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Soot

Soot consists of fine particulate matter primarily composed of elemental carbon aggregates formed through the incomplete combustion of hydrocarbons and other organic materials in oxygen-deficient conditions.^[1] These particles arise from pyrolysis of fuel molecules into polycyclic aromatic hydrocarbons (PAHs), followed by nucleation, surface growth, coagulation, and oxidation in flames or combustion zones.^[2] Typically ranging in size from 10 to 50 nanometers, soot exhibits a branched, chain-like morphology with graphitic layers, distinguishing it from more ordered forms like carbon black.^[3] As a key component of atmospheric black carbon, soot significantly influences both human health and climate dynamics. Inhalation of soot-laden fine particulate matter (PM2.5) triggers oxidative stress, inflammation, and endothelial dysfunction, contributing to respiratory disorders, cardiovascular diseases, and increased mortality risks.^[4] Environmentally, soot absorbs solar radiation, exerting a positive radiative forcing that accelerates glacier melt and atmospheric warming, with emissions from diesel engines, biomass burning, and wildfires as predominant sources.^[5] Despite mitigation efforts through cleaner combustion technologies, soot remains a persistent pollutant due to its ubiquity in incomplete burning processes across industrial, vehicular, and natural fire activities.^[6]

Definition and Properties

Chemical Composition and Structure

Soot particles consist predominantly of elemental carbon (black carbon), which forms the refractory core, accompanied by polycyclic aromatic hydrocarbons (PAHs) ranging from medium-sized (18-40 carbon atoms) to larger species up to 90 carbon atoms, along with minor fullerenes, adsorbed volatiles, hydrogen, oxygen, sulfur, and trace metals.^[4]^[7]^[8] The elemental carbon content typically comprises 80-99% of the particle mass in mature soot, with the remainder attributed to organic coatings and heteroatoms, though this varies by combustion type—diesel soot, for instance, features carbon as the main component with lower fractions in immature forms.^[4]^[9] At the nanostructural level, soot exhibits sp²-hybridized carbon arranged in disordered graphitic lamellae, concentric onion-like shells, and amorphous regions, where the degree of graphitization increases with higher formation temperatures and reduced oxygen availability, leading to more ordered turbostratic structures.^[10]^[11] Transmission electron microscopy reveals these features, with immature soot showing prevalent amorphous carbon and stacked PAHs, transitioning to fullerene-like onions in annealed or high-temperature samples.^[12]^[13] Soot maturity levels are empirically differentiated via spectroscopy (e.g., Raman and FTIR) and microscopy, with young soot from early flame zones displaying high PAH dominance, low C/H ratios (1.4-2.5), and disordered nanostructures, contrasted by aged or mature soot in downstream regions or engine exhausts, which exhibit elevated C/H ratios (>10), enhanced graphitic ordering, and denser packing as evidenced in ethylene diffusion flames.^[14]^[15]^[16] These distinctions arise from progressive dehydrogenation and carbonization, independent of aggregation, with mature forms showing onion-like shells encapsulating amorphous cores under oxygen-limited conditions.^[10]^[17]

Physical Characteristics and Behavior

Soot particles primarily consist of spherical or near-spherical primary particles with diameters typically ranging from 10 to 50 nm, which aggregate into fractal, chain-like structures with overall sizes extending to 1-2 μm or larger.^[18]^[19] These aggregates exhibit a high specific surface area, generally between 20 and 100 m²/g, which facilitates adsorption of gases and other atmospheric species due to the porous, branched morphology observed via transmission electron microscopy (TEM).^[20] Optically, soot displays strong absorption across visible wavelengths, with mass absorption coefficients of approximately 5-10 m²/g, imparting its characteristic black coloration through efficient light scattering and absorption by the carbonaceous structure.^[21] This absorptive behavior arises from the refractive index of mature soot, typically modeled with an imaginary component around 0.4-0.7 in the visible spectrum, as determined from laboratory measurements of flame-generated particles.^[22] During atmospheric aging, soot undergoes morphological compaction and restructuring, transitioning from open fractal aggregates to more compact forms, as evidenced by TEM imaging of transported particles showing reduced fractal dimensions over time.^[23] Oxidation processes, such as reaction with ozone, enhance surface reactivity and introduce oxygen-containing functional groups, increasing hygroscopicity without significantly altering primary particle sizes but promoting internal restructuring observable in electron microscopy studies.^[24]^[25] These changes occur on timescales of hours to days, depending on oxidant levels and humidity, leading to variations in aggregate density from initial values around 0.5-1 g/cm³.^[26]

Historical Context

Early Recognition and Industrial Associations

Soot, collected as lampblack from the incomplete combustion of oils in lamps, served as a primary black pigment and ink component in ancient Egyptian writing and art, with evidence from carbon-black residues in inks on papyrus dating to the New Kingdom period around 1500 BCE.^[27]^[28] This flame-derived carbon was scraped from lamp interiors and mixed with binders for durable, lightfast markings on tomb inscriptions and scrolls.^[27] In ancient Rome, soot from widespread wood fires for heating and cooking contributed to early documented urban air pollution, with philosopher Seneca complaining in the 1st century CE of thick smoke permeating homes and streets, necessitating relocation for cleaner air.^[29] Poet Horace similarly noted in his Satires (circa 35 BCE) how constant smoke blackened buildings and obscured views, reflecting causal links between open-flame biomass burning and particulate deposition in densely populated areas.^[29] These observations highlight pre-industrial recognition of soot as a byproduct of incomplete combustion, though without quantitative emissions tracking. During the Industrial Revolution, soot emissions surged from coal combustion in factories, locomotives, and households, with London experiencing recurrent "pea-souper" fogs where sulfurous smoke mixed with fog, as termed in 1905.^[30] Coal burning dominated London's energy use, releasing fine particulate matter that coated surfaces and reduced visibility, with historical records indicating annual coal consumption exceeding 10 million tons by the mid-19th century.^[30] The 1952 Great Smog event exemplified this, trapping soot-laden emissions from coal under an inversion layer, leading to an estimated 12,000 excess deaths from December 1952 to February 1953 based on vital statistics analysis.^[31] Parallel to pollution concerns, soot's economic value grew through controlled production as carbon black, initially via lampblack for inks but scaling with the channel process using natural gas flames by the late 19th century.^[32] Post-1915, channel black enabled mass production for reinforcing rubber in tires, boosting U.S. output as automotive demand rose; by 1923, dedicated plants in Texas alone produced thousands of tons annually, enhancing tire durability via soot's filler properties.^[33] This industrial harnessing of soot formation—impinging hydrocarbon flames on cooled channels to deposit pure carbon—marked a shift from incidental byproduct to engineered material.^[32]

