X-Git-Url: https://bilbo.iut-bm.univ-fcomte.fr/and/gitweb/prng_gpu.git/blobdiff_plain/e413aa9f2f3893a394428e26368d44eaa851a986..a12a11a39f112c043de69e8694f29b32b8c7dbc5:/prng_gpu.tex?ds=sidebyside diff --git a/prng_gpu.tex b/prng_gpu.tex index f7499d9..a32d94a 100644 --- a/prng_gpu.tex +++ b/prng_gpu.tex @@ -40,6 +40,9 @@ \newcommand{\alert}[1]{\begin{color}{blue}\textit{#1}\end{color}} + +\newcommand{\PCH}[1]{\begin{color}{blue}#1\end{color}} + \title{Efficient and Cryptographically Secure Generation of Chaotic Pseudorandom Numbers on GPU} \begin{document} @@ -166,6 +169,25 @@ property. Last, but not least, we propose a rewriting of the Blum-Goldwasser asymmetric key encryption protocol by using the proposed method. + +\PCH{ +{\bf Main contributions.} In this paper a new PRNG using chaotic iteration +is defined. From a theoretical point of view, it is proved that it has fine +topological chaotic properties and that it is cryptographically secured (when +the based PRNG is also cryptographically secured). From a practical point of +view, experiments point out a very good statistical behavior. Optimized +original implementation of this PRNG are also proposed and experimented. +Pseudo-random numbers are generated at a rate of 20GSamples/s which is faster +than in~\cite{conf/fpga/ThomasHL09,Marsaglia2003} (and with a better +statistical behavior). Experiments are also provided using BBS as the based +random generator. The generation speed is significantly weaker but, as far +as we know, it is the first cryptographically secured PRNG proposed on GPU. +Note too that an original qualitative comparison between topological chaotic +properties and statistical test is also proposed. +} + + + The remainder of this paper is organized as follows. In Section~\ref{section:related works} we review some GPU implementations of PRNGs. Section~\ref{section:BASIC RECALLS} gives some basic recalls on the well-known Devaney's formulation of chaos, @@ -1600,7 +1622,16 @@ as it is shown in the next sections. \section{Security Analysis} \label{sec:security analysis} - +\PCH{This section is dedicated to the analysis of the security of the + proposed PRNGs from a theoretical point of view. The standard definition + of {\it indistinguishability} used is the classical one as defined for + instance in~\cite[chapter~3]{Goldreich}. It is important to emphasize that + this property shows that predicting the future results of the PRNG's + cannot be done in a reasonable time compared to the generation time. This + is a relative notion between breaking time and the sizes of the + keys/seeds. Of course, if small keys or seeds are chosen, the system can + be broken in practice. But it also means that if the keys/seeds are large + enough, the system is secured.} In this section the concatenation of two strings $u$ and $v$ is classically denoted by $uv$.