Tami C. Bond’s research while affiliated with Colorado State University and other places

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Publications (180)


A Critical Review of Heat Pump Adoption in Empirical and Modeling Literature
  • Literature Review
  • Full-text available

January 2025

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13 Reads

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1 Citation

iScience

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Tami C. Bond

Household electrification is an important pillar of decarbonization in the US and requires the rapid adoption of electric heat pumps. Household energy models that project adoption rates do not represent these decisions well. To what extent are they limited by fundamental knowledge gaps, or is there scope to incorporate insights from the social science literature? We review the energy modeling and social science literature on heating equipment adoption to synthesize understanding of adoption decisions, to identify best practices on representing decision-making behavior among energy models, and to suggest model improvements. At the most aggregated level, market allocation models divide market shares among different technologies by considering a single representative household, ignoring heterogeneity among the actors. Energy-system models and agent-based models can include some disaggregation. Adoption decisions include two stages, one to retire existing equipment, and to select the preferred technology. Equipment breaking down, marketing new technology, and moving to a new house promote entering the first stage, but these factors are not widely explored in surveys. The empirical literature reveals considerable heterogeneity in what matters to people in choosing technology. Even cost considerations, which are the most widespread, vary in the components and the manner in which they enter decisions. Other considerations include comfort and reliability; whether decision-makers are urban, young and educated; and how adopters perceive novel technologies. However, the relative strengths of these factors and how they vary across the US population are not known. Modelers can make incremental structural improvements such as separating the two decision stages, differentiating household groups, and incorporating changing household perceptions with market maturation. However, they cannot ground these in reality without considerable new fieldwork on decision-making processes and their variation across the population.

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A schematic of the sources, observations, and spatial range covered in this work to evaluate anthropogenic iron emissions. Prior work focused on constraining emissions by only looking at iron concentrations in remote regions, where observations are generally scarce and model errors may be more influenced by deposition and transport than by emissions. This work focuses on the source regions with a multi‐species approach using long‐term observations. n is the number of daily‐averaged observations in each site in that observation group. IMPROVE is the US‐EPA network of fine aerosol measurements in remote/rural areas in the USA. COARSEMAP is the compilation of global aerosol observations.
The background shows the percentage anthropogenic contribution to present‐day atmospheric soluble iron concentration, and the dots and hatches show central and upper bounds, respectively, of the annual average iron‐limitation area.
Simulated percentage contributions to PM2.5‐Fe total (left panel) and soluble (right panel) anthropogenic iron surface concentration by its sub‐sources. Note that these maps do not include contributions from dust and wildfire sources of iron.
Model‐observation comparison of PM2.5‐Fe (a) and PM10‐Fe (b) annual average iron concentration in various regions. Comparison is performed and shown only for sites where the anthropogenic contribution in each size range is the highest of the three classes of atmospheric sources (dust, wildfires, and anthropogenic combustion). Each dot represents the ratio of the modeled 2010 mean concentration to the observed temporal mean concentration for each site. Values below the region name show the number of observation sites used in the evaluation. Values in brackets show the total number of sites in each region. Whisker length shows the 5th to 95th percentiles.
Model anthropogenic (black) or model anthropogenic + wildfire (red) and observed (non‐dust Fe in PMF) iron concentrations in the PM2.5 size fraction. Each dot represents a USA‐IMPROVE site used for PMF analysis. The non‐dust‐Fe component is identified as the total minus the dust‐Fe component and is used here instead of individual PMF factors because of the higher confidence in PMF dust‐Fe than other factors.

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Constraining Present‐Day Anthropogenic Total Iron Emissions Using Model and Observations

August 2024

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187 Reads

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1 Citation

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Lance Nino

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Tami C. Bond

Plain Language Summary Human activities, such as smelting and oil combustion, release smoke and particles into the atmosphere. These particles often contain iron, which not only absorbs sunlight, contributing to atmospheric warming, but also serves as a nutrient for phytoplankton in various ocean regions. However, the precise extent of human‐induced iron emissions remains uncertain due to a lack of comprehensive monitoring data. In this study, we leverage a global data set of iron observations to refine our estimates of iron emissions attributed to human activities. Additionally, we examine other co‐released substances, such as carbon and nickel, to identify specific emission sources of iron. We employ statistical techniques to distinguish human‐caused iron emissions from those originating from natural sources like dust and wildfires. Moreover, we utilize iron oxide observations to constrain emissions originating from East Asia and Norway, which are estimated to originate largely from smelting emissions. Through the analysis of long‐term data sets, we provide lower and upper bounds to human‐caused iron emissions. Furthermore, we investigate the impact of reduced observation numbers and a sparse network on the range of estimated iron emissions. Our findings highlight the critical role of observation quality in accurately assessing iron emissions from human activities.



