Understanding and mitigating global change with aquatic sensors: current challenges and future prospects

Dermot Diamond, Rick A. Relyea, Margaret McCaul
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Abstract

Human activities are causing global change around the world including habitat destruction, invasive species in non-native ecosystems, overexploitation, pollution, and global climate change. While traditional monitoring has long been used to quantify and aid mitigation of global change, in-situ autonomous sensors are being increasingly used for environmental monitoring. Sensors and sensor platforms that can be deployed in developed and remote areas and allow high-frequency data collection, which is critical for parameters that exhibit important short-term dynamics on the scale of days, hours, or minutes. In this article, we discuss the benefits of in-situ autonomous sensors in aquatic ecosystems as well as the many challenges that we have experienced over many years of working with these technologies. These challenges include decisions on sensor locations, sensor types, analytical specification, sensor calibration, sensor drift, the role of environmental conditions, sensor fouling, service intervals, cost of ownership, and data QA/QC. These challenges result in important tradeoffs when making decisions regarding which sensors to deploy, particularly when a network of sensors is desired to cover a large area. We also review recent advances in designing and building chemical-sensor platforms that are allowing researchers to develop the next-generation of autonomous sensors and the power of integrating multiple sensors into a network that provides increased insight into the dynamics of water quality over space and time. In the coming years, there will be an exponential growth in data related to aquatic sensing, which will be an essential part of global efforts to monitor and mitigate global change and its adverse impacts on society.
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利用水生传感器了解和减缓全球变化:当前的挑战和未来的前景
人类活动正在全球范围内引起全球变化,包括栖息地破坏、外来生态系统物种入侵、过度开发、污染和全球气候变化。虽然传统的监测长期以来一直用于量化和帮助减缓全球变化,但原位自主传感器正越来越多地用于环境监测。传感器和传感器平台可以部署在发达地区和偏远地区,并允许高频数据收集,这对于在几天、几小时或几分钟的尺度上显示重要的短期动态参数至关重要。在这篇文章中,我们讨论了原位自主传感器在水生生态系统中的好处,以及我们多年来使用这些技术所经历的许多挑战。这些挑战包括传感器位置、传感器类型、分析规格、传感器校准、传感器漂移、环境条件的作用、传感器污垢、维修间隔、拥有成本和数据QA/QC。在决定部署哪些传感器时,这些挑战导致了重要的权衡,特别是当传感器网络需要覆盖大面积时。我们还回顾了化学传感器平台的设计和建造方面的最新进展,这些平台使研究人员能够开发下一代自主传感器,并将多个传感器集成到一个网络中,从而更好地了解水质随时间和空间的动态变化。未来几年,与水生传感有关的数据将呈指数级增长,这将成为监测和减轻全球变化及其对社会不利影响的全球努力的重要组成部分。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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