Evolution of Scientific Understanding

In the mid-20th century, scientific attention to soot intensified through air pollution studies, where filter-based measurements first distinguished black carbon—the light-absorbing component of soot—as a distinct fine particulate fraction (PM ≤ 2.5 μm). Tihomir Novakov's work in the 1970s at Lawrence Berkeley National Laboratory identified black carbon in urban aerosols via thermal-optical analysis, linking it empirically to incomplete combustion sources such as diesel engines and biomass burning during episodes like London's smog events.^[34] These descriptive efforts shifted focus from bulk smoke to quantifiable carbonaceous particles, establishing soot's role in visibility reduction and respiratory health risks through field campaigns in polluted cities.^[35] By the 1980s and 1990s, mechanistic insights advanced with theories of polycyclic aromatic hydrocarbon (PAH) growth, notably the hydrogen abstraction-acetylene addition (HACA) sequence proposed by Michael Frenklach and colleagues, which explained acetylene-driven ring expansion in flames via sequential abstractions and additions. Concurrently, climate implications emerged in IPCC assessments; the 1990 First Assessment Report noted soot's (termed carbon black) potential for radiative forcing through atmospheric absorption, though uncertainties in short-lived effects limited quantification until later refinements.^[36] These developments marked a transition from empirical sampling to chemical pathway modeling, emphasizing soot's dual role in local pollution and global forcing. Post-2010 breakthroughs leveraged advanced imaging and spectroscopy, revealing radical-driven inception via resonance-stabilized hydrocarbon clustering rather than purely PAH dimerization. Sandia National Laboratories' 2018 experiments, using isomer-resolved mass spectrometry in sooting flames, demonstrated chain reactions of propargyl and other radicals forming nascent clusters, challenging prior nucleation assumptions.^[37] Recent research from 2023 onward has emphasized fragmentation during oxidation, with studies showing how surface erosion and breakup alter soot morphology under high-temperature conditions, informing refined formation-oxidation balances in combustion systems.^[38]

Sources and Formation

Natural and Anthropogenic Origins

Soot, synonymous with black carbon, arises from incomplete combustion processes in both natural and anthropogenic contexts. Natural sources primarily involve wildfires and savanna biomass burning, which collectively contribute approximately 20-30% of global black carbon emissions, varying with annual fire activity and inventory estimates.^[39] Volcanic eruptions play a negligible role, as their particulate outputs consist mainly of silicate ash rather than carbonaceous soot.^[40] Anthropogenic emissions dominate, accounting for over 75% of the global total, with key sectors including residential solid fuel combustion for heating and cooking (43% globally, rising to 60-80% in Asia and Africa), diesel engine transport (23% from overall transportation), and industrial activities such as fossil fuel combustion in steelmaking.^[41] ^[42] In developing regions like South Asia, residential sources exceed 50% of local emissions due to reliance on inefficient biomass and coal burning.^[41] Emission trends reflect regulatory divergences: in developed nations, such as the United States, aggregate criteria pollutant emissions—including particulate matter encompassing soot—have declined by 78% since 1970, driven by vehicle standards and industrial controls.^[43] Conversely, in emerging economies of the Global South, black carbon outputs from residential and unregulated industrial sources remain underestimated by factors of 2-4 and continue to increase amid economic growth and urbanization.^[42]

Detailed Formation Processes

Soot formation initiates during the pyrolysis of hydrocarbon fuels under incomplete combustion conditions, where thermal decomposition produces smaller radicals and olefins that recombine to form polycyclic aromatic hydrocarbons (PAHs) as precursors.^[44] These PAHs grow through mechanisms such as H-abstraction-C2H2-addition (HACA), involving hydrogen abstraction from PAH edges followed by acetylene addition, leading to ring expansion and larger aromatic structures.^[45] Nucleation occurs when PAHs dimerize or cluster via radical sites, transitioning from gas-phase molecules to nascent solid particles, often modeled as physical polymerization or irreversible sticking collisions.^[46] Particle growth proceeds via surface reactions, primarily acetylene addition to particle edges, and coagulation, where colliding primary particles merge to form aggregates, increasing overall soot volume.^[47] These processes dominate in fuel-rich environments with equivalence ratios exceeding 1.5, temperatures between 1200 and 2000 K, and limited oxygen availability, which suppress oxidation and favor net particle buildup.^[48] In diffusion flames, prevalent in engines, spatially separated fuel and oxidizer streams create local rich zones enhancing formation, whereas premixed flames require globally rich mixtures but exhibit more uniform kinetics.^[49] Kinetic experiments using laser-induced incandescence (LII) and scattering diagnostics reveal soot inception at particle number densities around 10^15 particles per cm³, corresponding to incipient clusters of a few nanometers in size.^[50] Recent investigations from 2024 highlight oxidation-induced fragmentation, where partial oxidation at particle edges causes breakup into smaller fragments, thereby reducing overall soot yields by redistributing mass back to the gas phase.^[38] This mechanism, validated through reactive molecular dynamics and flame sampling, underscores the dynamic interplay between growth and oxidative loss in determining final soot concentrations.^[51]

