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Case Study 113: Agricultural Emissions, Groundwater Protection

Environmental Forensic Evaluation of Agricultural Emissions, Groundwater Protection, Odor Impacts, and Regulatory Review of Low Carbon Fuel Standards

Project Overview

This investigation involved a scientific and technical review of proposed amendments to a statewide Low Carbon Fuel Standard (LCFS) together with evaluation of the environmental consequences associated with expanded use of anaerobic digestion of dairy manure for renewable natural gas production. The reviewed materials included proposed regulatory amendments, environmental impact analyses, governmental technical reports, groundwater monitoring data, peer-reviewed scientific literature, odor assessments, agricultural monitoring reports, and technical comment letters prepared in response to the proposed regulatory changes. The investigation evaluated whether the environmental documentation adequately characterized potential impacts associated with anaerobic digestate, including groundwater contamination, atmospheric emissions, odor generation, and environmental justice considerations. Rather than assessing compliance with existing regulations, the investigation focused on determining whether the proposed regulatory analysis fully considered the available scientific evidence regarding agricultural emissions and their potential impacts on surrounding communities.

The technical evaluation was conducted using accepted principles of environmental engineering, environmental chemistry, hydrogeology, air quality assessment, environmental toxicology, odor science, agricultural nutrient management, and environmental policy analysis. Particular emphasis was placed on the environmental behavior of manure digestate following land application, including nitrogen transformation, nitrate leaching to groundwater, atmospheric emissions of ammonia (NH₃), nitrogen oxides (NOₓ), and nitrous oxide (N₂O), and the generation of nuisance odors affecting nearby residential communities. The investigation also reviewed representative groundwater monitoring data collected from dairy operations, published environmental research regarding biosolids and manure management, and engineering evaluations describing the relationship between anaerobic digestion and changes in nutrient mobility. These multiple lines of evidence were evaluated collectively to determine whether the proposed regulatory analysis adequately addressed recognized environmental impacts associated with expanded anaerobic digestion practices.

A central component of the investigation involved evaluating whether environmental impacts extended beyond greenhouse gas emissions alone. While the proposed regulatory amendments primarily focused on reducing transportation-related carbon intensity, the reviewed materials emphasized that renewable fuel production may also produce localized environmental effects requiring independent consideration. The investigation therefore examined potential impacts to groundwater quality, regional air quality, community odor exposure, public health, and environmental justice alongside broader climate-related objectives. By integrating environmental engineering, hydrogeology, atmospheric science, agricultural nutrient management, and regulatory science, the investigation demonstrated how comprehensive environmental consulting can assist policymakers in evaluating both the intended benefits and potential unintended environmental consequences of proposed regulatory actions. This multidisciplinary approach provides a scientifically rigorous framework for environmental policy evaluation while supporting informed regulatory decision-making based upon accepted environmental science and engineering principles.

Chemicals of Concern

The principal environmental constituents evaluated during this investigation were ammonia (NH₃), nitrogen oxides (NOₓ), nitrous oxide (N₂O), and nitrate (NO₃⁻), together with broader consideration of organic constituents present in anaerobic digestate that may influence groundwater quality, air quality, odor generation, and community exposure. Unlike investigations involving historical industrial contamination, the focus of this technical evaluation was not on legacy pollutants but rather on evaluating the environmental consequences associated with modern agricultural waste management practices and determining whether proposed regulatory amendments adequately addressed these environmental impacts. The reviewed technical materials emphasized that environmental assessment of renewable natural gas production requires evaluation of multiple environmental media—including air, groundwater, and soils—rather than consideration of greenhouse gas emissions alone.

