Santa Fe Institute Collaboration Platform

Thermodynamics of Computation

Difference between revisions of "A cost/speed/reliability tradeoff to erasing"

From Thermodynamics of Computation
(Created page with "{{Reference Material |title=A cost/speed/reliability tradeoff to erasing |reference groups=Computer Science Theory, General Non-equilibrium Statistical Physics, Stochastic The...")
 
(use Math)
 
(2 intermediate revisions by 2 users not shown)
Line 11: Line 11:
 
|doi=10.1007/978-3-319-21819-9_14
 
|doi=10.1007/978-3-319-21819-9_14
 
|isbn=9783319218182
 
|isbn=9783319218182
 +
|arxiv=https://arxiv.org/abs/1410.1710
 
|scopus=2-s2.0-84943625259
 
|scopus=2-s2.0-84943625259
 
|pui=606383559
 
|pui=606383559
|abstract=We present a KL-control treatment of the fundamental problem of erasing a bit. We introduce notions of "reliability" of information storage via a reliability timescale $\tau_r$, and "speed" of erasing via an erasing timescale $\tau_e$. Our problem formulation captures the tradeoff between speed, reliability, and the Kullback-Leibler (KL) cost required to erase a bit. We show that rapid erasing of a reliable bit costs at least $\log 2 - \log\left(1 - \operatorname{e}^{-\frac{\tau_e}{\tau_r}}\right) > \log 2$, which goes to $\frac{1}{2} \log\frac{2\tau_r}{\tau_e}$ when $\tau_r>>\tau_e$.
+
|abstract=We present a KL-control treatment of the fundamental problem of erasing a bit. We introduce notions of "reliability" of information storage via a reliability timescale <math>\tau_r</math>, and "speed" of erasing via an erasing timescale <math>\tau_e</math>. Our problem formulation captures the tradeoff between speed, reliability, and the Kullback-Leibler (KL) cost required to erase a bit. We show that rapid erasing of a reliable bit costs at least <math>\log 2 - \log\left(1 - \operatorname{e}^{-\frac{\tau_e}{\tau_r}}\right) > \log 2</math>, which goes to <math>\frac{1}{2} \log\frac{2\tau_r}{\tau_e}</math> when <math>\tau_r>>\tau_e</math>.
 
|Mendeley link=http://www.mendeley.com/research/costspeedreliability-tradeoff-erasing
 
|Mendeley link=http://www.mendeley.com/research/costspeedreliability-tradeoff-erasing
 
|pages=192-201
 
|pages=192-201

Latest revision as of 09:19, April 29, 2019

reference groups
Computer Science Theory
General Non-equilibrium Statistical Physics
Stochastic Thermodynamics
author-supplied keywords
keywords
authors
Manoj Gopalkrishnan
title
A cost/speed/reliability tradeoff to erasing
type
conference_proceedings
year
2015
pages
192-201
volume
9252
publisher
Springer Verlag
abstract
We present a KL-control treatment of the fundamental problem of erasing a bit. We introduce notions of "reliability" of information storage via a reliability timescale , and "speed" of erasing via an erasing timescale . Our problem formulation captures the tradeoff between speed, reliability, and the Kullback-Leibler (KL) cost required to erase a bit. We show that rapid erasing of a reliable bit costs at least , which goes to when .


Counts

Citation count
Page views
12

Identifiers