Language support for multi agent reinforcement learning
Conference paper
Clark, T., Barn, B., Kulkarni, V. and Barat, S. 2020. Language support for multi agent reinforcement learning. 13th Innovations in Software Engineering Conference (ISEC). PDPM Indian Institute of Information Technology, Design and Manufacturing, Jabalpur, India 27 - 29 Feb 2020 Association for Computing Machinery (ACM). pp. 1-12 https://doi.org/10.1145/3385032.3385041
Type | Conference paper |
---|---|
Title | Language support for multi agent reinforcement learning |
Authors | Clark, T., Barn, B., Kulkarni, V. and Barat, S. |
Abstract | Software Engineering must increasingly address the issues of complexity and uncertainty that arise when systems are to be deployed into a dynamic software ecosystem. There is also interest in using digital twins of systems in order to design, adapt and control them when faced with such issues. The use of multi-agent systems in combination with reinforcement learning is an approach that will allow software to intelligently adapt to respond to changes in the environment. This paper proposes a language extension that encapsulates learning-based agents and system building operations and shows how it is implemented in ESL. The paper includes examples the key features and describes the application of agent-based learning implemented in ESL applied to a real-world supply chain. |
Conference | 13th Innovations in Software Engineering Conference (ISEC) |
Page range | 1-12 |
ISBN | |
Hardcover | 9781450375948 |
Publisher | Association for Computing Machinery (ACM) |
Publication dates | |
27 Feb 2020 | |
Online | 25 Mar 2020 |
Publication process dates | |
Deposited | 18 Feb 2020 |
Accepted | 07 Dec 2019 |
Output status | Published |
Accepted author manuscript | |
Copyright Statement | © Clark, Tony and Barn, Balbir and Kulkarni, Vinay and Barat, Souvik | ACM 2020. This is the author's version of the work. It is posted here for your personal use. Not for redistribution. The definitive Version of Record was published in ISEC 2020: Proceedings of the 13th Innovations in Software Engineering Conference on Formerly known as India Software Engineering Conference, https://doi.org/10.1145/3385032.3385041 |
Digital Object Identifier (DOI) | https://doi.org/10.1145/3385032.3385041 |
Language | English |
Book title | Proceedings of the 13th Innovations in Software Engineering Conference on Formerly Known as India Software Engineering Conference (ISEC 2020) |
https://repository.mdx.ac.uk/item/88wq4
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