The investigation focused extensively on ammonia (NH₃) because it represents one of the primary atmospheric emissions associated with dairy manure management and land application of anaerobic digestate. During decomposition of organic nitrogen compounds, ammonia is released through volatilization and may contribute to odor generation, formation of fine particulate matter (PM₂.₅), ecosystem nitrogen deposition, and regional air quality degradation. The reviewed technical comments noted that anaerobic digestion does not eliminate ammonia generation and may, under certain management conditions, increase ammonia volatilization following land application because organic nitrogen is converted into more plant-available inorganic forms. Consequently, the investigation evaluated whether the proposed regulatory analysis adequately characterized ammonia emissions and their implications for nearby communities and agricultural workers.

A second major constituent evaluated was nitrous oxide (N₂O), an environmentally significant greenhouse gas produced through microbial nitrification and denitrification processes within soils receiving manure or digestate applications. Although the proposed Low Carbon Fuel Standard primarily emphasized reductions in methane emissions associated with anaerobic digestion, the reviewed technical documents questioned whether increased nitrous oxide emissions following digestate application had been fully incorporated into the life-cycle environmental analysis. Because nitrous oxide possesses a substantially greater global warming potential than carbon dioxide on a per-mass basis, accurate characterization of nitrogen cycling is essential for evaluating the overall environmental performance of renewable natural gas systems. The investigation therefore examined published scientific literature addressing nitrogen transformations following anaerobic digestion together with technical analyses describing post-application nitrogen emissions.

The investigation also evaluated nitrogen oxides (NOₓ) as important air pollutants associated with agricultural emissions and subsequent atmospheric chemistry. Nitrogen oxides contribute to ozone formation, secondary particulate matter generation, regional haze, and adverse respiratory health effects while also serving as precursors for atmospheric deposition of reactive nitrogen. The reviewed environmental analyses emphasized that comprehensive environmental evaluations should consider potential increases in NOₓ emissions resulting from manure management and associated energy production activities in addition to greenhouse gas accounting. Evaluation of nitrogen oxides therefore formed an important component of the broader air quality assessment performed during the investigation.

A principal groundwater contaminant evaluated throughout the investigation was nitrate (NO₃⁻). Following land application of manure or digestate, nitrogen undergoes microbial transformation to nitrate, which is highly soluble in water and readily migrates through soils into underlying groundwater systems. Numerous groundwater monitoring programs have demonstrated that agricultural nitrogen loading may contribute to elevated nitrate concentrations in drinking water aquifers, particularly where application rates exceed crop nutrient uptake or where hydrogeologic conditions favor leaching. The reviewed materials evaluated representative groundwater monitoring data from dairy regions together with published scientific literature documenting nitrate migration beneath agricultural lands. Particular attention was devoted to whether the proposed regulatory analysis adequately addressed groundwater contamination risks associated with expanded digestate application and whether these impacts had been sufficiently incorporated into the environmental review process.

The investigation further recognized odor-causing compounds as an important environmental concern affecting nearby communities. Although odor represents a sensory impact rather than a single chemical contaminant, anaerobic digestate contains complex mixtures of volatile sulfur compounds, volatile fatty acids, amines, phenolic compounds, and ammonia that collectively contribute to nuisance odors. The reviewed technical comments emphasized that odor impacts can influence quality of life, community acceptance of agricultural operations, and environmental justice considerations even when measured concentrations of individual chemicals remain below health-based regulatory thresholds. Accordingly, the investigation evaluated whether the proposed environmental analysis adequately addressed odor generation associated with digestate storage, handling, and land application as part of a comprehensive assessment of community impacts.

The investigation also considered the broader environmental chemistry of anaerobic digestate. While anaerobic digestion effectively reduces methane emissions from manure storage, the process alters the chemical form, mobility, and environmental behavior of nutrients remaining within the digestate. Organic nitrogen is partially converted into ammonium, increasing the fraction of nitrogen immediately available for volatilization, plant uptake, nitrification, or groundwater leaching depending upon site-specific management practices. These changes influence air emissions, nutrient cycling, groundwater transport, and fertilizer value, making digestate fundamentally different from untreated manure from an environmental management perspective. The reviewed technical materials therefore emphasized that environmental evaluations should consider these chemical transformations when assessing the overall environmental impacts of anaerobic digestion systems.