Modeling and Prediction

Fundamental Models of Soot Dynamics

Fundamental models of soot dynamics primarily address the evolution of soot particle size distributions (PSD) through processes such as nucleation, surface growth, coagulation, and oxidation, using population balance equations (PBEs) solved via kinetic approaches.^[52] Sectional methods discretize the PSD into fixed or adaptive bins representing particle volumes or masses, allowing explicit tracking of number densities and size evolution by solving transport equations for each section, which enables detailed resolution of bimodal distributions observed in flames.^[53] Moment methods, conversely, approximate the PSD by solving ordinary differential equations for statistical moments (e.g., zeroth for particle number density, second for surface area, third for volume fraction), offering computational efficiency while assuming log-normal or gamma distributions, though they may lose accuracy for non-monodisperse or aggregating particles.^[54] These methods are coupled with detailed gas-phase kinetics, such as the KM2 mechanism comprising 202 species and 1351 reactions, to compute nucleation rates via polycyclic aromatic hydrocarbon (PAH) dimerization and surface growth rates via hydrogen abstraction acetylene addition (HACA) pathways.^[54] Integration of these kinetic models into computational fluid dynamics (CFD) frameworks accounts for soot transport in turbulent reacting flows, particularly in engines, by coupling PBEs with turbulence-chemistry interaction submodels like presumed probability density functions (PDFs) or transported scalar methods.^[55] In diesel or aero-engine simulations, sectional or moment-based soot submodels are embedded within Reynolds-averaged Navier-Stokes (RANS) or large eddy simulation (LES) solvers, predicting soot volume fractions validated against gravimetric filter measurements and optical diagnostics like laser-induced incandescence, achieving quantitative agreement within 20-50% for peak soot levels under varying loads.^[56] For instance, in turbulent non-premixed flames, moment methods coupled to reduced chemistry predict soot mass evolution by incorporating turbulent dispersion via gradient diffusion hypotheses, with validations showing correlation coefficients exceeding 0.8 against experimental PSD data from counterflow configurations.^[57] Despite these advances, fundamental models exhibit limitations in inception prediction, often underestimating soot formation rates by factors of 2-10 in fuel-rich zones without explicit radical addition pathways beyond PAH dimerization, as evidenced in pre-2020 critiques of acetylene-centric growth assumptions that neglect aromatic radical clustering.^[58] Such discrepancies arise from oversimplified nucleation kinetics, where collision efficiencies below unity due to thermal rebound are ignored, leading to overprediction of coagulation in early particle stages compared to time-resolved particle sizing experiments.^[53] Validation against laminar flames reveals that moment methods can introduce quadrature errors up to 30% in higher-order moments for coagulating aggregates, necessitating hybrid sectional-moment approaches for improved fidelity in polydisperse soot dynamics.^[59]

Contemporary Advances in Simulation

Recent developments in soot simulation have integrated machine learning techniques to enhance kinetic predictions, particularly for polycyclic aromatic hydrocarbons (PAHs) as soot precursors in flames. Machine learning tabulation methods accelerate the computation of thermochemical data within large PAH mechanisms, enabling faster simulations without sacrificing detail.^[60] Physics-informed neural networks (PINNs) have been employed to predict soot temperature and volume fraction fields simultaneously in laminar sooting flames, leveraging line-of-sight integral radiation equations for training and validation against experimental data.^[61] These approaches, emerging prominently since 2023, reduce computational burdens in complex flame environments by embedding physical constraints directly into neural architectures.^[62] Multi-scale modeling frameworks have advanced by coupling quantum chemistry calculations for PAH precursor formation with meso- and macro-scale simulations of particle aggregation and transport, particularly tailored to biofuel combustion in reactors. Reviews from 2025 highlight progress in laminar sooting flames, where these methods capture aggregation dynamics across scales, improving resolution of soot morphology evolution.^[63] In turbulent contexts, large-eddy simulations (LES) integrated with detailed soot submodels have been applied to lab-scale combustors using sustainable aviation fuels, bridging microscale nucleation to macroscale flow interactions for more accurate emission forecasts.^[64] Validation efforts emphasize lab-derived data from renewable fuel systems, such as soot interactions in particle filters under low-temperature regeneration conditions. Modeling studies from early 2025 reveal chemical pathways in these filters, aligning simulations with experimental observations of soot reactivity and dispersity variations across fuel types, thereby refining predictive tools for alternative fuels.^[65] High-fidelity LES validations in rich-quench-lean combustors demonstrate enhanced agreement with measured soot formation and oxidation profiles, prioritizing empirical benchmarks over theoretical extrapolations to minimize discrepancies in biofuel applications.^[66]

