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A Fuzzy Logic Based System for Cloud-based Building Information Modelling Rendering Optimization in Augmented Reality

机译:增强现实中基于模糊逻辑的云建筑信息建模渲染优化系统

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In recent years, Building Information Modelling (BIM) has become the standard for managing the lifecycle of a building. The metadata embedded to BIM models can be used onsite to enhance field worker’s view with relevant information about the task. Augmented Reality (AR) is a natural candidate for enabling onsite interactions with BIM models and data, due to its ability for overlaying digital information on top of real-world objects through a digital display. However, the complexity of BIM models and the limited hardware capabilities of AR-ready devices (e.g. head mounted and mobile devices), makes it difficult to provide reliable visualizations, decreasing considerably application’s performance. This paper presents a type-1 Fuzzy Logic System (T1FLS) that helps optimizing loading of BIM 3D models in an AR application. Experiments results show that the proposed T1FLS has an average frame per second (FPS) rate of 16.33 in the selected AR headset (Microsoft HoloLens). The FPS rate when using the proposed T1FLS is in average 2.33 times better than using a fixed batch size when loading BIM 3D objects.
机译:近年来,建筑物信息模型(BIM)已成为管理建筑物生命周期的标准。可以将BIM模型中嵌入的元数据用于现场,以获取有关任务的相关信息,从而增强现场工作人员的视野。增强现实(AR)由于能够通过数字显示器将数字信息叠加在现实世界对象的顶部,因此是实现与BIM模型和数据进行现场交互的自然选择。但是,由于BIM模型的复杂性以及支持AR的设备(例如,头戴式设备和移动设备)的硬件功能有限,因此难以提供可靠的可视化效果,从而大大降低了应用程序的性能。本文提出了一种类型为1的模糊逻辑系统(T1FLS),可帮助优化AR应用程序中BIM 3D模型的加载。实验结果表明,在选定的AR头戴式受话器(Microsoft HoloLens)中,拟议的T1FLS的平均每秒帧(FPS)速率为16.33。使用拟议的T1FLS时,FPS速率平均比加载BIM 3D对象时使用固定批次大小要高2.33倍。

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