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知覚モデルarXiv:2006.02771

量子様式ロボット知覚モデルの予備研究

A Preliminary Study for a Quantum-like Robot Perception Model

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限られたセンシング能力を持つロボットに対し、量子論の重ね合わせや干渉を応用した知覚モデルの実現可能性をシミュレーションで検討した研究。

著者: Davide Lanza, Paolo Solinas, Fulvio Mastrogiovanni

分類: cs.RO, quant-ph

原文アブストラクト

Formalisms based on quantum theory have been used in Cognitive Science for decades due to their descriptive features. A quantum-like (QL) approach provides descriptive features such as state superposition and probabilistic interference behavior. Moreover, quantum systems dynamics have been found isomorphic to cognitive or biological systems dynamics. The objective of this paper is to study the feasibility of a QL perception model for a robot with limited sensing capabilities. We introduce a case study, we highlight its limitations, and we investigate and analyze actual robot behaviors through simulations, while actual implementations based on quantum devices encounter errors for unbalanced situations. In order to investigate QL models for robot behavior, and to study the advantages leveraged by QL approaches for robot knowledge representation and processing, we argue that it is preferable to proceed with simulation-oriented techniques rather than actual realizations on quantum backends.

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