Agricultural and Biological Engineering, Institute of Food and Agricultural Sciences, University of Florida, Gainesville, FL, 32611, USA.
School of Population and Public Health, University of British Columbia, 2206 E Mall, Vancouver, BC V6T 1Z3, Canada.
Sci Rep. 2020 May 15;10(1):8015. doi: 10.1038/s41598-020-64789-5.
Technologies to treat wastewater in decentralized systems are critical for sustainable development. Bioreactors are suitable for low-energy removal of inorganic and organic compounds, particularly for non-potable applications where a small footprint is required. One of the main problems associated with bioreactor use is sporadic spikes of chemical toxins, including nanoparticles. Here, we describe the development of DIYBOT (Digital Proxy of a Bio-Reactor), which enables remote monitoring of bioreactors and uses the data to inform decisions related to systems management. To test DIYBOT, a household-scale membrane aerated bioreactor with real-time water quality sensors was used to treat household greywater simulant. After reaching steady-state, silver nanoparticles (AgNP) representative of the mixture found in laundry wastewater were injected into the system to represent a chemical contamination. Measurements of carbon metabolism, effluent water quality, biofilm sloughing rate, and microbial diversity were characterized after nanoparticle exposure. Real-time sensor data were analyzed to reconstruct phase-space dynamics and extrapolate a phenomenological digital proxy to evaluate system performance. The management implication of the stable-focus dynamics, reconstructed from observed data, is that the bioreactor self-corrects in response to contamination spikes at AgNP levels below 2.0 mg/L. DIYBOT may help reduce the frequency of human-in-the-loop corrective management actions for wastewater processing.
用于分散式系统处理废水的技术对于可持续发展至关重要。生物反应器适合于低能耗去除无机和有机化合物,特别是在需要小占地面积的非饮用水应用中。与生物反应器使用相关的一个主要问题是化学毒素(包括纳米颗粒)的间歇性激增。在这里,我们描述了 DIYBOT(生物反应器的数字代理)的开发,它能够远程监测生物反应器,并使用数据为与系统管理相关的决策提供信息。为了测试 DIYBOT,使用带有实时水质传感器的家用规模膜曝气生物反应器来处理家用灰水模拟物。在达到稳定状态后,将代表洗衣废水中混合物的银纳米颗粒(AgNP)注入系统以代表化学污染。在纳米颗粒暴露后,对碳代谢、出水水质、生物膜脱落率和微生物多样性进行了测量。对实时传感器数据进行了分析,以重构相空间动力学并外推现象数字代理来评估系统性能。从观测数据重建的稳定焦点动力学的管理意义是,生物反应器会在 AgNP 水平低于 2.0mg/L 时自我纠正污染峰值。DIYBOT 可能有助于减少人为干预废水处理的频率。