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Enhanced Algorithmic Implementation to Assist Real-Time Indoor Map Generation for Vision Impaired Individuals

机译:增强的算法实现,可帮助视力障碍人士实时生成室内室内地图

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The complexity of indoor environments has made navigation difficult for vision impaired individuals as well as individuals with clear vision. Although handheld mobility devices have been developed to assist the vision impaired in navigation, they are incapable of capturing parameters such as distance, angle and direction. This paper presents an appraised framework; the Accessible Building Information Model (AccessBIM), which could be used for generating an indoor map in real-time with the classification of real world objects and their locations. The AccessBIM database is equipped with two optimization algorithms; a database optimization algorithm that reduces the time of query execution through indexing, query re-writing, schema redesigning and a memory optimization algorithm known as “Memcache”. Five scenarios were tested using a simulator to determine the accuracy of the map that is generated. The use of the two algorithms ensured that the real-time map generated through the data collected from the simulation environment was similar to the actual floor plan. Hence, it can be concluded that the AccessBIM framework has the potential to play an integral role in assistive technologies related to localization and mapping, thus significantly improving the quality of life for individuals with vision impairment.
机译:室内环境的复杂性使视障人士和有清晰视力的人士难以导航。尽管已经开发了手持式移动设备来辅助导航受损的视觉,但是它们无法捕获诸如距离,角度和方向之类的参数。本文提出了一个评估框架。可访问建筑物信息模型(AccessBIM),可用于实时生成室内地图以及对现实世界对象及其位置的分类。 AccessBIM数据库配备了两种优化算法:一种数据库优化算法,可通过建立索引,查询重写,模式重新设计和称为“ Memcache”的内存优化算法来减少查询执行时间。使用模拟器测试了五个场景,以确定所生成地图的准确性。两种算法的使用确保了通过从仿真环境收集的数据生成的实时地图类似于实际的平面图。因此,可以得出结论,AccessBIM框架有可能在与定位和制图有关的辅助技术中发挥不可或缺的作用,从而显着改善视力障碍者的生活质量。

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