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arXiv:1603.07758cond-mat.stat-mech

A universal tradeoff between power, precision and speed in physical communication

Subhaneil Lahiri, Jascha Sohl-Dickstein, Surya Ganguli

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Abstract

Maximizing the speed and precision of communication while minimizing power dissipation is a fundamental engineering design goal. Also, biological systems achieve remarkable speed, precision and power efficiency using poorly understood physical design principles. Powerful theories like information theory and thermodynamics do not provide general limits on power, precision and speed. Here we go beyond these classical theories to prove that the product of precision and speed is universally bounded by power dissipation in any physical communication channel whose dynamics is faster than that of the signal. Moreover, our derivation involves a novel connection between friction and information geometry. These results may yield insight into both the engineering design of communication devices and the structure and function of biological signaling systems.

arXiv comments
15 pages, 3 figures
Journal reference
DOI
Subjects
cond-mat.stat-mechStatistical Mechanics cs.ITInformation Theory physics.bio-phBiological Physics q-bio.NCNeurons and Cognition stat.MLMachine Learning (Statistics)

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    • As far as I know, a good differential-geometric understanding of nonequilibrium thermodynamics still hasn't been achieved. The central issue is understanding how changes in control parameters (for instance concentrations of catalysts in a chemical system, or local fields in a…

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