Concept

Hinf norm — where it appears

The largest gain a linear system applies to any input, taken over all frequencies: the peak of its frequency response's largest singular value. A model-reduction bound is stated in it, because it bounds the worst error the reduced model can make for any signal fed to both.

Named by 2 essays across one field — each of them below, with the objects they name alongside it.

ζ = 0.03largest over-statement4.8removing one state1123456789101112345order keptbound ÷ measured errordashed: the bound attaineda mode that rings is not a heat mode

A mode that rings is counted twice

Balanced truncation's bound, twice the sum of the discarded Hankel singular values, was attained at every order on the heat model — a formula for the error rather than a bound on it. On six lightly damped oscillators it is loose at every order but the last, by factors between 1.3 and 5, at every damping from 0.7 to 0.01. The reason is visible in the singular values: a mode that rings contributes two of them, nearly equal, and removing the mode costs about what removing one would. The last mode's bound over its error is 2.02, 2.00 as the damping falls to 0.03 and 0.01. The equality was a property of modes with one singular value each.

reduction · Balanced truncation
the pair's two σ added: distance from oneworst, damping to 0.050.053worst at a resonance, damping 0.10.160.40.60.811.21.41.61.8damping ratioreading ÷ measured error0.0050.010.030.10.3order 2order 4order 6order 8order 10shaded: within ten per centa pair costs its two σ, until the modes overlap

Where a ringing mode stops being a pair

A lightly damped mode puts two nearly equal Hankel singular values into balanced truncation, and the reduction error was read as twice the larger of the first pair cut — right to two per cent at damping 0.01, wrong by half at 0.1. Read instead as the pair's two values added, the error is right to within six per cent at every order up to damping 0.05, and the pair's split turns out to be twice the damping. What it cannot do is say when the reading fails. The split predicts nothing: the widest split at damping 0.1 has the best reading. The failures come from somewhere the pair does not look — the other dropped modes' response under the peak, and a cut between two singular values that agree to under one per cent, which left a reduced model with a pole a thousand times closer to the axis than any pole of the system it came from.

reduction · Balanced truncation

Named alongside it

The objects these essays reach for when they reach for this one.

A-priori boundBalanced truncationGramianHankel singular valuesLyapunov equationTransfer functionReduced stability

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