Title :
RF-Based Charger Placement for Duty Cycle Guarantee in Battery-Free Sensor Networks
Author :
Yanjun Li ; Lingkun Fu ; Min Chen ; Kaikai Chi ; Yi-hua Zhu
Author_Institution :
Sch. of Comput. Sci. & Technol., Zhejiang Univ. of Technol., Hangzhou, China
Abstract :
Battery-free sensor networks have emerged as a promising solution to conquer the lifetime limitation of battery-powered systems. In this letter, we study a sensor network built from battery-free nodes which harvest energy from radio frequency (RF) signals transmitted by RF-based chargers, e.g., radio frequency identification (RFID) readers. Due to the insufficiency of harvested energy, the sensor nodes have to work in duty cycles to harvest enough energy before turning active and performing tasks. One fundamental issue is how to deploy the chargers to ensure that the battery-free nodes can maintain a designated duty cycle for continuous operation. Based on a new wireless recharge model, we formulate the charger placement problem for node´s duty cycle guarantee as a constrained optimization problem. We develop both greedy and efficient heuristics for solving the problem and validate our solutions through extensive simulations. The simulation results show that the proposed particle swarm optimization (PSO)-based divide-and-conquer approach can effectively reduce the number of chargers compared with the greedy approach.
Keywords :
battery chargers; greedy algorithms; particle swarm optimisation; wireless sensor networks; PSO-based divide-and-conquer approach; RF signals; RF-based charger placement; RFID readers; battery-free sensor networks; charger placement problem; constrained optimization problem; duty cycle guarantee; energy harvesting; greedy approach; particle swarm optimization; radio frequency identification; radio frequency signals; wireless recharge model; Clustering algorithms; Optimization; Radiofrequency identification; Surveillance; Wireless communication; Wireless sensor networks; Charger placement; battery-free; duty cycle; sensor networks;
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2015.2468212