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Wireless Ad Hoc and Sensor Networks

Wireless Ad Hoc and Sensor Networks

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Distributed Fair Scheduling in <strong>Wireless</strong> <strong>Ad</strong> <strong>Hoc</strong> <strong>and</strong> <strong>Sensor</strong> <strong>Networks</strong> 311LEMMA 7.3.1If the weights are updated as in Equation 7.9 for a sufficiently long interval [ t1, t2],then the weight error ̃φ ij ( k + 1 ) is bounded, provided||α < 1PROOF Using Equation 7.9 <strong>and</strong> Equation 7.13, the weight estimation erroris expressed as̃ φ ( k+ 1) = α. ̃ φ ( k) + ( 1− α) φ + β.Eij ij ij ij(7.14)Choose a Lyapunov functionV = ̃φ 2 ( k)ij(7.15)The first difference of the Lyapunov equation can be obtained as∆V = V( k+ 1) −V( k)(7.16)or∆V = ̃ 2φ k+ − ̃2( 1) φ ( k)ijij(7.17)Substituting Equation 7.14 in Equation 7.17 to get∆V = [ αφ . ̃2( k) + ( − α) φ + β. E ] − ̃21φ ( k)ij ij ij ij(7.18)Equation 7.18 can be rewritten asEquation 7.19 can be simplified asThis further implies that2∆V = αφ̃2 2 2 2 2( k) + ( 1− α) φ + βE+ 2αφ̃( 1−α)φij ij ij ij2+ 21 ( − αφβ ) E + 2αφβ ̃ E − ̃ φ( k)ij ij ij ij ij2 2 2 2 2 2∆V =−( 1− α ) ̃ φ + ( 1− α) φ + β E + 2αφ̃ ( 1−αφ )ij ij ij ij+ 21 ( − αφβ ) E + 2αφβ̃ Eij ij ij ijijij(7.19)(7.20)2ij| ∆V| ≤−( 1− α 2 ) ̃ φ + 2α ̃ φ a+b,ij(7.21)

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