Products of natural gas combustion
Indoor Air Sources of Outdoor Air Pollution: Health Consequences, Policy, and Recommendations: An Official American Thoracic Society Workshop Report

March 2024

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193 Reads

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22 Citations

Annals of the American Thoracic Society

Indoor sources of air pollution worsen indoor and outdoor air quality. Thus, identifying and reducing indoor pollutant sources would decrease both indoor and outdoor air pollution, benefit public health, and help address the climate crisis. As outdoor sources come under regulatory control, unregulated indoor sources become a rising percentage of the problem. This American Thoracic Society workshop was convened in 2022 to evaluate this increasing proportion of indoor contributions to outdoor air quality. The workshop was conducted by physicians and scientists, including atmospheric and aerosol scientists, environmental engineers, toxicologists, epidemiologists, regulatory policy experts, and pediatric and adult pulmonologists. Presentations and discussion sessions were centered on 1) the generation and migration of pollutants from indoors to outdoors, 2) the sources and circumstances representing the greatest threat, and 3) effective remedies to reduce the health burden of indoor sources of air pollution. The scope of the workshop was residential and commercial sources of indoor air pollution in the United States. Topics included wood burning, natural gas, cooking, evaporative volatile organic compounds, source apportionment, and regulatory policy. The workshop concluded that indoor sources of air pollution are significant contributors to outdoor air quality and that source control and filtration are the most effective measures to reduce indoor contributions to outdoor air. Interventions should prioritize environmental justice: Households of lower socioeconomic status have higher concentrations of indoor air pollutants from both indoor and outdoor sources. We identify research priorities, potential health benefits, and mitigation actions to consider (e.g., switching from natural gas to electric stoves and transitioning to scent-free consumer products). The workshop committee emphasizes the benefits of combustion-free homes and businesses and recommends economic, legislative, and education strategies aimed at achieving this goal.


Chemically distinct particle-phase emissions from highly controlled pyrolysis of three wood types

August 2023

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60 Reads

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2 Citations

Wood pyrolysis is a distinct process that precedes combustion and contributes to biomass and biofuel burning gas-phase and particle-phase emissions. Pyrolysis is defined as the thermochemical degradation of wood, the products of which can be released directly or undergo further reaction during gas-phase combustion. To isolate and study the processes and emissions of pyrolysis, a custom-made reactor was used to uniformly heat small blocks of wood in a nitrogen atmosphere. Pieces of maple, Douglas fir, and oak wood (maximum of 155 cm3) were pyrolyzed in a temperature-controlled chamber set to 400, 500, or 600 ∘C. Real-time particle-phase emissions were measured with a soot particle aerosol mass spectrometer (SP-AMS) and correlated with simultaneous gas-phase emission measurements of CO. Particle and gas emissions increased rapidly after inserting a wood sample, remained high for tens of minutes, and then dropped rapidly leaving behind char. The particulate mass-loading profiles varied with elapsed experiment time, wood type and size, and pyrolysis chamber temperature. The chemical composition of the emitted particles was organic (C, H, O), with negligible black carbon or nitrogen. The emitted particles displayed chemical signatures unique to pyrolysis and were notably different from flaming or smoldering wood combustion. The most abundant fragment ions in the mass spectrum were CO+ and CHO+, which together made up 23 % of the total aerosol mass on average, whereas CO2+ accounted for less than 4 %, in sharp contrast with ambient aerosol where CO2+ is often a dominant contributor. The mass spectra also showed signatures of levoglucosan and other anhydrous sugars. The fractional contribution of m/z 60, traditionally a tracer for anhydrous sugars including levoglucosan, to total loading (f60) was observed to be between 0.002 and 0.039, similar to previous observations from wildfires and controlled wood fires. Atomic ratios of oxygen and hydrogen to carbon, O:C and H:C as calculated from AMS mass spectra, varied between 0.41–0.81 and 1.06–1.57, respectively, with individual conditions lying within a continuum of O:C and H:C for wood's primary constituents: cellulose, hemicellulose, and lignin. This work identifies the mass spectral signatures of particle emissions directly from pyrolysis, including f60 and the CO+/CO2+ ratio, through controlled laboratory experiments in order to help in understanding the importance of pyrolysis emissions in the broader context of wildfires and controlled wood fires.


