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Recent Advances on Context-Awareness and Data/Information Fusion in ITS

机译:最近关于上下文意识和数据/信息融合的进展

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摘要

Intelligent transportation systems (ITS) involve various emerging technologies and applications. This paper presents a comprehensive review of recent advances on data/information fusion and context-awareness referring to ITS. Data/Information fusion is necessary to fuse the data from different sensors and thereby extract relevant information on the target sources. On the other hand, context-aware information processing provides awareness of the driving environments by deploying intelligent query processing and smart information dissemination. The fusion and context-awareness should help in improving ITS operations with better road-awareness service, traffic monitoring, vehicle detection as well as development of new methods. This paper is centered on data fusion and context aware methodologies developed recently in the areas of ITS rather than on their ITS applications. We found that the recent progresses in ITS fusion are devoted to the potential cooperative approaches providing real-time/dynamic vehicle sensing technologies, whereas the recent context awareness techniques are deploying service concepts (e.g. location aware service) and frameworks. It is believed that the newly developed advanced fusion/context-aware techniques are becoming more effective to tackle complex traffic scenarios (e.g. traffic intersection) as well as complex urban environments.
机译:智能交通系统(其)涉及各种新兴技术和应用。本文提出了对数据/信息融合和上下文意识的最新进展的全面审查。数据/信息融合是从不同传感器融合的数据,从而提取关于目标源的相关信息。另一方面,上下文信息处理通过部署智能查询处理和智能信息传播来提供对驾驶环境的认识。融合和上下文意识应该有助于改善其具有更好的道路意识服务,交通监控,车辆检测以及新方法的开发的运营。本文以数据融合和上下文意识的方法为中心,最近在其应用程序的应用领域开发。我们发现其融合中最近的进展致力于提供实时/动态车辆传感技术的潜在合作方法,而最近的上下文意识技术正在部署服务概念(例如位置感知服务)和框架。据信,新开发的高级融合/环境感知技术越来越有效地解决复杂的交通场景(例如交通交叉路口)以及复杂的城市环境。

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