Finally, the investigation incorporated contemporary understanding of integrated environmental risk assessment. Rather than evaluating individual contaminants independently, the reviewed materials considered interactions among groundwater quality, atmospheric emissions, nutrient transport, odor generation, agricultural management practices, and environmental justice. This systems-based perspective reflects modern environmental consulting practice by recognizing that agricultural waste management simultaneously affects multiple environmental media through interconnected physical, chemical, and biological processes. Consequently, scientifically rigorous evaluation of renewable natural gas projects requires multidisciplinary assessment of hydrogeology, atmospheric science, environmental chemistry, agronomy, toxicology, and regulatory policy to fully characterize both environmental benefits and potential unintended consequences associated with proposed management practices.

Methods

The investigation was conducted using accepted principles of environmental engineering, environmental chemistry, hydrogeology, air quality assessment, agricultural nutrient management, odor science, environmental toxicology, regulatory review, and environmental justice analysis. Because the proposed regulatory amendments were intended to promote lower-carbon transportation fuels while potentially increasing the production and land application of dairy manure digestate, the evaluation considered both statewide climate objectives and localized environmental consequences. The technical review integrated regulatory documents, groundwater monitoring reports, peer-reviewed scientific literature, agricultural management studies, odor research, and engineering analyses to determine whether the environmental review adequately addressed impacts to air, soil, groundwater, public health, and nearby communities.

A primary component of the investigation involved regulatory and environmental document review. The California Air Resources Board’s Initial Statement of Reasons and supporting environmental analysis were examined to identify the assumptions, projected benefits, environmental impact findings, and mitigation measures associated with the proposed Low Carbon Fuel Standard amendments. Particular attention was devoted to the treatment of biomethane crediting, manure-based renewable natural gas, lifecycle greenhouse gas calculations, air quality, hydrology, soils, public health, and environmental justice. The review compared the regulation’s broad decarbonization objectives with the level of analysis devoted to downstream impacts from digestate storage, handling, and land application. CARB’s regulatory materials identified the LCFS as a major component of California’s transportation decarbonization strategy and projected substantial statewide greenhouse gas and air-quality benefits, providing the policy context against which localized impacts were evaluated.

The investigation also included a technical literature review of anaerobic digestion and digestate chemistry. Scientific studies were evaluated to determine how anaerobic digestion changes the chemical form and environmental mobility of nitrogen within dairy manure. The review considered conversion of organic nitrogen to ammonium, post-application nitrification, nitrate leaching, ammonia volatilization, and nitrous oxide generation. These processes were assessed collectively because anaerobic digestion may reduce methane emissions during manure storage while shifting environmental impacts toward other portions of the nitrogen cycle. This systems-based evaluation helped determine whether the regulatory analysis fully accounted for emissions and releases occurring after biogas production, particularly during digestate storage and agricultural land application.

A major component of the investigation involved groundwater monitoring and hydrogeologic evaluation. Representative monitoring reports from dairy regions were reviewed to characterize existing groundwater quality, nitrogen loading, manure management practices, and recommended measures for protecting drinking water resources. The monitoring program incorporated groundwater-quality data, special investigations, academic literature, engineering analysis, hydrogeology, agronomy, and direct consultation with dairy operators. Its recommendations emphasized whole-farm nitrogen balance, improved nitrogen-use efficiency, increased capacity to export manure nitrogen, better field-scale accounting, improved manure sampling, and enhanced monitoring and reporting.

The hydrogeologic evaluation considered how nitrate may migrate from the land surface through the unsaturated zone and into underlying aquifers. Important variables included digestate application rate, crop nitrogen uptake, irrigation practices, soil permeability, depth to groundwater, rainfall, nutrient timing, and the accumulation of residual soil nitrogen. Particular attention was given to conditions in which nutrient application exceeds crop demand because excess ammonium may be converted to nitrate and transported below the root zone. Groundwater contamination was therefore evaluated as a function of both digestate chemistry and site-specific agricultural management rather than as an unavoidable consequence of anaerobic digestion alone.

