Utility-based self-adaption with environment specific quality models

Camilo Fitzgerald*, Benjamin Klöpper, Shinichi Honiden

*この研究の対応する著者

研究成果: Conference contribution

2 被引用数 (Scopus)

抄録

In order to adjust to changing environments and internal states, self-adaptive systems are enabled to autonomously adjust their behaviour. The motive is to achieve better performance while minimising human effort in setting up and maintaining these systems. Ensuring correct functionality across a system's lifetime has been largely addressed. Optimisation of their performance, however, has received little attention. This paper presents an approach that applies goal modelling and decision making theory to calculate the quality of a system's performance in terms of a given configuration's utility with respect to its current environment. Thereby functionally valid configurations can be evaluated within the self-adaptive loop. The approach increased human players' performances in experiments based on a computer game. These results suggests that utility modelling is a promising approach for optimising the quality of behaviour in self-adaptive system.

本文言語English
ホスト出版物のタイトルAdaptive and Intelligent Systems - Second International Conference, ICAIS 2011, Proceedings
ページ107-118
ページ数12
DOI
出版ステータスPublished - 2011 10 4
外部発表はい
イベント2nd International Conference on Adaptive and Intelligent Systems, ICAIS 2011 - Klagenfurt, Austria
継続期間: 2011 9 62011 9 8

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
6943 LNAI
ISSN(印刷版)0302-9743
ISSN(電子版)1611-3349

Other

Other2nd International Conference on Adaptive and Intelligent Systems, ICAIS 2011
国/地域Austria
CityKlagenfurt
Period11/9/611/9/8

ASJC Scopus subject areas

  • 理論的コンピュータサイエンス
  • コンピュータ サイエンス(全般)

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