Environmental and Health Impacts

Climate Forcing Mechanisms and Debates

Soot, primarily in the form of black carbon (BC), contributes to positive radiative forcing through direct absorption of incoming shortwave solar radiation, which heats the atmosphere and reduces the radiation reaching the surface. This direct effect dominates BC's climate influence, with absorption efficiency enhanced by internal mixing with coatings that increase light absorption by factors of 1.5 to 2 or more, though recent observations indicate heterogeneous mixing may reduce this enhancement, leading to potential overestimation in models. Indirect effects include the semi-direct mechanism, where atmospheric heating suppresses low-level cloud formation, further amplifying warming, and surface albedo reduction via deposition on snow and ice, which accelerates melt particularly in the Arctic, contributing to regional amplification of warming observed in satellite data showing BC-induced albedo decreases of up to 5-10% on Arctic snow cover during spring. Empirical estimates from global models constrained by observations place the direct radiative forcing at approximately +0.1 to +0.5 W/m², with total effective radiative forcing (including indirect) ranging from +0.08 to +0.55 W/m² in recent assessments.^[67]^[68]^[69]^[70] Biomass burning sources, prevalent in tropical regions, disproportionately drive BC forcing due to high emission rates during seasonal fires, with satellite measurements revealing elevated concentrations and forcing hotspots over South Asia, Africa, and Amazonia, where transported BC layers contribute up to +0.2 W/m² regionally during peak seasons. For instance, transatlantic transport of African biomass smoke to the Amazon enhances local forcing by altering cloud properties and direct absorption, while Arctic inflows from mid-latitude biomass events amplify ice melt. These regional variabilities underscore BC's spatially heterogeneous impact, contrasting with more uniform greenhouse gas effects, as evidenced by AERONET and MODIS satellite retrievals showing BC optical depth variations by factors of 10 across latitudes.^[71]^[72]^[73] Debates center on the net magnitude of BC forcing, with IPCC AR6 estimates of +0.23 W/m² for aerosol-radiation interactions and associated warming of ~0.07°C criticized for overreliance on enhanced absorption assumptions from coatings and lensing effects, which field studies suggest are overstated by 20-50% due to external mixing and rapid aging reducing absorptive properties. Critics argue that earlier assessments inflated forcing to +0.9 W/m² or more by assuming higher-altitude transport and underestimating removal rates, whereas updated models incorporating short atmospheric lifetimes of 5-10 days indicate lower global efficacy compared to persistent CO2, questioning aggressive mitigation prioritization amid high uncertainties (~90% in some models). While consensus holds BC as a net warmer second only to CO2 in short-term forcing, dissenting analyses propose net effects near zero when balancing against co-emitted cooling organics from biomass, emphasizing the need for source-specific empirical validation over generalized model projections.^[74]^[75]^[77]

Direct Health Effects and Causal Evidence

Epidemiological cohort studies have established associations between long-term exposure to black carbon (BC), the principal elemental component of soot, and elevated risks of respiratory and cardiovascular morbidity and mortality. In a pooled analysis of European cohorts involving over 323,000 participants, source-apportioned fine particulate matter including traffic-derived BC showed positive links to all-cause, cardiovascular, and respiratory mortality, with hazard ratios typically ranging from 1.05 to 1.15 per interquartile range increase in exposure after adjusting for total PM2.5.^[78] Mechanisms involve BC-induced oxidative stress, endothelial dysfunction, and systemic inflammation, with particles capable of translocating from the lungs into the bloodstream and extrapulmonary tissues such as the brain and placenta, exacerbating atherosclerosis and thrombotic events.^[4]^[79] Dose-response data from occupational cohorts of carbon black production workers indicate relative risks of cardiac mortality around 1.1-1.3 for cumulative exposures exceeding 10 mg/m³-years, though these high-dose findings require cautious extrapolation to ambient levels below 2 µg/m³.^[80] Attribution of health effects specifically to BC faces challenges from confounding co-pollutants, including ultrafine particles and volatile organic compounds, which often co-emit from combustion sources and correlate strongly with BC in single-pollutant models but attenuate associations in multipollutant adjustments.^[81] For instance, long-term BC-mortality links weaken when accounting for ultrafine particle counts, suggesting potential overestimation of BC's independent causality in traffic-heavy environments. Natural soot fractions, such as from wildfires, further complicate regulatory distinctions, as their health impacts may differ from anthropogenic sources due to varying chemical coatings and size distributions, yet are frequently aggregated in PM metrics without differentiation.^[82] In low-income regions, soot from inefficient biomass cookstoves imposes disproportionate burdens, with WHO estimates attributing around 3.2 million annual premature deaths to household air pollution—predominantly respiratory infections, chronic obstructive pulmonary disease, and cardiovascular events—based on exposure-response functions integrated with global modeling.^[83] These figures derive from integrated exposure-response models linking PM2.5 equivalents to disease outcomes, yet debates persist over causality, as socioeconomic confounders like malnutrition, poor sanitation, and concurrent infections may amplify vulnerabilities beyond soot's direct effects, with randomized intervention trials showing inconsistent mortality reductions despite emission cuts.^[84]^[85]

Broader Ecological Consequences

Soot deposition on soils disrupts nutrient cycling by altering microbial communities in the rhizosphere, particularly affecting nitrogen transformations through impacts on bacteria and fungi.^[86] Polycyclic aromatic hydrocarbons (PAHs) associated with soot can leach into soil and water systems, facilitating their mobility and potential contributions to localized chemical imbalances, though empirical studies emphasize combined effects with other particulates rather than soot exclusivity.^[87] In high-deposition scenarios, such as those analogous to volcanic tephra burial from the 1980 Mount St. Helens eruption, soot and particulate layers smother vegetation, leading to understory dieback and reduced forest regeneration, with recovery timelines extending decades based on burial depth and soil burial duration.^[88] Aquatic ecosystems experience biodiversity reductions from soot's light-attenuating properties, where particles settle into lakes and diminish photosynthetically active radiation, thereby suppressing algal productivity and altering pelagic microbial dynamics.^[89] Wildlife in proximity to 20th-century industrial sites contaminated by soot-derived PAHs exhibit bioaccumulation, with bioavailability enhanced by soot's sorptive properties; for instance, sediment-associated PAHs transfer to benthic organisms and higher trophic levels, as quantified in biota-sediment accumulation factors for multiple PAH congeners.^[90] Evidence of ecosystem recovery follows soot and pollutant reductions, as seen in European epiphytic lichen communities rebounding after sulfur dioxide and particulate controls under frameworks like the UK's 1956 Clean Air Act, which correlated with increased lichen diversity by the 1980s through diminished acidification and particulate loading.^[91] Field monitoring indicates that while nitrogen deposition persists as a limiter, particulate declines have enabled sensitive species recolonization, underscoring causal links between deposition cessation and biodiversity restoration without overattributing to single factors.^[92]