Reduction potentials for particulate emissions from household energy in India

April 2023

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86 Reads

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2 Citations

Household access to clean energy is a priority for public health and the environment in low- and middle-income countries. However, past illustrative studies have explored benefits of replacing all polluting energy sources, a transition that is only theoretically possible. Factors that limit achievement of the entire theoretical reduction potential should be explored to inform programmatic decision making. We propose a hierarchy of reduction potentials for emissions from household energy, representing different implementation barriers. Following similar work in renewable energy, we propose four categories of reduction potentials beyond the theoretical maximum: distributional, technical, economic, and market. We apply this framework to household energy emissions using a high-resolution spatiotemporal emission inventory of India, a country chosen for its data availability and level of interest in mitigation. We explore distributional potential using distance from urban areas, technical potential by attributing emissions to energy services, and economic potential with a village- level proxy for likelihood of program success. For distributional potential (spatial accessibility), we find that applying reduction programs within 5 km of urban centers would achieve 36%–78% of the theoretical potential across seven regions in India; extension to 10 km yields reductions of 63%–90%. Technical and economic reduction potentials differ most greatly from theoretical potential in regions that contribute the most to national emissions. Even if some of the relationships underlying emission causes are not completely known, reflecting the factors that affect transitions can inform practitioners and programs seeking to scale and deliver clean energy solutions. We assert that including these important influences should be a goal of emission inventory development, beyond the simple quantification of baseline emissions.


Aerosol and precursor gas emissions

August 2022

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35 Reads

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7 Citations

This chapter describes and quantifies aerosol and precursor gas emissions from industrial processes and the natural world. The procedure for developing industrial emission inventories is described in terms of activity data and emission factors for point sources, mobile sources, and distributed sources. Emissions from the natural world are described and quantified, including mineral dust, fires, sea spray, and precursor gases like sulfur dioxide and organic compounds from marine and terrestrial sources. Global total emissions are presented for each of the main aerosol chemical components. The chapter presents estimates of long-term historical variations in emissions since the preindustrial period and projections of future emissions based on economic and social scenarios. The chapter concludes with a summary of the challenges involved in representing emissions in models.


(a) Top‐of‐atmosphere all‐sky 1850–2010 Direct Radiative Forcing (DRF) in W/m² by anthropogenic iron oxides, and (b) 2010 Anthropogenic Fe Net Primary Productivity (NPP) as a percent of total ocean NPP.
The contrasting warming and cooling effects of anthropogenic iron on climate over the Industrial Era. In terms of the direct radiative interactions: iron in clays cools while iron in oxides warms at the top of the atmosphere. The biological net primary productivity (NPP) effect is cooling in nature due to the cumulative 1850–2010 carbon sequestration. Low, Central, and High Fe limitation areas correspond to ocean water with >2, >4, and >8 μM surface nitrate concentrations, respectively. The uncertainty box shows the minimum and maximum values of net anthropogenic effect (the radiative forcing from NPP‐related carbon sequestration plus direct aerosol effects by clays and oxides).
Atmospheric Radiative and Oceanic Biological Productivity Responses to Increasing Anthropogenic Combustion‐Iron Emission in the 1850–2010 Period

August 2022

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100 Reads

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3 Citations

Plain Language Summary This study examines the question of whether iron released into the atmosphere from human activities could be important in the Earth system. Iron is released from burning fuels, such as coal and oil, and from processing metal ores. The emitted particles contain iron, among other chemical species. This iron absorbs incoming sunlight and warms the atmosphere while it is suspended in the air. Iron is also an essential nutrient for phytoplankton and can enhance their growth when it falls in ocean areas where it is lacking. These stimulated phytoplankton then draw more carbon dioxide from the atmosphere. We evaluate the influence of these two mechanisms on Earth's heat balance (radiative forcing) since pre‐industrial times and include sensitivity studies to examine the highest possible contribution. We find that even with the upper bounds, the global average forcing is much smaller than the total effects of human emissions of species such as carbon dioxide and black carbon. However, in regions with more coal‐burning and smelting, iron aerosol causes noticeable warming and after deposition may be responsible for more than 10% of phytoplankton growth in the higher‐latitude North Pacific Ocean.