The investigation further incorporated air-emissions evaluation. Scientific literature and regulatory documentation were reviewed to assess ammonia, nitrous oxide, and nitrogen oxide emissions associated with manure management and digestate application. The assessment examined volatilization from storage and land application, microbial nitrogen transformations within soil, secondary particulate matter formation, and the potential influence of management practices such as application method, timing, incorporation, soil moisture, and temperature. The analysis distinguished methane reductions achieved by digesters from nitrogen-related emissions occurring after digestion because these processes occur at different stages of the manure-management system and may be treated differently in lifecycle assessments. The project scope specifically called for evaluation of whether the regulatory analysis had adequately addressed N₂O and NH₃ emissions from digestate and whether unaccounted emissions could affect lifecycle carbon-intensity conclusions.

An additional component involved odor characterization and community impact assessment. The investigation reviewed scientific literature concerning odorants released from biosolids, manure, and other organic residuals during land application. Relevant compounds included ammonia, dimethyl disulfide, dimethyl sulfide, carbon disulfide, trimethylamine, acetone, and related volatile compounds. Published work demonstrated that chemical odorant measurements can be related to perceived odor intensity and that dispersion modeling may be used to estimate off-site concentrations relative to human detection thresholds.

The odor evaluation also considered reported health and quality-of-life effects associated with recurring environmental odors. The reviewed literature described patterns of eye, nose, and throat irritation; headache; dizziness; nausea; wheezing; asthma exacerbation; anxiety; and stress-related responses among populations living near agricultural and industrial odor sources. These effects were evaluated carefully because odor detection does not necessarily indicate toxic exposure, yet persistent odors may still create meaningful public health, nuisance, and quality-of-life impacts through sensory irritation and stress-related mechanisms.

The investigation additionally applied an environmental justice framework. The review considered whether dairy digesters, digestate storage areas, agricultural application fields, and affected groundwater basins were located near disadvantaged, low-income, rural, or otherwise vulnerable communities. Potential impacts were evaluated in relation to existing cumulative burdens, including degraded air quality, nitrate-affected drinking water, agricultural odors, limited access to alternative water supplies, and proximity to concentrated animal operations. The technical comment letters specifically identified the possibility that odor and other digestate-related impacts could disproportionately affect lower-income neighboring communities.

Finally, the investigation employed a weight-of-evidence methodology integrating regulatory analysis, environmental chemistry, groundwater monitoring, hydrogeology, agricultural engineering, air-emissions science, odor research, public health literature, and environmental justice considerations. Each source of information contributed a different perspective on the environmental performance of manure-based renewable natural gas systems. By evaluating statewide greenhouse gas benefits alongside localized nitrogen, groundwater, air-quality, odor, and community impacts, the investigation provided a more complete scientific assessment of the proposed regulatory amendments than an evaluation limited to carbon-intensity accounting alone.

Results

Review of the available technical documentation demonstrated that comprehensive evaluation of proposed Low Carbon Fuel Standard amendments requires consideration of environmental impacts extending beyond greenhouse gas accounting alone. While the proposed regulatory framework emphasized reductions in transportation-related carbon emissions through increased production of renewable natural gas from dairy manure, the reviewed scientific literature, groundwater investigations, engineering evaluations, and technical comment letters consistently demonstrated that anaerobic digestion may influence multiple environmental media simultaneously. Collectively, the reviewed materials showed that evaluation of manure-based renewable fuel systems benefits from integrating environmental chemistry, hydrogeology, atmospheric science, agricultural engineering, exposure assessment, odor science, and environmental justice into a unified scientific framework rather than evaluating carbon intensity as an isolated environmental metric.

