A world survey of artificial brain projects, Part II Biologically inspired cognitive architectures

作者:Goertzel Ben*; Lian Ruiting; Arel Itamar; de Garis Hugo; Chen Shuo
来源:Neurocomputing, 2010, 74(1-3): 30-49.
DOI:10.1016/j.neucom.2010.08.012

摘要

A number of leading cognitive architectures that are inspired by the human brain at various levels of granularity are reviewed and compared with special attention paid to the way their internal structures and dynamics map onto neural processes Four categories of Biologically Inspired Cognitive Architectures (BICAs) are considered with multiple examples of each category briefly reviewed and selected examples discussed in more depth primarily symbolic architectures (e g ACT-R) emergentist architectures (e g DeSTIN) developmental robotics architectures (e g IM-CLEVER) and our central focus hybrid architectures (e g LIDA CLARION 4D/RCS DUAL MicroPsi and OpenCog) Given the state of the art in BICA it is not yet possible to tell whether emulating the brain on the architectural level is going to be enough to allow rough emulation of brain function and given the state of the art in neuroscience it is not yet possible to connect BICAs with large-scale brain simulations in a thoroughgoing way However it is nonetheless possible to draw reasonably close function connections between various components of various BICAs and various brain regions and dynamics and as both BIC