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Knowledge granularity spectrum, action pyramid, and the scaling problem - MaRDI portal

Knowledge granularity spectrum, action pyramid, and the scaling problem (Q2770247)

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scientific article; zbMATH DE number 1702979
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Knowledge granularity spectrum, action pyramid, and the scaling problem
scientific article; zbMATH DE number 1702979

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    16 March 2003
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    agent engeneering
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    Knowledge granularity spectrum, action pyramid, and the scaling problem (English)
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    A robotical agent must be designed to perform a task in some environment (e.g.\ finding an object in a room). The knowledge about the environment may be specified more or less finely (in gergon, with finer/coarser knowledge granularity). The finer the granularity, the better the action selected, but the longer the time needed to select it. The paper explores this tade-off. NEWLINENEWLINENEWLINEThe authors conclude that it is not possible to determine an optimal knowledge granularity in general. In the examined cases, a good performance is attained with a hierarchical, multi-layer granularity structure whereby a first set of actions is selected by a coarse layer, and then within that set a finer layer selects the final action.NEWLINENEWLINEFor the entire collection see [Zbl 0966.00020].
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