Extraction of knowledge from multimodal flows
of unstructured data on the basis of self-organization
of multi-agent cognitive architecture
of the mobile robot
Abstract:
The problem of knowledge acquisition from unstructured multi-modal data streams is considered in
the context of the construction by the mobile robot, immersed in a real environment, the epistemology,
allowing it to achieve the successful implementation of the desired functionality. The recursive cognitive
multi-agent architecture is used as the basis of adaptive robot control system. Self-organization of that
architecture results in the construction of causal dependencies, expressed in terms of production rules,
forming in the knowledge bases of agents. A program for 3D-visualization has been developed. An example of the construction of the epistemology of the robot based on multi-modal data is presented.
Keywords:multiagent cognitive architectures, knowledge acquisition, multimodal data streams, mobile robots.