Three pillar information management system for modeling the environment of autonomous systems

Ioana Gheta, M. Baum, Andrey Belkin, J. Beyerer, U. Hanebeck
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引用次数: 3

Abstract

This contribution is about an information management and storage system for modeling the environment of autonomous systems. The three pillars of the system consist of prior knowledge, environment model and sensory information. The main pillar is the environment model, which supplies the autonomous system with relevant information about its current environment. For this purpose, an abstract representation of the real world is created, where instances with attributes and relations serve as virtual substitutes of entities (persons and objects) of the real world. The environment model is created based on sensory information about the real world. The gathered sensory information is typically uncertain in a stochastic sense and is represented in the environment model by means of Degree-of-Belief (DoB) distributions. The prior knowledge contains all relevant background knowledge (e. g., concepts organized in ontologies) for creating and maintaining the environment model. The concept of the three pillar information system has previously been published. Therefore this contribution focuses on further central properties of the system. Furthermore, the development status and possible applications as well as evaluation scenarios are discussed.
自主系统环境建模的三支柱信息管理系统
这个贡献是关于一个用于建模自治系统环境的信息管理和存储系统。该系统的三大支柱是先验知识、环境模型和感官信息。主要支柱是环境模型,它为自治系统提供有关其当前环境的相关信息。为此目的,创建了现实世界的抽象表示,其中具有属性和关系的实例充当现实世界实体(人和对象)的虚拟替代品。环境模型是基于真实世界的感官信息创建的。收集到的感官信息在随机意义上通常是不确定的,并且在环境模型中通过置信度(DoB)分布表示。先验知识包含创建和维护环境模型的所有相关背景知识(例如,在本体中组织的概念)。三支柱信息系统的概念先前已发表。因此,这篇文章关注的是系统的进一步中心属性。并对其发展现状、应用前景及评价方案进行了讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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