@inproceedings{e08e485dab5f48daad4c90d272e66539,
title = "Dynamic decision-making with reflecting and learning for self-adaptive systems",
abstract = "Self-adaptive systems can change their sub-goals and behaviors to achieve an ultimate goal in a changing environment. Existing approaches can be adapted in environments using pre-defined utility functions and human strategies; however, human designers cannot perfectly assume and predict all possible system environments during design time. We propose a new method of dynamic decision-making for real-time adaptive strategies through the following steps. First, we design a dynamic decision network (DDN) with environmental factors and goal model;. Second, we evaluate and predict goal satisfaction using the DDN. We further propose a dynamic reflection method that changes the model using real-time data. We applied the proposed method in Robocode and verified its effectiveness by comparing it with static decision-making.",
keywords = "Dynamic decision network, Dynamic decision-making, Reflection model, Self-adaptive system",
author = "Misoo Kim and Hohyeon Jeong and Eunseok Lee",
note = "Publisher Copyright: {\textcopyright} 2016 CSREA Press. All rights reserved.; 2016 International Conference on Artificial Intelligence, ICAI 2016 - WORLDCOMP 2016 ; Conference date: 25-07-2016 Through 28-07-2016",
year = "2016",
language = "English",
series = "Proceedings of the 2016 International Conference on Artificial Intelligence, ICAI 2016 - WORLDCOMP 2016",
publisher = "CSREA Press",
pages = "207--213",
editor = "Arabnia, \{Hamid R.\} and \{de la Fuente\}, David and Roger Dziegiel and Kozerenko, \{Elena B.\} and LaMonica, \{Peter M.\} and Liuzzi, \{Raymond A.\} and Olivas, \{Jose A.\} and Todd Waskiewicz and George Jandieri and Solo, \{Ashu M.G.\} and Tinetti, \{Fernando G.\}",
booktitle = "Proceedings of the 2016 International Conference on Artificial Intelligence, ICAI 2016 - WORLDCOMP 2016",
}