Applications and Economic Role

Traditional Industrial Utilization

Carbon black, a highly engineered form of amorphous carbon derived from the controlled incomplete combustion of heavy petroleum oils or natural gas feedstocks, represents the primary traditional industrial utilization of soot-like particulates. This process captures and purifies the carbon aggregates that would otherwise disperse as emissions, transforming them into a versatile reinforcing agent and pigment. The furnace black method, dominant since its commercialization in 1943, involves injecting hydrocarbons into a high-temperature reactor where partial oxidation yields fine particles with surface areas exceeding 100 m²/g, enabling precise control over particle size and structure for targeted applications.^[93]^[33] The global carbon black market reached approximately $20.6 billion in 2024, driven largely by demand in rubber reinforcement, with annual production exceeding 15 million metric tons. Around 70% of output is consumed in tire manufacturing, where it comprises up to 20-30% of the rubber compound by weight, imparting tensile strength, abrasion resistance, and heat dissipation to extend tread life by factors of 2-3 compared to unfilled rubber. This reinforcement stems from the strong interfacial bonding between carbon black aggregates and polymer chains, reducing hysteresis losses and improving rolling resistance. Additional uses include pigments for inks and coatings (10-15% of market) and conductive additives in plastics (5-10%), underscoring soot's economic pivot from waste to high-value commodity.^[94]^[95] Historically, production evolved from rudimentary lampblack processes using vegetable oils in the 19th century to channel or impingement methods with natural gas in the early 20th century, which offered cleaner feeds but lower yields. Post-World War II advancements in the oil furnace process, scaling up from pilot plants in Texas, shifted to aromatic-rich heavy oils, reducing ash and sulfur impurities to below 0.5% while boosting efficiency to 50-60% carbon recovery from feedstock. This transition, completed by the 1960s, displaced older methods by enabling continuous operation and tailored particle morphologies, though it required balancing combustion stoichiometry—typically air-to-fuel ratios of 0.8-1.2—to favor soot formation over full oxidation, thereby optimizing yield at the expense of controlled gaseous byproducts.^[33]^[93]

Innovative and Waste-Derived Uses

Waste-derived soot, particularly from candle combustion and diesel exhaust, has emerged as a precursor for carbon-based nanomaterials with applications in energy storage and pollutant remediation. Candle soot nanoparticles, functionalized through simple heat treatments, exhibit high surface areas suitable for supercapacitor electrodes, achieving specific capacitances up to 300 F/g in composite forms when derived from inexpensive carbonaceous waste.^[96] Diesel soot particles, collected via exhaust filtration, have been incorporated into polyvinyl alcohol hydrogels, enabling solar-driven desalination with evaporation rates exceeding 1.5 kg/m²/h under one-sun illumination, leveraging the soot's photothermal properties for efficient vapor generation.^[97] In adsorption applications, candle soot-coated polyurethane foams demonstrate efficacy in removing heavy metals like lead from aqueous solutions, with adsorption capacities reaching 150 mg/g due to the soot's porous structure and surface chemistry, offering a low-cost alternative to commercial activated carbons.^[98] These soot-derived adsorbents also target organic pollutants, such as dyes, via combined adsorption-photocatalysis, reducing methylene blue concentrations by over 90% in under 30 minutes under UV exposure.^[99] A 2025 review synthesizes advances in soot-sourced carbon nanomaterials for desalination, emphasizing their scalability from household waste like candles, which circumvents energy-intensive synthesis routes for graphene-like structures.^[100] Recent catalytic innovations in diesel particulate filters enable on-board conversion of trapped soot into synthetic fuels. As of January 2025, investigations into filter surface chemistry reveal mechanisms where soot oxidation intermediates facilitate carbon monoxide and hydrogen formation, precursors for Fischer-Tropsch synthesis of hydrocarbons, potentially integrating exhaust treatment with fuel recycling to enhance vehicle efficiency.^[65] These approaches transform emission control devices into reactive systems, reducing net carbon output while valorizing particulates that would otherwise require disposal. Such repurposing underscores soot's transition from environmental liability to resource, particularly in high-emission sectors, though scalability depends on catalyst durability under real-world conditions.^[101]

