Neural schema architecture for the robots and the advancements

Saksham Shivasish, Shailendra Narayan Singh · 2025

With the advancement in the complexity of the behavior & functioning of the autonomous robots, a number of more avant-garde software architecture is needed for withstanding trailblazing & sophisticated robotic software. This advanced software must support critically complex workings of robots ranging from adaptation to the level of learning which are carried out and executed in a systematic and pinpointed way by the neural networks. In this paper, we are covering and elaborating schema for the neural based architecture for the resolving of the complexity of the autonomous robots and their implementations both on the real globe & stimulated one. The reason for the development of this software-based architecture is for adaptive robotic agents & we term these robotic advancements as ecological robots, that in real sense co-operate hand in hand & compete to & with others of their kind in order to adapt their environment. The interference of a numerous developments & the execution systems like NSL which is expanded as neural stimulation language is that what we get this software architecture. Some other execution systems which aid to the architecture are ASL, expanded as Abstract schema language, MissionLab. This MissionLab is a mission-oriented stimulation & robot system that is based entirely on schema. The shaping of the Brain Theory (BT), or the Cognitive Psychology is attributed to this work, which has its applications in the fields of Distributed Artificial Intelligence, Autonomous agents followed by robotics.

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