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Virtual environment for synthetic smoke clouds generation

机译:用于合成烟雾云生成的虚拟环境

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In this paper we propose a virtual environment for the creation of synthetic wildfire smoke frame sequences, able to simulate a distant smoke plume and to integrate it with an existing frame sequence. This work provides a virtual tool to measure the accuracy of existing image-based wildfire smoke detection systems without the need to produce real smoke and fires in the environments. The proposed algorithm uses a cellular model driven by the rules of propagation and collision to simulate the basic physical principles of advection, diffusion, buoyancy, and the response to external forces (such as the wind). Adverse environmental conditions like fog and low-light are also simulated, together with the introduction of noise in order to reproduce acquisition defects. The resulting frame sequences are then evaluated by using a smoke detection system, which shows that our method for virtual smoke simulation gives results comparable to real situations. The extracted data can then be used to increase the performance of smoke detection systems when few real data are available.
机译:在本文中,我们提出了一个用于创建合成野火烟雾帧序列的虚拟环境,该虚拟环境能够模拟远处的烟羽并将其与现有的帧序列集成。这项工作提供了一个虚拟工具,可以测量现有的基于图像的野火烟雾检测系统的准确性,而无需在环境中产生真实的烟雾和火灾。所提出的算法使用由传播和碰撞规则驱动的细胞模型来模拟平流,扩散,浮力以及对外力(例如风)的响应的基本物理原理。还模拟了不利的环境条件,例如雾和弱光,并引入了噪声,以重现采集缺陷。然后,通过使用烟雾检测系统评估生成的帧序列,这表明我们的虚拟烟雾模拟方法可提供与真实情况相当的结果。当实际数据很少时,提取的数据可用于提高烟雾检测系统的性能。

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