Since wireless channel is
vulnerable to eavesdroppers, the secrecy during message delivery is a major concern
in many applications such as commercial, governmental, and military networks.
This paper investigates information-theoretic secrecy in large-scale networks
and studies how capacity is affected by the secrecy constraint where the
locations and channel state information (CSI) of eavesdroppers are both
unknown. We consider two scenarios: 1) no colluding case where eavesdroppers
can only decode messages individually; and 2) colluding case where
eavesdroppers can collude to decode a message. For the no colluding case, we
show that the network secrecy capacity is not affected in order-sense by the
presence of eavesdroppers. For the colluding case, the per-node secrecy
capacity of Θ([1/(√n)]) can be achieved when the eavesdropper density ψe (n) is
O (n-β), for any constant β > 0 and decreases monotonously as the density of
eavesdroppers increases. The upper bounds on network secrecy capacity are
derived for both cases and shown to be achievable by our scheme when ψe (n) =O (n-β)
or ψe(n)=Ω(log[(α-2)/(α)]n), where α is the path-loss gain. We show that there
is a clear tradeoff between the security constraints and the achievable
capacity. Furthermore, we also investigate the impact of secrecy constraint on
the capacity of dense network, the impact of active attacks and other traffic
patterns, as well as mobility models in the context.
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