Deena Hannoun’s research while affiliated with Southern Nevada Water Authority and other places

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Publications (14)


Recycled Water Flow Changes From the SARS ‐ CoV ‐2 Pandemic in Southern Nevada: Forecasting Improvements and Hydrodynamic Modeling
  • Article

April 2025

JAWRA Journal of the American Water Resources Association

Chang L. Vang

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Deena Hannoun

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Todd Tietjen

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Charlotte van der Nagel

The Las Vegas Wash (the Wash) provides a mechanism for delivering recycled indoor water used in the Las Vegas Valley, NV to the most downstream basin of Lake Mead. The Wash introduces different water quality to Lake Mead, including higher nitrogen and phosphorus concentrations, and it may contain constituents common to urban runoff including microbial organisms and trace contaminants. A strong link has been established between the residential population of the Las Vegas Valley and the mean annual flowrate in the Wash; however, with the onset of the SARS‐CoV‐2 pandemic in 2020, significantly reduced tourism led to reduced flow in the Wash. This work expands previous modeling efforts which project Wash flowrates based on population projections by incorporating tourism numbers, using the individuals employed in hospitality as a surrogate. The resulting model suggests that mean yearly Wash flowrates could increase 20.6%–23.2% (between 1.95 and 2.19 by 2060, compared to 2022 levels. Numerical simulations of Lake Mead show that these increased Wash flowrates are not expected to have a significant thermal influence on either the drinking water intake (Intake) or Hoover Dam outflows. The Wash delivers about MW of heat into Lake Mead, while heat transfer at the Intake and Hoover Dam water columns was two orders of magnitude less. Wash water concentration and salinity increased in the simulations at the Intake and Hoover Dam outflows, respectively, by at most 0.91% and 1.3%.


Fig. 1 Schematic of top-down versus bottom-up QMRAs.
Fig. 2 Differences between DFR, IPR, and DPR (raw water augmentation and treated water augmentation).
Fig. 3 Impact of norovirus dose-response model on risk:
Fig. 4 Conceptual diagram of the credited effectiveness of different treatment processes on protozoa and viruses. LRVs from Soller et al. 45 Note that observed treatment efficacy may be substantially different from credited treatment efficacy, resulting in an LRV 'gap'.
Fig. 5 Impact of number of consumption events on risk.
Review of quantitative microbial risk assessments for potable water reuse
  • Article
  • Full-text available

January 2025

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36 Reads

Environmental Science: Water Research & Technology

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Charlotte van der Nagel

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Katherine Crank

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[...]

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Daniel Gerrity

This review identified 30 studies from 1992–2024 that performed quantitative microbial risk assessments on potable reuse and compared individual assumptions, summarized influential parameters, and analyzed results.

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Fig. 4 Distributions of AdV across facilities, along with corresponding detection rates. Censored data estimated for visualization using ROS. Dashed lines indicate the overall combined fitted distribution means, taking into account left-censored data.
Fig. 5 Measured GC : IU ratios for (a) AdV and (b) EnV plotted with the fitted log 10 normal distributions (AdV: μ = 3.67, σ = 1.12; EnV: μ = 2.45, σ = 0.84). Non-detects are omitted from the plots but were used in the censored distribution fitting. Solid black vertical lines represent standard deviations from the 50th percentile.
Summary of WWTP sampling locations and sample characteristics
Summary statistics for all targets (recovery corrected). Corresponding non-recovery-corrected data are available in Table S9 †
Pandemic phase characteristics
Pathogen and indicator trends in southern Nevada wastewater during and after the COVID-19 pandemic

January 2025

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20 Reads

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1 Citation

Environmental Science: Water Research & Technology

Wastewater samples spanning three years were analyzed for human enteric pathogens and fecal indicators, highlighting seasonal, geographic, and pandemic-related variations of interest for water reuse, microbial risk assessment, and source tracking.


