Title :
Empirical modeling of a solar-powered energy harvesting wireless sensor node for time-slotted operation
Author :
Lee, Pius ; Eu, Zhi Ang ; Han, Mingding ; Tan, Hwee-Pink
Author_Institution :
Networking Protocols Dept., A*STAR, Singapore, Singapore
Abstract :
Energy harvesting wireless sensor networks (EH-WSNs) are gaining importance in smart homes, environmental monitoring, health care and transportation systems, since they enable much longer operation time as energy can be replenished through energy harvesting. This is unlike sensor nodes that use non-rechargeable batteries which need to be replaced once energy is depleted. However, the sporadic availability of ambient energy makes the design of networking protocols and predicting network performance very challenging. In this paper, we perform an empirical energy characterization of a time-slotted solar energy harvesting node with different system and environmental parameters. We use six different statistical models (uniform distribution, geometric distribution, transformed geometric distribution, Poisson distribution, transformed Poisson distribution and a Markovian model) to fit the empirical datasets. Our results show that there is no single statistical model that can fit all the datasets, thus justifying the need to use empirical data to validate the theoretical analysis of time-slotted MAC protocols for EH-WSNs.
Keywords :
Markov processes; Poisson distribution; energy harvesting; secondary cells; solar power; wireless sensor networks; EH-WSN; Markovian model; ambient energy; empirical energy characterization; empirical modeling; environmental monitoring; environmental parameters; health care; network performance; networking protocols; nonrechargeable batteries; smart homes; solar-powered energy harvesting wireless sensor node; statistical models; system parameters; time-slotted MAC protocols; time-slotted operation; time-slotted solar energy harvesting node; transformed Poisson distribution; transformed geometric distribution; transportation systems; uniform distribution; Energy harvesting; Energy measurement; Noise measurement; Solar energy; Time frequency analysis; Voltage measurement; Wireless sensor networks;
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2011 IEEE
Conference_Location :
Cancun, Quintana Roo
Print_ISBN :
978-1-61284-255-4
DOI :
10.1109/WCNC.2011.5779157