TY - GEN
T1 - On-line search for mobile users
AU - Naor, Zohar
PY - 2005
Y1 - 2005
N2 - The problem of searching for mobile users in cellular networks is addressed in this study. Previous studies addressing this issue have focused on the problem of searching for a single user. The underlying assumption for this approach is that some straightforward strategy of searching for multiple users can be easily derived from a single user search strategy. Unfortunately, this assumption is violated very often in practice. As it is shown in this study, the problem of maximizing the expected rate of successful searches under delay and bandwidth constraints is NP-hard. Given the conditions that each search for a single user must be over during a pre-defined time period, and that the bandwidth available for search operations is bounded from above by a pre-defined constant, when the potential locations of different users overlap, the derivation of an optimal concurrent search for many independent users from a set of optimal single user searches is NP-hard. Unfortunately, very often the potential locations of different users overlap. In reality, a cellular network has to serve many competing search requests sharing a limited bandwidth. Since the problem of maximizing the expected rate of successful searches under delay and bandwidth constraints is NP-hard, this study proposes an approximation algorithm, that is optimal for most probable cases, and nearly optimal for the worst case condition. Even under the worst case condition, the proposed method can potentially increase the expected rate of successful searches by 100%. Moreover, the proposed search strategy outperforms a greedy search strategy, that considers only the users' location probabilities and ignores their dead-line constraints. Under certain conditions, the expected rate of successful searches generated by the proposed method is twice the equivalent rate generated by the greedy search strategy. In addition, the proposed search strategy outperforms a heuristic algorithm that searches around the user last known location.
AB - The problem of searching for mobile users in cellular networks is addressed in this study. Previous studies addressing this issue have focused on the problem of searching for a single user. The underlying assumption for this approach is that some straightforward strategy of searching for multiple users can be easily derived from a single user search strategy. Unfortunately, this assumption is violated very often in practice. As it is shown in this study, the problem of maximizing the expected rate of successful searches under delay and bandwidth constraints is NP-hard. Given the conditions that each search for a single user must be over during a pre-defined time period, and that the bandwidth available for search operations is bounded from above by a pre-defined constant, when the potential locations of different users overlap, the derivation of an optimal concurrent search for many independent users from a set of optimal single user searches is NP-hard. Unfortunately, very often the potential locations of different users overlap. In reality, a cellular network has to serve many competing search requests sharing a limited bandwidth. Since the problem of maximizing the expected rate of successful searches under delay and bandwidth constraints is NP-hard, this study proposes an approximation algorithm, that is optimal for most probable cases, and nearly optimal for the worst case condition. Even under the worst case condition, the proposed method can potentially increase the expected rate of successful searches by 100%. Moreover, the proposed search strategy outperforms a greedy search strategy, that considers only the users' location probabilities and ignores their dead-line constraints. Under certain conditions, the expected rate of successful searches generated by the proposed method is twice the equivalent rate generated by the greedy search strategy. In addition, the proposed search strategy outperforms a heuristic algorithm that searches around the user last known location.
KW - Cellular networks
KW - Location management
KW - Mobile
KW - Multiple search
KW - Paging
UR - http://www.scopus.com/inward/record.url?scp=25844476219&partnerID=8YFLogxK
U2 - 10.1109/INFCOM.2005.1498345
DO - 10.1109/INFCOM.2005.1498345
M3 - Conference contribution
AN - SCOPUS:25844476219
SN - 0780389689
T3 - Proceedings - IEEE INFOCOM
SP - 1186
EP - 1195
BT - Proceedings - IEEE INFOCOM 2005. The Conference on Computer Communications - 24th Annual Joint Conference of the IEEE Computer and Communications Societies
A2 - Makki, K.
A2 - Knightly, E.
T2 - IEEE INFOCOM 2005
Y2 - 13 March 2005 through 17 March 2005
ER -