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The Internet Search Engines Based on Artificial Neural Systems Implemented in Hardware would Enable a Powerful and Flexible Context-Based Research of Professional and Scientific Documents

机译:基于硬件实现的基于人工神经系统的Internet搜索引擎将使强大而灵活的基于上下文的专业和科学文档研究成为可能

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This document describes a feasibility study on the development of a new generation of Internet Search Engines that should enable the professional user to search documents by complex contexts instead of single words linked by logical conditions. The method is well known in the literature and is, often, correlated to the WEB-SOM neural methodology. This paper approaches the problem with a new perspective that uses a hierarchical structure of the contexts and the latest neuromorphic VLSI chip technology. The user can search documents giving as input a reference document that is used by the neural search engine in order to find similar documents.The methodologies analysed in this paper share the same neuromorphic hardware technology and the responsiveness to the document context. However different architectural approaches are described. One of the proposed methods is based on a user-friendly X3D (successor of the Virtual Reality Modeling Language) GUI (Graphical User Interface). The other proposed methods use simpler GUIs that seem to be less attractive but, perhaps, more effective.
机译:本文档介绍了有关开发新一代Internet搜索引擎的可行性研究,该搜索引擎应使专业用户能够通过复杂的上下文而不是通过逻辑条件链接的单个单词来搜索文档。该方法在文献中是众所周知的,并且通常与WEB-SOM神经方法相关。本文以一种新的观点来解决这个问题,该观点使用了上下文的层次结构和最新的神经形态VLSI芯片技术。用户可以搜索作为参考文件输入的文件,该文件供神经搜索引擎使用以查找相似的文件。本文分析的方法共享相同的神经形态硬件技术和对文件上下文的响应能力。然而,描述了不同的架构方法。所提出的方法之一是基于用户友好的X3D(虚拟现实建模语言的后代)GUI(图形用户界面)的。其他提议的方法使用了较简单的GUI,这些GUI似乎不那么吸引人,但也许更有效。

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