Grossberg S
Department of Cognitive and Neural Systems, Boston University, MA 02215, USA.
Conscious Cogn. 1999 Mar;8(1):1-44. doi: 10.1006/ccog.1998.0372.
The processes whereby our brains continue to learn about a changing world in a stable fashion throughout life are proposed to lead to conscious experiences. These processes include the learning of top-down expectations, the matching of these expectations against bottom-up data, the focusing of attention upon the expected clusters of information, and the development of resonant states between bottom-up and top-down processes as they reach an attentive consensus between what is expected and what is there in the outside world. It is suggested that all conscious states in the brain are resonant states and that these resonant states trigger learning of sensory and cognitive representations. The models which summarize these concepts are therefore called Adaptive Resonance Theory, or ART, models. Psychophysical and neurobiological data in support of ART are presented from early vision, visual object recognition, auditory streaming, variable-rate speech perception, somatosensory perception, and cognitive-emotional interactions, among others. It is noted that ART mechanisms seem to be operative at all levels of the visual system, and it is proposed how these mechanisms are realized by known laminar circuits of visual cortex. It is predicted that the same circuit realization of ART mechanisms will be found in the laminar circuits of all sensory and cognitive neocortex. Concepts and data are summarized concerning how some visual percepts may be visibly, or modally, perceived, whereas amodal percepts may be consciously recognized even though they are perceptually invisible. It is also suggested that sensory and cognitive processing in the What processing stream of the brain obey top-down matching and learning laws that are often complementary to those used for spatial and motor processing in the brain's Where processing stream. This enables our sensory and cognitive representations to maintain their stability as we learn more about the world, while allowing spatial and motor representations to forget learned maps and gains that are no longer appropriate as our bodies develop and grow from infanthood to adulthood. Procedural memories are proposed to be unconscious because the inhibitory matching process that supports these spatial and motor processes cannot lead to resonance.
我们的大脑在一生中以稳定的方式持续了解不断变化的世界的过程,被认为会导致有意识的体验。这些过程包括自上而下期望的学习、将这些期望与自下而上的数据进行匹配、将注意力集中在预期的信息簇上,以及在自下而上和自上而下的过程之间形成共振状态,因为它们在预期的事物和外部世界中实际存在的事物之间达成了注意力上的共识。有人提出,大脑中的所有有意识状态都是共振状态,并且这些共振状态会触发感觉和认知表征的学习。因此,总结这些概念的模型被称为自适应共振理论(ART)模型。本文展示了支持ART的心理物理学和神经生物学数据,涉及早期视觉、视觉物体识别、听觉流、变速语音感知、体感感知以及认知 - 情感交互等方面。值得注意的是,ART机制似乎在视觉系统的所有层面都起作用,并提出了这些机制是如何通过视觉皮层已知的分层回路来实现的。预计在所有感觉和认知新皮层的分层回路中都能找到ART机制的相同回路实现方式。文中总结了一些概念和数据,关于某些视觉感知如何以可见或模态的方式被感知,而无模态感知尽管在感知上不可见但仍可被有意识地识别。还提出大脑中“什么”处理流中的感觉和认知处理遵循自上而下的匹配和学习规律,这些规律通常与大脑“哪里”处理流中用于空间和运动处理的规律互补。这使得我们的感觉和认知表征在我们对世界了解更多时能够保持其稳定性,同时允许空间和运动表征忘记不再适用于我们身体从婴儿期到成年期发展和成长的已学习地图和增益。程序性记忆被认为是无意识的,因为支持这些空间和运动过程的抑制性匹配过程无法导致共振。