Cognitive decisions based on a rule-based fuzzy system

Simple item page
dc.contributor.authorYuan, X.
dc.contributor.authorLiebelt, M.J.
dc.contributor.authorShi, P.
dc.contributor.authorPhillips, B.J.
dc.date.issued2022
dc.description.abstractWe develop an agent-based artificial general intelligent system that can be implemented in compact and power-efficient electronic hardware. The hardware under development is called the Street Engine, which is a hardware-based cognitive architecture for implementing agent-based artificial intelligence. In this paper, we introduce an agent-based system to replicate simple cognitive behaviours. In the processes of this system, numerical data are converted into fuzzy symbolic representations of the surrounding environment, and reasoning rules are included in a modified Fuzzy Inference System to support the cognitive decision-making. We use a case study example, the homing behaviour of the honey bee, to demonstrate constructing production rules and implementing the cognitive and reasoning capabilities of agents. The low level cognitive behaviour is converted into a rule-based fuzzy system, and hardware-based experiments have been conducted to verify the effectiveness of the proposed technique.
dc.description.statementofresponsibilityXin Yuan, Michael John Liebelt, Peng Shi, Braden J. Phillips
dc.identifier.citationInformation Sciences, 2022; 600:323-341
dc.identifier.doi10.1016/j.ins.2022.03.089
dc.identifier.issn0020-0255
dc.identifier.issn1872-6291
dc.identifier.orcidYuan, X. [0000-0001-5056-171X]
dc.identifier.orcidLiebelt, M.J. [0000-0001-6610-2876]
dc.identifier.orcidShi, P. [0000-0001-6295-0405] [0000-0001-8218-586X] [0000-0002-0864-552X] [0000-0002-1358-2367] [0000-0002-5312-5435]
dc.identifier.orcidPhillips, B.J. [0000-0001-8288-4791]
dc.identifier.urihttps://hdl.handle.net/2440/146136
dc.language.isoen
dc.publisherElsevier BV
dc.rights© 2022 Elsevier Inc. All rights reserved.
dc.source.urihttps://doi.org/10.1016/j.ins.2022.03.089
dc.subjectArtificial general intelligence; Fuzzy logic; Agent-based systems; Cognitive computation; Rule-based decisions
dc.titleCognitive decisions based on a rule-based fuzzy system
dc.typeJournal article
pubs.publication-statusPublished

Files

Collections

Research Outputs