Fish Health Altered by Contaminants and Low Water Temperatures Compounded by Prolonged Regional Drought in the Lower Colorado River Basin, USA

September 2024

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33 Reads

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1 Citation

The goal of this study was to assess health of male Common Carp (carp, Cyprinus carpio) at four sites with a wide range in environmental organic contaminant (EOC) concentrations and water temperatures in Lake Mead National Recreation Area NV/AZ, US, and the potential influence of regional drought. Histological and reproductive biomarkers were measured in 17–30 carp at four sites and 130 EOCs in water per site were analyzed using passive samplers in 2010. Wide ranges among sites were noted in total EOC concentrations (>10Xs) and water temperature/degree days (10Xs). In 2007/08, total polychlorinated biphenyls (tPCBs) in fish whole bodies from Willow Beach (WB) in the free-flowing Colorado River below Hoover Dam were clearly higher than at the other sites. This was most likely due to longer exposures in colder water (12–14 °C) and fish there having the longest lifespan (up to 54 years) for carp reported in the Colorado River Basin. Calculated estrogenicity in water exceeded long-term, environmentally safe criteria of 0.1–0.4 ng/L by one to three orders of magnitude at all sites except the reference site. Low ecological screening values for four contaminants of emerging concern (CEC) in water were exceeded for one CEC in the reference site, two in WB and Las Vegas Bay and three in the most contaminated site LVW. Fish health biomarkers in WB carp had 25% lower liver glycogen, 10Xs higher testicular pigmented cell aggregates and higher sperm abnormalities than the reference site. Sperm from LVW fish also had significantly higher fragmentation of DNA, lower motility and testis had lower percent of spermatozoa, all of which can impair reproduction. Projections from a 3D water quality model performed for WB showed that EOC concentrations due to prolonged regional drought and reduced water levels could increase as high as 135%. Water temperatures by late 21st century are predicted to rise between 0.7 and 2.1 °C that could increase eutrophication, algal blooms, spread disease and decrease dissolved oxygen over 5%.




Figure 4. Annual probability of infection (P inf,annual ) from L. pneumophila across the eight scenarios with an influent L. pneumophila concentration of 1 gc/L.
Figure 5. Annual probability of a CSI (P csi,annual ) from L. pneumophila (Legionnaire's Disease) across the eight scenarios with an influent L. pneumophila concentration of 1 gc/L.
Quantitative Microbial Risk Assessment Framework Incorporating Water Ages with Legionella pneumophila Growth Rates

April 2024

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50 Reads

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4 Citations

Environmental Science and Technology

Water age in drinking water systems is often used as a proxy for water quality but is rarely used as a direct input in assessing microbial risk. This study directly linked water ages in a premise plumbing system to concentrations of Legionella pneumophila via a growth model. In turn, the L. pneumophila concentrations were used for a quantitative microbial risk assessment to calculate the associated probabilities of infection (Pinf) and clinically severe illness (Pcsi) due to showering. Risk reductions achieved by purging devices, which reduce water age, were also quantified. The median annual Pinf exceeded the commonly used 1 in 10,000 (10–4) risk benchmark in all scenarios, but the median annual Pcsi was always 1–3 orders of magnitude below 10–4. The median annual Pcsi was lower in homes with two occupants (4.7 × 10–7) than with one occupant (7.5 × 10–7) due to more frequent use of water fixtures, which reduced water ages. The median annual Pcsi for homes with one occupant was reduced by 39–43% with scheduled purging 1–2 times per day. Smart purging devices, which purge only after a certain period of nonuse, maintained these lower annual Pcsi values while reducing additional water consumption by 45–62%.



Figure 4. Spring regression tree
Resubstitution loss and cross validation loss from fitrtree using all categorical predictors.
Out of bag errors from treebagger using all categorical predictors
Exploration of a Filtration Model Variable Space using Machine Learning

June 2023

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73 Reads

Within this paper, a machine learning algorithm is used to investigate the importance of certain setpoints and parameters in the filtration processes of a large-scale water treatment facility. Previously, a model for the filtration process based on Run-to-Run Control was proposed and tested against sample data from the treatment plant, but it was quickly found that such a model was incompatible for successfully computing setpoints of operation which minimize the energy cost of running the filtration systems. The machine learning model described herein is an attempt to elucidate the importance of the available data on the filtration systems and to identify the most important variables that influence the filtration run time.



Citations (8)


... The results of this study demonstrate the utility of measuring microbial enzyme function as a biomarker reflecting OWC presence. In conducting aquatic ecosystem conservation studies, prior to implementing resource-intensive analytical chemistry detections, Ames tests, or laboratory studies on plankton, periphyton, or fish health and reproductive condition at a site of concern for potential OWC input in vulnerable watersheds [21,43], this FCM method is a useful predictor based on evaluating physiological activity of bacteria from the water column. The field water sampling was identical to that in current use, thus serving as a complement to typical nutrient sampling [12], and it can aid in ascertaining whether there is a need for further water testing or in-depth analytical chemistry of water or biota (Table 1). ...

