An optimization framework is proposed to plan a sensor network in hospital environments aimed at tracking medical assets. Firstly, an innovative statistical simulation model of the asset movements is developed, to define the critical levels of the hospital locations. The model feeds an optimization algorithm, which determines the optimal placements of the sensors, modeled by their coverage characteristics. Since the optimization framework is modular, it can be used for different network technologies. Simulation results are presented, considering a case-study based on the plan of the cardiology department of the "San Camillo" hospital in Rome and on interviews with the personnel. (C) 2013 Elsevier B.V. All rights reserved.

Optimal planning of sensor networks for asset tracking in hospital environments / Pietrabissa, Antonio; Cecilia, Poli; Dario Giuseppe, Ferriero; Mauro, Grigioni. - In: DECISION SUPPORT SYSTEMS. - ISSN 0167-9236. - 55:1(2013), pp. 304-313. [10.1016/j.dss.2013.01.031]

Optimal planning of sensor networks for asset tracking in hospital environments

PIETRABISSA, Antonio;
2013

Abstract

An optimization framework is proposed to plan a sensor network in hospital environments aimed at tracking medical assets. Firstly, an innovative statistical simulation model of the asset movements is developed, to define the critical levels of the hospital locations. The model feeds an optimization algorithm, which determines the optimal placements of the sensors, modeled by their coverage characteristics. Since the optimization framework is modular, it can be used for different network technologies. Simulation results are presented, considering a case-study based on the plan of the cardiology department of the "San Camillo" hospital in Rome and on interviews with the personnel. (C) 2013 Elsevier B.V. All rights reserved.
2013
hospital asset tracking; optimal planning; reinforcement learning; sensor networks
01 Pubblicazione su rivista::01a Articolo in rivista
Optimal planning of sensor networks for asset tracking in hospital environments / Pietrabissa, Antonio; Cecilia, Poli; Dario Giuseppe, Ferriero; Mauro, Grigioni. - In: DECISION SUPPORT SYSTEMS. - ISSN 0167-9236. - 55:1(2013), pp. 304-313. [10.1016/j.dss.2013.01.031]
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