Expected sum and maximum of displacement of random sensors for coverage of a domain
Assume that n sensors with identical range r = f(n)/2n, for some f(n) > 1 for all n, are thrown randomly and independently with the uniform distribution in the unit interval [0,1]. They are required to move to new positions so as to cover the entire unit interval in the sense that every point in the interval is within the range of a sensor. We obtain tradeoffs between the expected sum and maximum of displacements of the sensors and their range required to accomplish this task. In particular, when f(n) = 1 the expected total displacement is shown to be Θ(√n). For sensors with larger ranges we present two algorithms that prove the upper bound for the sum drops sharply as f(n) increases. The first of these holds for f(n) ≥ 6 and shows the total movement of the sensors is O ( √In n/(n)) while the second holds for 12 ≤ f(n) ≤ In n - 2 In In n and gives an upper bound of O(ln n/f(n)ef(n)/2 ). Note that the second algorithm improves upon the first for f(n) δ In In n - In In Inn. Further we show a lower bound, for any 1 ω f(n) < √n of (εf/(n)e-(1+ε)/(n)),ε> 0. For the case of the expected maximum displacement of a sensor when f(n) = 1 our bounds are (n -1/2) and for any ε > 0, O(n-1/2+ε). For larger sensor ranges (up to (1 - ε)ln n/n ε > O) the expected maximum displacement is shown to be Θ(ln n/n). We also obtain similar sum and maximum displacement and range tradeoffs for area coverage for sensors thrown at random in a unit square. In this case, for the expected maximum displacement our bounds are tight and for the expected sum they are within a factor of √ln n. Finally, we investigate the related problem of the expected total and maximum displacement for perimeter coverage (whereby only the perimeter of the region need be covered) of a unit square. For example, when n sensors of radius > 2/n are thrown randomly and independently with the uniform distribution in the interior of a unit square, we can show the total expected displacement required to cover the perimeter is n/12 + o(n).
|Keywords||Barrier, Coverage, Displacement, Mobile, Random, Sensors|
|Conference||25th ACM Symposium on Parallelism in Algorithms and Architectures, SPAA 2013|
Kranakis, E, Krizanc, D. (Danny), Morales-Ponce, O. (Oscar), Narayanan, L. (Lata), Opatrny, J. (Jaroslav), & Shende, S. (Sunil). (2013). Expected sum and maximum of displacement of random sensors for coverage of a domain. Presented at the 25th ACM Symposium on Parallelism in Algorithms and Architectures, SPAA 2013.