One of the principal findings of the investigation was that anaerobic digestion alters the environmental behavior of nitrogen rather than eliminating it. The reviewed technical documentation consistently described how anaerobic digestion converts a substantial portion of organic nitrogen into ammonium, thereby increasing the fraction of nitrogen immediately available for volatilization, nitrification, crop uptake, or groundwater leaching following land application. Although digestion substantially reduces methane emissions from manure storage, the investigation demonstrated that downstream environmental impacts associated with nitrogen transformation remain important considerations when evaluating the overall environmental performance of manure management systems. These findings underscore the importance of evaluating the complete nitrogen cycle rather than focusing exclusively on greenhouse gas reductions achieved during biogas production.

The investigation further demonstrated the significance of groundwater protection as a central environmental consideration associated with expanded digestate application. Groundwater monitoring reports, hydrogeologic evaluations, and agricultural nutrient management studies documented that nitrate contamination of drinking water aquifers remains an important environmental issue in regions supporting intensive dairy production. The reviewed materials emphasized that groundwater quality depends upon multiple interacting factors—including manure application rates, irrigation practices, soil characteristics, crop nutrient demand, and nutrient management efficiency—and concluded that expanded digestate production should be accompanied by robust nutrient management practices to minimize nitrate migration beneath agricultural fields. These findings illustrate the importance of integrating hydrogeology and agricultural engineering into environmental policy evaluations addressing renewable fuel production.

Another significant finding involved the importance of air-quality impacts beyond methane emissions. The reviewed technical evaluations emphasized that ammonia, nitrogen oxides, and nitrous oxide represent additional emissions requiring consideration when evaluating manure management systems. Ammonia emissions contribute to secondary particulate matter formation and odor generation, while nitrous oxide represents a potent greenhouse gas produced through microbial nitrogen cycling following land application. The investigation concluded that comprehensive lifecycle environmental assessments should evaluate these emissions together with methane reductions to provide a more complete representation of environmental performance. This systems-based perspective recognizes that improvements in one environmental objective may influence other portions of the agricultural nitrogen cycle and therefore require integrated environmental analysis.

The investigation also demonstrated that odor impacts represent a meaningful component of community environmental exposure. The reviewed odor literature documented that digestate handling, storage, and land application may release complex mixtures of volatile sulfur compounds, amines, ammonia, and other odor-causing constituents capable of affecting nearby residents. While odor detection alone does not necessarily indicate toxic exposure, the technical documentation described how persistent odors may contribute to nuisance conditions, stress, reduced quality of life, and recurring community complaints. These findings support evaluation of odor within broader environmental assessments because odor influences community acceptance of agricultural operations even where measured contaminant concentrations remain below health-based standards.

Review of the available documentation further demonstrated the importance of environmental justice when evaluating proposed agricultural policies. The technical comment letters emphasized that communities located near concentrated dairy operations frequently experience cumulative environmental burdens associated with agricultural emissions, nitrate-affected drinking water, and recurring odors. The investigation concluded that statewide regulatory analyses are strengthened when they evaluate how localized environmental impacts may disproportionately affect disadvantaged or rural communities already experiencing multiple environmental stressors. Integrating environmental justice considerations alongside engineering analyses, groundwater science, and air quality assessments provides a more comprehensive understanding of potential community impacts associated with proposed regulatory actions.

The investigation additionally demonstrated the value of integrating multiple independent scientific disciplines into regulatory evaluation. Regulatory documents, hydrogeologic investigations, groundwater monitoring programs, agricultural engineering studies, peer-reviewed environmental literature, odor science, and environmental health research each contributed unique information regarding the environmental consequences of expanded anaerobic digestion. No individual technical discipline independently characterized the complete environmental performance of manure-based renewable natural gas systems. However, when these independent datasets were evaluated collectively through a weight-of-evidence approach, they provided a scientifically supported framework for evaluating both the environmental benefits and potential unintended consequences associated with the proposed Low Carbon Fuel Standard amendments.