Detection, Measurement, and Control

Analytical and Monitoring Methods

Analytical methods for quantifying soot primarily target its refractory black carbon (BC) or elemental carbon (EC) components, distinguishing it from organic carbon (OC) and volatile coatings through optical, thermal, microscopic, and spectroscopic techniques. These approaches enable precise measurement of mass concentration, morphology, and structural properties, with detection limits often reaching sub-microgram per cubic meter levels in controlled settings.^[102]^[103] Optical methods, such as aethalometers, provide real-time BC quantification by measuring light attenuation at multiple wavelengths (e.g., 370–950 nm) as aerosols deposit on a filter tape. Modern models achieve detection limits below 0.005 µg/m³ over one-hour integrations, with resolutions down to 1 ng/m³, though performance degrades with high aerosol loading due to filter multiple scattering artifacts.^[104]^[105] These instruments equate BC via empirical mass absorption cross-sections calibrated against thermal references, but ambient interferences like non-BC absorbers necessitate wavelength-dependent corrections.^[106] Thermal-optical analysis (TOA) serves as a reference offline method for partitioning EC from OC in filter-collected samples, progressively heating in inert then oxidizing atmospheres (e.g., up to 870°C) while monitoring evolved carbon via flame ionization detection and correcting for pyrolysis-induced charring with laser reflectance or transmittance. Protocols like EUSAAR or IMPROVE yield EC/OC splits varying by up to 50% across temperature ramps due to differing volatilization thresholds, underscoring the need for standardized protocols to minimize artifacts from sample matrix effects.^[107]^[108] Transmission electron microscopy (TEM) elucidates soot morphology, imaging aggregate structures with primary particle diameters typically 10–50 nm and fractal dimensions of 1.7–1.9, enabling automated quantification of size distributions and compactness via convolutional neural networks or fractal analysis on thousands of particles.^[109]^[110] Raman spectroscopy complements this by assessing graphitization degree through the intensity ratio of D (disordered, ~1350 cm⁻¹) to G (graphitic, ~1580 cm⁻¹) bands, where lower I_D/I_G values (e.g., <1) indicate higher structural order in mature soot versus nascent particles.^[111]^[112] The soot-particle aerosol mass spectrometer (SP-AMS) advances single-particle analysis of aged soot by combining 1064 nm laser vaporization for refractory BC with thermal vaporization for non-refractory coatings, resolving compositions like sulfate-organic mixtures on BC cores in urban environments as of 2025 field campaigns.^[113] In ambient air, however, coatings introduce challenges: optical lensing enhances apparent absorption by 1.5–2 times in thickly coated particles, while incomplete thermal desorption in TOA can bias EC upward by 20–30%, necessitating multi-method cross-validation (e.g., SP-AMS with TEM) to deconvolve mixing states and ensure accuracy.^[114]^[115]

Regulatory Frameworks and Mitigation Technologies

The United States Environmental Protection Agency (EPA) regulates soot emissions primarily through National Ambient Air Quality Standards (NAAQS) for fine particulate matter (PM2.5), which encompasses black carbon as a component of inhalable particles ≤2.5 micrometers in diameter. In February 2024, the EPA finalized a primary annual PM2.5 standard of 9.0 micrograms per cubic meter (μg/m³), tightening from the prior 12.0 μg/m³ level to address health risks associated with soot-laden aerosols from combustion sources.^[116] ^[117] In the European Union, diesel particulate filters (DPFs) have been mandatory for new light-duty diesel vehicles under Euro 5 standards since September 2011 (with phased implementation from 2009), achieving particulate matter reductions of up to 98% and black carbon emission factors of 88% lower compared to pre-DPF Euro 4 vehicles.^[118] ^[119] Mitigation technologies include wall-flow DPFs with catalytic coatings, which trap and oxidize soot at exhaust temperatures above 250°C, often integrated with selective catalytic reduction for nitrogen oxides. Fuel-borne catalysts, such as cerium oxide nanoparticles added at 10-20 parts per million, lower soot oxidation temperatures and reduce emissions by 30% in engine tests relative to additive-free diesel.^[120] For biomass combustion—a major soot source from residential and agricultural burning—improved cookstoves promoted through initiatives like the Bill & Melinda Gates Foundation's grants aim to cut particulate emissions by 40-80% via better airflow and insulation, though field trials show variable adoption and sustained use due to cultural and maintenance barriers.^[121] Regulatory efficacy remains debated, with cost-benefit analyses revealing disparities where compliance burdens exceed verifiable health or climate gains. Heavy-duty vehicle standards under the Clean Air Act, targeting PM including soot, impose annual industry costs estimated in billions for retrofits and fuel efficiency upgrades, yet empirical mortality reductions from PM2.5 tightening are contested given confounding factors like natural variability in particle composition.^[122] ^[123] Prioritizing high-impact sources, such as agricultural residue burning contributing significantly to black carbon via open fires, yields greater returns than stringent controls on marginal industrial emitters, as biomass practices account for a larger share of uncontrolled soot in developing regions despite regulatory focus on transport.^[41] Overregulation risks economic distortion when benefits, often modeled on optimistic exposure-response functions, fail to materialize amid high retrofit expenses for fleets.^[124]

