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Filters: Author is Delmas, Serge  [Clear All Filters]
2023-01-20
Djeachandrane, Abhishek, Hoceini, Said, Delmas, Serge, Duquerrois, Jean-Michel, Mellouk, Abdelhamid.  2022.  QoE-based Situational Awareness-Centric Decision Support for Network Video Surveillance. ICC 2022 - IEEE International Conference on Communications. :335–340.

Control room video surveillance is an important source of information for ensuring public safety. To facilitate the process, a Decision-Support System (DSS) designed for the security task force is vital and necessary to take decisions rapidly using a sea of information. In case of mission critical operation, Situational Awareness (SA) which consists of knowing what is going on around you at any given time plays a crucial role across a variety of industries and should be placed at the center of our DSS. In our approach, SA system will take advantage of the human factor thanks to the reinforcement signal whereas previous work on this field focus on improving knowledge level of DSS at first and then, uses the human factor only for decision-making. In this paper, we propose a situational awareness-centric decision-support system framework for mission-critical operations driven by Quality of Experience (QoE). Our idea is inspired by the reinforcement learning feedback process which updates the environment understanding of our DSS. The feedback is injected by a QoE built on user perception. Our approach will allow our DSS to evolve according to the context with an up-to-date SA.