Evaluation of the Hierarchical Temporal Memory as Soft Computing Platform and its VLSI Architecture

W. Melis, Shuhei Chizuwa, M. Kameyama
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引用次数: 20

Abstract

A large number of real world applications, like user support systems, can still not be performed easily by conventional algorithms in comparison with the human brain. Recently, such intelligence has often been reached by using probability based systems. This paper presents results on the implementation of one such user support system, namely an intention estimation information appliance system, on a Bayesian Network as well as Hierarchical Temporal Memory. The latter is a new and quite promising soft computing platform modelling the human brain, though currently only available as a software model. A second part of the paper therefore focuses on a possible VLSI architecture for Hierarchical Temporal Memory. Since it models the human brain, communication as well as memory are of high importance for this VLSI architecture.
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分层时间存储器作为软计算平台的评价及其VLSI体系结构
与人脑相比,大量现实世界的应用程序,如用户支持系统,仍然无法通过传统算法轻松执行。最近,这种智能通常是通过使用基于概率的系统来实现的。本文介绍了一种基于贝叶斯网络和分层时间记忆的意图估计信息应用系统的实现结果。后者是一种新的、非常有前途的模拟人脑的软件计算平台,尽管目前只有软件模型可用。因此,论文的第二部分着重于分层时间存储器的可能的VLSI架构。由于它模拟了人类的大脑,通信和记忆对于这个VLSI架构非常重要。
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