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In this study, the structural properties of soot produced in diffusion flames are analyzed to elucidate the formation of mature aggregates from large young ...Missing: levels | Show results with:levels
[17]
Evolution of maturity levels of the particle surface and bulk during ...
We performed a study of the evolution of soot composition and fine structure, ie, maturity level, in an atmospheric ethylene-air diffusion flame.Missing: young | Show results with:young
[18]
Morphology and Fractal Dimension of Size‐Resolved Soot Particles ...
Mar 4, 2023 · Soot particles from combustion sources or in the atmosphere have a large size range from 70 nm to 2 μm (Baldelli et al., 2020; Laborde et al., ...Abstract · Introduction · Experimental Methods · Results and Discussion
[19]
Morphological properties of atmospheric aerosol aggregates - PMC
The primary particle size of atmospheric aggregates ranged from 6 to 100 nm. The broad polydispersity and wide range may have resulted because the ...
[20]
[PDF] Specific surface area of combustion emitted particles
range from 10 to 100 m²/g, values in agreement with those reported in literature for soot emitted by gaseous ... SBET (m2/g). Reference. Carbon black commercial.
[21]
Measurement and modeling of the multiwavelength optical ... - ACP
The observations include light absorption and extinction coefficients of soot particles produced from methane diffusion and ethylene premixed flames, measured ...
[22]
Review of recent literature on the light absorption properties of black ...
Instead of determining the refractive index of mature soot in the visible, they derived model-specific effective refractive index at 405, 532, and 630 nm by ...
[23]
Morphology and mixing state of aged soot particles at a remote ...
Jan 14, 2015 · The radiative properties of soot particles depend on their morphology and mixing state, but their evolution during transport is still elusive.<|separator|>
[24]
Atmospheric Aging of Soot Particles | Langmuir - ACS Publications
Sep 23, 2019 · The oxidation of soot particles with ozone (O3) increases the particles' ability to act as cloud condensation nuclei (CCN).
[25]
Electron tomography of soot for validation of 2D image processing ...
Transmission electron microscopy of soot aggregates is performed using a tilting-stage with view angles from –60 to +50 degrees. The resulting series of ...
[26]
Photochemical Aging Induces Changes in the Effective Densities ...
Mar 21, 2023 · Photochemical aging alters the effective densities and morphologies of residential combustion aerosol particles inducing changes in radiative ...
[27]
#LampBlack | UCL The Pigment Timeline Project
Aug 26, 2016 · Lamp black was the main type of ink ingredient used for writing on papyrus in Ancient Egypt. Red inks made from ochre or the arsenic sulphide ...Missing: 1500 | Show results with:1500
[28]
[PDF] Revealing the Nature of Black Pigments Used on Ancient Egyptian ...
Oct 7, 2021 · For each fragment, the carbon- black pigment found in the ink is identified as flame carbon (lampblack or soot). Using Xray diffraction computed ...Missing: 1500 | Show results with:1500
[29]
(PDF) Anthropogenic air pollution in ancient times - ResearchGate
The Roman poet Horatio observed that buildings in Rome became increasingly dark from smoke and the philosopher Seneca lamented in a letter that he needed to ' ...
[30]
What the history of London's air pollution can tell us about the future ...
Jun 20, 2017 · The dominant contributor to London's historic air pollution was coal burning. Throughout the 18th and 19th centuries, the coal industry in ...
[31]
Reassessment of the Lethal London Fog of 1952: Novel Indicators of ...
We estimate about 12,000 excess deaths occurred from December 1952 through February 1953 because of acute and persisting effects of the 1952 London smog.Missing: toll | Show results with:toll
[32]
▷ Wiki | PentaCarbon GmbH
Jun 7, 2024 · In the late 19th century carbon black started to be produced with the channel process. The industrial mass production started in the beginning ...
[33]
Carbon Black Industry - Texas State Historical Association
Dec 1, 1994 · After 1915 carbon black became widely used as a reinforcing agent in the production of automobile tires. In early 1923 the first Texas plant ...
[34]
The Black Carbon Story: Early History and New Perspectives - PMC
A number of recent studies have suggested that black carbon (BC), the light-absorbing fraction of soot, is next to CO2 one of the strongest contributors to ...
[35]
[PDF] Report to Congress on Black Carbon - US EPA
y Black carbon (BC) is the most strongly light- absorbing component of particulate matter (PM), and is formed by the incomplete combustion of fossil fuels, ...
[36]
[PDF] Climate Change – The IPCC Scientific Assessment
Figure 7: The contribution from each of the human-made greenhouse gases to the change in radiative forcing from 1980 to. 1990. ... Carbon black (soot) plays ...
[37]
Cracking the code to soot formation - Sandia National Laboratories
Sep 14, 2018 · This groundbreaking work was published in a Science magazine paper, “Resonance-stabilized hydrocarbon-chain reactions may explain soot inception ...
[38]
Recent advances in soot formation mechanisms: Oxidation and ...
Sep 1, 2024 · This paper reviews the recent research progress on soot oxidation and oxidation-induced fragmentation from four aspects: external oxidation ...
[39]
Open burning - AMAP
Globally, open burning of fields and forests accounts for approximately 40% of black carbon emissions. Emission estimates are however uncertain and regional ...Missing: percentage | Show results with:percentage
[40]
Aerosols and Their Importance | Earth - NASA
These are often also referred to as 'biomass burning' aerosols, and are composed of organic (brown) and black carbon (soot). ... volcanic eruptions, such as the ...
[41]
Black carbon | Climate & Clean Air Coalition
Black carbon, commonly known as soot, is a component of fine particulate air pollution (PM 2.5). It is formed by incomplete combustion, for example of wood, ...
[42]
Black carbon emissions generally underestimated in the global ...
Jul 31, 2025 · BC primarily originates from residential solid fuel combustion, diesel engines, industrial sources, and open burning. Estimates of global ...
[43]
[PDF] State Air Trends & Successes
Since 1970 when the Clean Air Act was enacted, the United States has reduced aggregate emissions of the six criteria air pollutants by 78 percent.
[44]
Nucleation, surface growth and coagulation of soot by hierarchical ...
Oct 10, 2025 · Soot formation begins with combustion of hydrocarbon fuels ... PAHs contribute to soot formation and the mechanisms behind this transition.
[45]
Detailed Mechanism and Modeling of Soot Particle Formation
The model begins with fuel pyrolysis, followed by the formation of polycyclic aromatic hydrocarbons, their “planar” growth and coagulation into spherical ...
[46]
Study on soot nucleation and growth from PAHs and some reactive ...
Feb 23, 2019 · Soot is produced by incomplete combustion of hydrocarbon fuels and its formation mechanism is highly related to the formation of polycyclic ...
