Title :
Wi-Fi sensing: Should mobiles sleep longer as they age?
Author :
Jaeseong Jeong ; Yung Yi ; Jeong-Woo Cho ; Do Young Eun ; Song Chong
Author_Institution :
Dept. of Electr. Eng., KAIST, Daejeon, South Korea
Abstract :
An essential condition precedent to the success of mobile applications based on Wi-Fi (e.g., iCloud) is an energy-efficient Wi-Fi sensing. From a user´s perspective, a good WiFi sensing policy should depend on both inter-AP arrival and contact duration time distributions. Prior work focuses on limited cases of those two distributions (e.g., exponential) or introduces heuristic approaches such as AI (Additive Increase). In this paper, we formulate a functional optimization problem on Wi-Fi sensing under general inter-AP and contact duration distributions, and propose how each user should sense Wi-Fi APs to strike a balance between energy efficiency and performance, depending on the users´ mobility pattern. To that end, we derive an optimal condition which sheds insights into the aging property, the key feature required by efficient Wi-Fi sensing polices. Guided by the analytical studies and the implications, we develop a new sensing algorithm, called WiSAG (Wi-Fi Sensing with AGing), which is demonstrated to outperform the existing sensing algorithms up to 34% through extensive trace-driven simulations using the real mobility traces gathered from smartphones.
Keywords :
heuristic programming; mobility management (mobile radio); optimisation; smart phones; wireless LAN; AI; Wi-Fi sensing with aging; WiSAG sensing algorithm; additive increase; contact duration distributions; energy-efficient Wi-Fi sensing policy; functional optimization problem; heuristic approaches; inter-AP arrival; smart phones; trace-driven simulations; user mobility pattern; Aging; Artificial intelligence; IEEE 802.11 Standards; Mobile communication; Optimized production technology; Sensors;
Conference_Titel :
INFOCOM, 2013 Proceedings IEEE
Conference_Location :
Turin
Print_ISBN :
978-1-4673-5944-3
DOI :
10.1109/INFCOM.2013.6567037