Visible to the public QoE-based Situational Awareness-Centric Decision Support for Network Video Surveillance

TitleQoE-based Situational Awareness-Centric Decision Support for Network Video Surveillance
Publication TypeConference Paper
Year of Publication2022
AuthorsDjeachandrane, Abhishek, Hoceini, Said, Delmas, Serge, Duquerrois, Jean-Michel, Mellouk, Abdelhamid
Conference NameICC 2022 - IEEE International Conference on Communications
Keywordscomposability, decision making, Decision support systems, decision-support system, human factors, Mission critical systems, Predictive Metrics, pubcrawl, qoe, reinforcement learning, reinforcement signal, Resiliency, security situational awareness, situational awareness, smart cities, surveillance videos, video surveillance
Abstract

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.

DOI10.1109/ICC45855.2022.9838601
Citation Keydjeachandrane_qoe-based_2022