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Mitter S.K., Newton N.J. — Information and Entropy Flow in the Kalman–Bucy Filter
Mitter S.K., Newton N.J. — Information and Entropy Flow in the Kalman–Bucy Filter



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Название: Information and Entropy Flow in the Kalman–Bucy Filter

Авторы: Mitter S.K., Newton N.J.

Аннотация:

Journal of Statistical Physics, Vol. 118, Nos. 1/2, January 2005. p. 145-176.
DOI: 10.1007/s10955-004-8781-9
We investigate the information theoretic properties of Kalman-Bucy filters in continuous time, developing notions of information supply, storage and dissipation. Introducing a concept of energy, we develop a physical analogy in which the unobserved signal describes a statistical mechanical system interacting with a heat bath. The abstract 'universe' comprising the signal and the heat bath obeys a non-increase law of entropy; however, with the introduction of partial observations, this law can be violated. The Kalman-Bucy filter behaves like a Maxwellian demon in this analogy, returning signal energy to the heat bath without causing entropy increase. This is made possible by the steady supply of new information. In a second analogy the signal and filter interact, setting up a stationary non-equilibrium state, in which energy flows between the heat bath, the signal and the filter without causing any overall entropy increase. We introduce a rate of interactive entropy flow that isolates the statistical mechanics of this flow from marginal effects. Both analogies provide quantitative examples of Landauer's Principle.


Язык: en

Рубрика: Физика/

Тип: Статья

Статус предметного указателя: Неизвестно

ed2k: ed2k stats

Год издания: 2005

Количество страниц: 32

Добавлена в каталог: 10.11.2013

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