Chemically distinct particle phase emissions from highly controlled pyrolysis of three wood types

August 2022

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20 Reads

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1 Citation

Wood pyrolysis is a distinct process that precedes combustion and contributes to biomass and biofuel burning gas phase and particle phase emissions. Pyrolysis is defined as the thermochemical degradation of wood, the products of which can be released directly or undergo further reaction during gas-phase combustion. To isolate and study the processes and emissions of pyrolysis, a custom-made reactor was used to uniformly heat small blocks of wood in a nitrogen atmosphere. Pieces of maple, Douglas fir and oak wood (maximum 155 cm3) were pyrolyzed in a temperature-controlled chamber set to 400, 500, or 600 °C. Real time particle phase emissions were measured with a Soot Particle Aerosol Mass Spectrometer (SP-AMS) and correlated with simultaneous gas phase emission measurements of CO. Particle and gas emissions increased rapidly after inserting a wood sample, remained high for tens of minutes, and then dropped rapidly leaving behind char. The particulate mass loading profiles varied with elapsed experiment time, wood type and size, and pyrolysis chamber temperature. The chemical composition of the emitted particles was organic (C, H, O), with negligible black carbon or nitrogen. The emitted particles displayed chemical signatures unique to pyrolysis and notably different from flaming or smoldering wood combustion. The most abundant fragment ions in the mass spectrum were CO+ and CHO+, which together made up 23 % of the total aerosol mass on average, whereas CO2+ accounted for less than 4 %, in sharp contrast with ambient aerosol where CO2+ is often a dominant contributor. The mass spectra also showed signatures of levoglucosan and other anhydrous sugars. The fractional contribution of m/z 60, traditionally a tracer for anhydrous sugars including levoglucosan, to total loading (f60) was observed to be between 0.002 and 0.039, similar to previous observations from wild and controlled wood fires. Atomic ratios of oxygen and hydrogen to carbon, O : C and H : C as calculated from AMS mass spectra, varied between 0.41–0.81 and 1.06–1.57, respectively, with individual conditions lying within a continuum of O : C and H : C for wood’s primary constituents: cellulose, hemicellulose, and lignin. This work identifies the mass spectral signatures of particle emissions directly from pyrolysis, including f60 and CO+/CO2+ ratio, through controlled laboratory experiments in order to help understand the importance of pyrolysis emissions in the broader context of wild and controlled wood fires.


Citations (71)


... While technical, economic, and policy-related factors are crucial aspects of the transition, human behaviour is an important dimension that tends to be overlooked or simplified. A recent review by Rao, Siam, and Bond (2025) has begun to address this gap by exploring modelling and social science literature on heat pump adoption. Moreover, a review by Gaur, Fitiwi, and Curtis (2021) identifies public acceptance and awareness issues as a barrier to heat pump adoption. ...

Reference:

Household heat pump adoption and user behaviours: a systematic review of drivers and barriers
A Critical Review of Heat Pump Adoption in Empirical and Modeling Literature

iScience

... Supporting Information S1) to the western North Pacific region during the low dust season (Rathod et al., 2024). The updated and optimized concentrations of dust, anthropogenic, and shipping Fe calculated by comparing CAM6-MIMI with GP15 were subsequently used to optimize the wildfire and shipping δ 56 Fe endmembers. ...

Constraining Present‐Day Anthropogenic Total Iron Emissions Using Model and Observations

... Indeed, a recent American Thoracic Society recommended a transition to combustion-free homes and businesses. 17 The C40 has estimated that a swift, clean energy transition away from fossil gas alone can cumulatively avoid as many as 217,045 premature deaths 198,478 new cases of asthma in children, 17,499 preterm births, 105,045 emergency visits, 127,419, years of disability, 23.6 million sick days in C40 cities by 2035. 18 Mary Rice of the Harvard School of Medicine discussed the integration of climate-health considerations into routine healthcare as a public health approach that advances climate mitigation behaviors. ...

Indoor Air Sources of Outdoor Air Pollution: Health Consequences, Policy, and Recommendations: An Official American Thoracic Society Workshop Report

Annals of the American Thoracic Society

... The combustion T (dotted lines) increases linearly with t at a rate of 20 • C/min, reaching 400 • C at about 20 mins. At t = 15 mins and T = 320 • C, wood starts to decompose[40] resulting in BrC and VOC formation. So, N t increases and peaks at t = 20 mins. ...

