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Designing memory systems for 'conscious' software agents.

机译:为“有意识的”软件代理设计内存系统。

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This research work is focused on modeling and design of various memory systems and processes in cognitive software agents. Human memory seems to come in myriad forms: sensory, procedural, working, declarative, episodic, semantic, long-term memory, long-term working memory and possibly others as well. This research attempts to model transient episodic memory, declarative memory and the consolidation process from transient episodic memory to declarative memory. This modeling is done in the context of cognitive software agents like IDA, the Intelligent Distribution Agent built for the U.S. Navy. The goal of this research is to develop some of the memory tools needed to build intelligent software systems, while attempting to understand how the human cognitive processes come about.; We have designed and implemented a modification to Kanerva's Sparse Distributed Memory (SDM) architecture. The modification provides significant performance improvement over the original SDM. This architecture promises to be an ideal candidate for memory systems with partial writes as well as partial read-cues. We have also implemented several decay mechanisms for this modified architecture, to enable its use as Transient Episodic Memory (TEM) in 'conscious' software agents. Further, we have proposed a design for memory-consolidation from TEM to declarative memory (DM) in cognitive software agents.
机译:这项研究工作专注于认知软件代理中各种内存系统和过程的建模和设计。人类记忆似乎以多种形式出现:感觉,程序,工作,陈述,情节,语义,长期记忆,长期工作记忆,以及其他可能的记忆。本研究试图对瞬时情景记忆,陈述性记忆以及从瞬时情景记忆到陈述性记忆的整合过程进行建模。这种建模是在认知软件代理(如IDA,为美国海军构建的智能分发代理)的环境下完成的。该研究的目的是开发一些构建智能软件系统所需的存储工具,同时试图了解人类的认知过程是如何产生的。我们已经设计并实现了对Kanerva的稀疏分布式内存(SDM)架构的修改。与原始SDM相比,此修改可显着提高性能。这种架构有望成为具有部分写入和部分读取提示的存储系统的理想选择。我们还为这种经过修改的体系结构实现了几种衰减机制,以使其能够在“有意识的”软件代理中用作瞬态事件存储器(TEM)。此外,我们提出了一种用于认知软件代理中从TEM到声明性内存(DM)的内存合并的设计。

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