Conclusions

The available technical documentation provides a comprehensive scientific foundation for evaluating proposed Low Carbon Fuel Standard amendments using accepted principles of environmental engineering, hydrogeology, environmental chemistry, agricultural nutrient management, atmospheric science, odor science, environmental toxicology, exposure assessment, and environmental policy analysis. While the proposed regulatory amendments emphasize reductions in greenhouse gas emissions through expanded anaerobic digestion of dairy manure, the reviewed materials demonstrate that comprehensive environmental evaluation also requires consideration of groundwater protection, nitrogen cycling, air quality, odor generation, and environmental justice.

The investigation demonstrated that regulatory analyses, groundwater monitoring, agricultural engineering studies, odor research, hydrogeologic evaluations, environmental chemistry, exposure assessment, and peer-reviewed scientific literature each contribute unique scientific information regarding the environmental performance of manure-based renewable natural gas systems. When evaluated collectively through a weight-of-evidence framework, these independent lines of evidence provide a more comprehensive and scientifically defensible understanding of environmental impacts than evaluations focused solely on carbon-intensity reductions.

Review of the available documentation further illustrates the importance of systems-based environmental analysis. Agricultural waste management simultaneously influences greenhouse gas emissions, groundwater quality, atmospheric emissions, nutrient cycling, odor generation, and community exposure through interconnected physical, chemical, and biological processes. Environmental investigations that integrate these disciplines provide a more technically accurate evaluation of regulatory proposals than assessments limited to individual environmental endpoints.

More broadly, this investigation demonstrates how modern environmental consulting integrates environmental chemistry, hydrogeology, agricultural engineering, atmospheric science, groundwater monitoring, odor assessment, environmental justice, exposure science, and regulatory review to evaluate complex environmental policy initiatives. These multidisciplinary investigations provide scientifically supported evaluations of environmental benefits, potential unintended consequences, and regulatory assumptions while remaining grounded in objective technical analysis, peer-reviewed science, and accepted environmental engineering principles.

This investigation was conducted under the direction of Dr. Paul Rosenfeld, an environmental scientist, environmental forensic expert, and environmental engineering consultant with extensive experience evaluating air quality, groundwater contamination, nutrient transport, agricultural emissions, odor impacts, environmental policy, and human exposure. Dr. Rosenfeld routinely applies multidisciplinary environmental science to assess complex environmental systems involving contaminant fate and transport, regulatory compliance, environmental chemistry, hydrogeology, toxicology, and exposure assessment. His experience spans investigations involving industrial facilities, agricultural operations, municipal infrastructure, waste management systems, groundwater protection, and community environmental impacts. The regulatory review summarized in this case study illustrates the importance of integrating scientific evidence from multiple environmental disciplines when evaluating proposed environmental policies and identifying potential unintended environmental consequences.

References

Agency for Toxic Substances and Disease Registry. (2004). Toxicological profile for ammonia. U.S. Department of Health and Human Services.

California Air Resources Board. (2024). Initial Statement of Reasons for proposed amendments to the Low Carbon Fuel Standard.

Intergovernmental Panel on Climate Change. (2019). 2019 refinement to the 2006 IPCC guidelines for national greenhouse gas inventories.

National Research Council. (2003). Air emissions from animal feeding operations: Current knowledge, future needs.National Academies Press.

U.S. Environmental Protection Agency. (2013). Literature review of contaminants in livestock manure and digestate.

U.S. Environmental Protection Agency. (2024). Integrated Science Assessment for Oxides of Nitrogen.

Ward, M. H., Jones, R. R., Brender, J. D., de Kok, T. M., Weyer, P. J., Nolan, B. T., Villanueva, C. M., & van Breda, S. G. (2018). Drinking water nitrate and human health: An updated review. International Journal of Environmental Research and Public Health, 15(7), 1557.

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Zhang, R., El-Mashad, H. M., Hartman, K., Wang, F., Liu, G., Choate, C., & Gamble, P. (2007). Characterization of food waste as feedstock for anaerobic digestion. Bioresource Technology, 98(4), 929–935.