Multiple region of interest coverage in camera sensor networks for tele-intensive care units

Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

60 Scopus Citations
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Detail(s)

Original languageEnglish
Article number7480841
Pages (from-to)2331-2341
Journal / PublicationIEEE Transactions on Industrial Informatics
Volume12
Issue number6
Online published30 May 2016
Publication statusPublished - Dec 2016

Abstract

Camera sensor networks (CSNs) are gradually being used in a tele-intensive care unit (tele-ICU), providing useful patient information to remote intensivists. Intensivists wish to focus on different regions of interest (RoIs) containing their patients. We consider a situation where preinstalled camera sensors' locations remain static and they can change the fields of view only by rotating orientations, while the RoIs are dynamically changed in location and size because of changes in the number of patients and care unit configuration. Therefore, an important issue is how to enhance the coverage of these RoIs by controlling the camera sensors' orientations. Previous studies on coverage optimization either focus on single area coverage or point(s) coverage. However, ignoring those multiple RoIs or simply treating them as points can cause unwanted coverage, resulting in performance degradation. In this paper, we investigate a novel multiple RoI coverage (MRC) problem in a CSN-based tele-ICU, aiming to maximize the lowest coverage ratio of all RoIs. The MRC problem is nondeterministic polynomial-time hard, so we propose an efficient heuristic algorithm MRC-Priority to solve it. We have implemented a CSN testbed to evaluate the performance of our proposed algorithm. Experimental results show that our proposed algorithm can improve the lowest coverage ratio up to 200% as compared with existing solutions.

Research Area(s)

  • Camera sensor networks (CSNs), healthcare, multiple RoI coverage (MRC), tele-intensive care unit (tele-ICU), telemedicine

Citation Format(s)

Multiple region of interest coverage in camera sensor networks for tele-intensive care units. / Cheng, Bo; Cui, Lin; Jia, Weijia et al.
In: IEEE Transactions on Industrial Informatics, Vol. 12, No. 6, 7480841, 12.2016, p. 2331-2341.

Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review