Prediction Process in Multi-Agent System Online Monitoring: Centralized and Distributed Approaches
Prediction Process in Multi-Agent System Online Monitoring: Centralized and Distributed Approaches
Author(s): Zina HouhamdiSubject(s): ICT Information and Communications Technologies
Published by: UIKTEN - Association for Information Communication Technology Education and Science
Keywords: Multi-Agent Monitoring; Multi-Agent Plan; Belief State; Prediction Process;
Summary/Abstract: This paper discusses the prediction process, which is the main step of the online monitoring process for a multi-agent plan. The monitoring process uses a relational model to estimate the internal status of the system, which is dynamic (changes over time). Unfortunately, the agents have partial observability of the environment; thus, the monitoring process cannot accurately determine the system status (known in the literature as belief state) at any instant. The prediction process is composed of two stages: a simulation stage (prediction of all possible system states at the succeeding time) and a clipping stage (elimination of states that are incompatible with the observations or with the constraints from predicted system states).
Journal: TEM Journal
- Issue Year: 8/2019
- Issue No: 2
- Page Range: 364-371
- Page Count: 8
- Language: English