional Information: © 2011 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Event Title: 7th International Conference on Intelligent Environments
Event Type: Other
Event Dates: 2011-07-25 - 2011-07-28
Full Text Link: http://ieeexplo ... rnumber=6063359
Related URLs: http://www.scop ... tnerID=8YFLogxK (Scopus URL)
Published Date: 2011
Authors: Hartmann, Melanie
Ständer, Marcus
Uren, Victoria

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