On the Critical Delays of Mobile Networks under L\'{e}vy Walks and L\'{e}vy Flights
Delay-capacity tradeoffs for mobile networks have been analyzed through a number of research work. However, L\'{e}vy mobility known to closely capture human movement patterns has not been adopted in such work. Understanding the delay-capacity tradeoff for a network with L\'{e}vy mobility c...
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Veröffentlicht in: | arXiv.org 2012-02 |
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Sprache: | eng |
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Zusammenfassung: | Delay-capacity tradeoffs for mobile networks have been analyzed through a number of research work. However, L\'{e}vy mobility known to closely capture human movement patterns has not been adopted in such work. Understanding the delay-capacity tradeoff for a network with L\'{e}vy mobility can provide important insights into understanding the performance of real mobile networks governed by human mobility. This paper analytically derives an important point in the delay-capacity tradeoff for L\'{e}vy mobility, known as the critical delay. The critical delay is the minimum delay required to achieve greater throughput than what conventional static networks can possibly achieve (i.e., \(O(1/\sqrt{n})\) per node in a network with \(n\) nodes). The L\'{e}vy mobility includes L\'{e}vy flight and L\'{e}vy walk whose step size distributions parametrized by \(\alpha \in (0,2]\) are both heavy-tailed while their times taken for the same step size are different. Our proposed technique involves (i) analyzing the joint spatio-temporal probability density function of a time-varying location of a node for L\'{e}vy flight and (ii) characterizing an embedded Markov process in L\'{e}vy walk which is a semi-Markov process. The results indicate that in L\'{e}vy walk, there is a phase transition such that for \(\alpha \in (0,1)\), the critical delay is always \(\Theta (n^{1/2})\) and for \(\alpha \in [1,2]\) it is \(\Theta(n^{\frac{\alpha}{2}})\). In contrast, L\'{e}vy flight has the critical delay \(\Theta(n^{\frac{\alpha}{2}})\) for \(\alpha\in(0,2]\). |
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ISSN: | 2331-8422 |