Chemically distinct particle-phase emissions from highly controlled pyrolysis of three wood types

... In contrast, SSP3-7.0 reveals a substantial and sustained increase in global average drought risk (Zhou et al., 2023). This future scenario, marked by low international priority for environmental concerns, accentuates environmental degradation, particularly in vulnerable regions like Lomas (Bond & Scott, 2022 4.2. Low-elevation species lose their habitat, while highelevation species move further to expand their habitat In both the Andes and Lomas regions, high-elevation species are projected to undergo larger shifts than their middle or low-elevation counterparts. ...

Aerosol and precursor gas emissions
  • Citing Chapter
  • August 2022

... Iron is emitted by various sources including dust, wildfires, and anthropogenic combustion . Of these, the anthropogenic component is suggested to exert about +0.5 Wm 2 direct radiative forcing over regions with high coal combustion and smelting Rathod, Hamilton, et al., 2022). Anthropogenic soluble iron deposition (defined as the sum of soluble iron at emission plus the additional solubilized fraction that is gained during transport due to acidic and organic processing) can sustain over 10% of phytoplankton primary productivity within iron-limited North Pacific Ocean areas Rathod, Hamilton, et al., 2022). ...

Atmospheric Radiative and Oceanic Biological Productivity Responses to Increasing Anthropogenic Combustion‐Iron Emission in the 1850–2010 Period

... Whereas diesel generators and coal-fired power plants emit large amounts of particulate matters and other toxic pollutants into the surroundings, renewable energy technologies do not burn and thus do not emit them. Societies can reduce the undesirable health outcomes associated with PM2.5 pollution, including cardiovascular and respiratory diseases, through a transition to renewable energy (Rathod et al., 2022). Moreover, such a process of setting up renewable infrastructure more often than not needs the application of dry, state-of-the-art, effective technology for producing cleanly manufactured goods with as little negative effect on the environment as possible. ...

Future PM2.5 emissions from metal production to meet renewable energy demand

... Cracking is also mainly insinuated by primary condensed volatiles settled on biomass and primary biochar, when exposed to prolonged heated atmospheres without being entrained from the reactor (Dieguez-Alonso et al., 2015). Extrapolating a finding from Fawaz et al., 2021, a major drawback associated to secondary pyrolysis through such cracking reactions is that it could yield low carbon conversion in biochar and biooil due to significant loss of carbon in secondary pyrolysis gases (including CO, CO 2 , CH 4 , and other C 1 -C 3 gases). ...

Technical note: Pyrolysis principles explain time-resolved organic aerosol release from biomass burning

... To date, the focus in the study of fire impacts on the ocean has been on long range atmospheric transport of smoke and ash to the ocean. Since smoke can travel long distances through the atmosphere, it can be deposited far offshore and introduce terrestrial compounds and elements such as metals, nutrients, black carbon, and other organic compounds to the ocean, which can prompt dramatic increases in primary productivity and carbon cycling in these often unproductive areas (Bodí et al., 2014;Cottle et al., 2014;Hamilton et al., 2022;Ito et al., 2021;Li et al., 2021;Liu et al., 2022;Tang et al., 2021;Weis et al., 2022). This demonstrates the significant influence that fire can exert on marine ecosystems and highlights the need to explore fire-driven changes to freshwater quality that likely affect the coastal ocean through the addition of nutrients, carbon, metals, and other terrestrial materials. ...

Earth, Wind, Fire, and Pollution: Aerosol Nutrient Sources and Impacts on Ocean Biogeochemistry

Annual Review of Marine Science

... Aerosol concentration reduction by ventilation applies for the long-range transmission, while short-range transmission occurs via face-to-face interactions in proximity to an infected person that clearly dominates at distances <1 m [2]. Ventilation and air cleaning, primarily designed to reduce long-range exposures, physical distancing, and mask wearing are four types of recommended aerosol transmission control measures in many studies and guidelines [3]. Many recommendations to improve ventilation have been provided, but it is not easy to find an appropriate ventilation rate, because increasing ventilation has implications on energy use, CO 2 emissions, construction, and operation costs. ...

Quantifying Proximity, Confinement, and Interventions in Disease Outbreaks: A Decision Support Framework for Air-Transported Pathogens

Environmental Science and Technology