Analysing temporal performance profiles of UAV operators using time series clustering

作者:

Highlights:

• A methodology for analysing UAV operators based on their performance evolution.

• Time series clustering to extract the most representative operator temporal profiles.

• Quantitative evaluation using human judgement-based ground truth data.

• Experimentation carried out in a lightweight multi-UAV simulation environment.

• The resulting profiles contain distinct and informative behavioural patterns.

摘要

•A methodology for analysing UAV operators based on their performance evolution.•Time series clustering to extract the most representative operator temporal profiles.•Quantitative evaluation using human judgement-based ground truth data.•Experimentation carried out in a lightweight multi-UAV simulation environment.•The resulting profiles contain distinct and informative behavioural patterns.

论文关键词:UAVs,UAV operators,Time Series Clustering,Performance measures,Simulation-Based Training

论文评审过程:Received 27 July 2016, Revised 27 September 2016, Accepted 18 October 2016, Available online 28 October 2016, Version of Record 21 November 2016.

论文官网地址:https://doi.org/10.1016/j.eswa.2016.10.044