Analysing temporal performance profiles of UAV operators using time series clustering
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- 作者：Ví ; ctor Rodrí ; guez-Ferná ; ndez ; a ; victor.rodriguez@inv.uam.es" class="auth_mail" title="E-mail the corresponding author ; Hé ; ctor D. Mené ; ndezb ; h.menendez@ucl.ac.uk" class="auth_mail" title="E-mail the corresponding author ; David Camachoa ; david.camacho@uam.es" class="auth_mail" title="E-mail the corresponding author
- 关键词：UAVs ; UAV operators ; Time Series Clustering ; Performance measures ; Simulation-Based Training
- 刊名：Expert Systems with Applications
- 出版年：2017
- 出版时间：15 March 2017
- 年：2017
- 卷：70
- 期：Complete
- 页码：103-118
- 全文大小：1751 K
文摘
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A methodology for analysing UAV operators based on their performance evolution.
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Time series clustering to extract the most representative operator temporal profiles.
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Quantitative evaluation using human judgement-based ground truth data.
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Experimentation carried out in a lightweight multi-UAV simulation environment.
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The resulting profiles contain distinct and informative behavioural patterns.