Reference:

Flow Cytometric Detection of Waterborne Bacteria Metabolic Response to Anthropogenic Chemical Inputs to Aquatic Ecosystems
Fish Health Altered by Contaminants and Low Water Temperatures Compounded by Prolonged Regional Drought in the Lower Colorado River Basin, USA

... [57] addressed the class imbalance in their dataset by applying oversampling techniques to predict cyanobacteria blooms in Chilgok, South Korea, using a classification-based machine learning model. Similarly, [25] dealt with a binary class imbalance problem, where normal cases outnumbered algae or wastewater cases in detecting de facto reuse and cyanobacteria in drinking water intake. They employed Cohen's Kappa, boosting, and bagging methods to mitigate the imbalance and used accuracy as a key performance metric. ...

Classification machine learning to detect de facto reuse and cyanobacteria at a drinking water intake

The Science of The Total Environment

... Such outbreaks have been linked to the presence of Legionella in domestic hot water supplies, showerheads, cooling towers, and other water systems [8][9][10]. These man-made aquatic environments share a common characteristic: the generation and spread of inhalable aerosols [11]. ...

Quantitative Microbial Risk Assessment Framework Incorporating Water Ages with Legionella pneumophila Growth Rates

Environmental Science and Technology

... The NaCl rejection by the commercial NF membrane ranges from 20 to 60% (Ray et al. 2024). Due to this wide range, it was challenging to accurately estimate the impact of post-treatment on NaCl rejection. ...

Pilot evaluation of the potential log removal credit using chemical markers for reverse osmosis and nanofiltration
  • Citing Article
  • November 2023

Desalination

... Declining reservoir elevations have caused increases in the temperature of water released from dams, as well as increasing reemergence of riverine habitats near the inlets of some large reservoirs in the American Southwest. For example, the Colorado River in Grand Canyon Lake Mead has experienced a 71% decline in volume since 2000 creating additional lotic habitat in the inlet with elevated temperatures in comparison to the river system upstream (Hannoun and Tietjen 2023;Keggeries et al. 2020). These newly exposed lotic environments in the Colorado River provide additional riverine habitat with more suitable abiotic conditions to lotic fauna. ...

Lake management under severe drought: Lake Mead, Nevada/Arizona
  • Citing Article
  • December 2022

JAWRA Journal of the American Water Resources Association

... Hydropower plants rely heavily on the water flow consistency of rivers filling up the reservoirs which in recent times have faced increasing variability as the environmental changes disrupt natural hydrological cycles with most of the plants struggling with significant power reduction and even to some extent closing down [66]. The Hoover Dam in the southwestern United States with an annual drying rate of 0.54% [67], the Guri Dam in Venezuela where water is gradually depleting, resulting in rolling blackouts and power rationing in the country [68], the Kariba Dam in Zambia and Zimbabwe, which has had its water recently depleted with the countries experiencing frequent power blackouts [69,70], the Itaipu hydroelectric power plant in Brazil and Uruguay, affected by the disruption of water flow in Paraná River due to droughts [71], and the Three Gorges Dam in China impacted by the Yangtze River Basin's severe drought [72] are a few examples highlighting the widespread consequences of climate change on hydropower, emphasizing the need for adaptive sophisticated management techniques. Mathematical modeling and simulation of the hydropower water footprint is thus demanded in understanding and mitigating these impacts. ...

The Influence and Implications of Climate Change on Water Quality in a Large Water Reservoir in the Southwest, USA

American Journal of Climate Change

... 5,6 However, existing ozone systems may require re-examination of their original design and operational criteria to ensure that treatment goals can be met during drought-driven water quality scenarios. 7,8 Regulations governing ozone disinfection credit and compliance are temperature dependent. The United States Environmental Protection Agency (USEPA) regulates Giardia lamblia and viruses under the Surface Water Treatment Rule (SWTR), by treatment technique, requiring log reduction values (LRVs) of 3 and 4 logs, respectively. ...

A three-part coupled statistical and physical model to monitor water quality parameters governing disinfection byproduct risk at an urban drinking water intake

Frontiers in Water

... EOCs 1 (environmental organic contaminants) detected in the water matrix, only; PAHs (polycyclic aromatic hydrocarbons); OCs (organochlorine pesticides); PCB (polychlorinated biphenyls); PBDE (polybrominated diphenyl ether flame retardants); CECs (contaminants of emerging concern). 2 Water quality models predictive of recycled water concentrations incorporating flow conditions, wastewater effluent, water and air temperatures [27,28]. ...

Assessing treatability with simulated lake drawdown: Quantifying drought‐driven turbidity in source water
  • Citing Article
  • July 2022

AWWA Water Science