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阿尔法移动传感:移动环境监测的虚拟测试平台

Qi Zhou¹, Haoran Zhong¹, Linyan Li²

¹Department of Civil and Environmental Engineering, The Hong Kong University of Science and Technology, Hong Kong, China.

Building simulation

|June 26, 2023

概括

一个新的开源虚拟测试平台AlphaMobileSensing简化了环境监测的移动传感算法的开发和测试. 这个平台可以降低与现场重建和路线规划算法的现实测试相关的成本和挑战.

科学领域:

机器人与环境科学机器人与环境科学
数据处理和算法开发.

背景情况:

环境监测对于健康和富有成效的空间至关重要.
移动传感比静止方法具有优势,但需要复杂的算法.
在现实世界中测试移动传感算法是昂贵和耗时的.

研究的目的:

为了介绍AlphaMobileSensing,一个开源的虚拟测试平台.
促进移动传感算法的开发,测试和基准测试.
为了降低开发移动传感解决方案的成本和复杂性.

主要方法:

开发了一个名为AlphaMobileSensing的开源虚拟测试台.
将测试台与OpenAI Gym集成为标准化接口.
启用模拟物理场的加载,以实现现实的测试场景.

主要成果:

在虚拟静态和动态室内热环境中成功实施和测试现场重建算法.
证明了测试平台支持算法开发和评估的能力.
为移动传感研究提供了一个灵活的平台.

结论:

阿尔法移动传感为移动传感算法开发提供了一种新,高效和具有成本效益的解决方案.
虚拟测试平台解决了现实世界部署中的关键挑战.
该平台是开源的,以鼓励更广泛的采用和研究.

关键词:

环境领域的重建重建.环境监测环境监测环境监测室内环境质量室内环境质量移动传感传感器是移动传感器.

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