实测8个声学通信方案,发现多数在真实环境不可靠。
Evaluating Acoustic Data Transmission Schemes for Ad-Hoc Communication Between Nearby Smart Devices
- 搭建真实设备测试平台,覆盖11000次传输
- 室内多径效应和设备差异导致传输失败率高
- 开源代码与数据集,支持未来研究复现
声学数据传输利用手机和物联网设备的扬声器与麦克风,是蓝牙和NFC的潜在替代方案。然而,现有研究多依赖仿真或有限的设备测试,难以评估实际可靠性。我们系统回顾了31项针对商用设备的声学通信研究,发现均未提供可访问源码。通过联系作者并重实现三个有前景的方案,构建了包含八个代表性系统的测试平台。在真实室内环境和消声室中,完成超过11000次智能手机传输测试,提出一种系统化、可重复的评估方法,验证方案在真实条件下的可靠性和泛化能力。结果表明,许多现有方案在实际应用中面临挑战,主要源于室内严重的多径传播及不同设备间的音频特性差异。为支持未来研究并推动更稳健的评估,我们发布重实现代码与首个真实的声学传输数据集。研究强调了严格的设备端测试的重要性,并呼吁设计更具鲁棒性的策略,以弥合仿真结果与可靠物联网部署之间的差距。
原文摘要 · Abstract (English)
Acoustic data transmission offers a compelling alternative to Bluetooth and NFC by leveraging the ubiquitous speakers and microphones in smartphones and IoT devices. However, most research in this field relies on simulations or limited on-device testing, which makes the real-world reliability of proposed schemes difficult to assess. We systematically reviewed 31 acoustic communication studies for commodity devices and found that none provided accessible source code. After contacting authors and re-implementing three promising schemes, we assembled a testbed of eight representative acoustic communication systems. Using over 11000 smartphone transmissions in both realistic indoor environments and an anechoic chamber, we provide a systematic and repeatable methodology for evaluating the reliability and generalizability of these schemes under real-world conditions. Our results show that many existing schemes face challenges in practical usage, largely due to severe multipath propagation indoors and varying audio characteristics across device models. To support future research and foster more robust evaluations, we release our re-implementations alongside the first comprehensive dataset of real-world acoustic transmissions. Overall, our findings highlight the importance of rigorous on-device testing and underscore the need for robust design strategies to bridge the gap between simulation results and reliable IoT deployments.
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