[47]
A consistent soot nucleation model for improved prediction of strain ...
Soot formation is modeled through nucleation, condensation, coagulation and surface growth. Oxidation is neglected because of the non-oxidative nature of ...
[48]
[PDF] Effect of equivalence ratio and temperature on soot formation in ...
The focus is to investigate the effect of peak temperature and equivalence ratio on soot formation while maintaining constant global strain and stoichiometric ...
[49]
Evaluation of the equivalence ratio-temperature region of diesel soot ...
Oct 1, 2006 · Results show that the equivalence ratio-temperature region of soot precursor formation varies from the closed-reactor predictions and depends ...
[50]
Investigation of the size of the incandescent incipient soot particles ...
This study demonstrates that LII is a promising in situ optical particle sizing technique that is capable of detecting incipient soot as small as about 2.5 nm ...
[51]
Focus on the Soot Oxidation-Induced Fragmentation Process
Oct 10, 2024 · This review compiles the application of catalysts in the field of diesel engine soot removal, with a focus on the influence of catalyst on soot physicochemical ...
[52]
Kinetic modeling of soot formation with detailed chemistry and physics
The present study reports an updated detailed chemical kinetic model for soot formation. The model combines recent developments in gas-phase reactions, ...
[53]
A sectional soot formation kinetics scheme with a new model for ...
A sectional scheme for soot formation is combined with a novel model for coagulation efficiency based on the thermal rebound concept.
[54]
[PDF] Parametric study of empirical constants used in soot formation ... - HAL
Jun 28, 2022 · One of the most widely used approaches for modeling soot formation in laminar and turbulent flames is the one based on the method of moments ( ...
[55]
Turbulence-chemistry interactions in CFD modelling of diesel engines
The goal of this work is to establish the methods used as industrially acceptable ways of coupling the chemistry with turbulence. Keywords: Intrinsic low ...
[56]
Large Eddy Simulation of Soot Formation in a Real Aero-Engine ...
Nov 16, 2023 · Simulations are performed for different operating conditions (idle, approach, climb, takeoff) to validate the model using experimental data.
[57]
Modelling of Soot Aerosol Dynamics in Turbulent Flow
Aug 23, 2019 · The model of the fundamental physical and chemical kinetics of soot may be called the soot model and can be divided into two main parts: ...
[58]
On the formation and early evolution of soot in turbulent ...
[13]. In this soot model, nucleation and surface growth rates depend on temperature and the concentration of acetylene, while aromatic species do not contribute ...
[59]
Soot particle size distribution reconstruction in a turbulent sooting ...
Jul 11, 2022 · A numerically robust method of moments with number density function reconstruction and its application to soot formation, growth, and oxidation.
[60]
Machine learning tabulation of thermochemistry for the PAH ...
This work proposes a novel machine learning tabulation methodology to accelerate the computation of a large polycyclic aromatic hydrocarbon (PAH) mechanism for ...
[61]
(PDF) Soot temperature and volume fraction field predictions via line ...
Dec 5, 2024 · This paper originally proposes a physics informed neural networks (PINNs) model for the simultaneous prediction of soot temperature and volume ...
[62]
Simultaneous soot parameters fields predictions accuracy ...
Soot temperature and volume fraction field predictions via line-of-sight soot integral radiation equation informed neural networks in laminar sooting flames.
[63]
Progress in multi-scale modeling of soot particle aggregation in ...
This article reviews all these aspects but the focus is on recent progress in macro- and meso-scale modeling of soot particle aggregation in laminar sooting ...
[64]
High Fidelity Simulation of the Soot Formation in a Lab-Scale ...
High Fidelity Simulation of the Soot Formation in a Lab-Scale Combustor Using Sustainable Aviation Fuel. January 2025. DOI:10.2514/6.2025-2090. Conference: AIAA ...
[65]
From soot particle filters to renewable fuels: Examining carbon ...
Jan 22, 2025 · The modeling unveils what happens chemically—at lower temperatures ... Basic research contributes to the development of renewable fuels.
[66]
High-Fidelity LES Investigation of Soot Formation and Oxidation in ...
Aug 11, 2025 · This study focuses on the soot formation, evolution, and oxidation in a single-sector rich-quench-lean (RQL) aeroengine model combustor, ...
[67]
Enhanced Light Absorption and Radiative Forcing by Black Carbon ...
Jun 2, 2022 · (15) Specifically, climate models of the 2021 IPCC report (16) estimate BC's RF to range from −0.28 to 0.41 W/m2, increasing the globally ...
[68]
Overestimation of black carbon light absorption due to mixing state ...
Jan 2, 2024 · Our study provides direct observational evidence that the heterogeneity of particle-particle mixing can reduce the light absorption enhancement ...
[69]
Bounding the role of black carbon in the climate system: A scientific ...
Jan 15, 2013 · Black-carbon emission rates from both energy-related combustion and biomass burning currently appear underestimated. Underestimates occur ...Missing: criticisms | Show results with:criticisms
[70]
[PDF] Chapter 6: Short-lived Climate Forcers
Changes in the atmospheric distribution of SLCFs determine their radiative forcing, and climate and air‑quality impacts. ... et al., 2014: Global budget and ...
[71]
Influx of African biomass burning aerosol during the Amazonian dry ...
Apr 24, 2020 · This study presents airborne observations of the transatlantic transport of BC-rich African biomass burning (BB) smoke into the Amazon Basin
[72]
A potential large and persistent black carbon forcing over Northern ...
Mar 7, 2017 · In this study, we compared the measurements from aircraft campaigns and satellites, and found a robust association between BC concentrations and ...
[73]
Biomass Burning Emissions of Black Carbon over the Maritime ...
Globally, open biomass burning accounts for about 15% of the total BC emissions. Long-term measurements in Indonesia (Rashid et al. 2014; Sattar et al. 2014) ...
[74]
The warming effect of black carbon must be reassessed in light of ...
Our best estimates of ERF and surface temperature change of BC from aerosol-radiation interactions are both lower than those arrived at in IPCC AR6, and we ...
[75]
Climate impact of black carbon severely overestimated, says study
Sep 26, 2014 · The global warming effect of 'black carbon', or soot, has been greatly exaggerated due to mistaken assumptions about the atmospheric altitude.
[76]
[PDF] The warming effect of black carbon must be reassessed in light of ...
Recently, the IPCC AR6 provided an updated estimate of the present-day climate warming due to BC emissions50 of 0.07◦C. This estimate was based on ...
[77]
Enhanced Light Absorption and Radiative Forcing by Black Carbon ...
The contribution of BC to climate change is estimated with the highest uncertainty (∼90%) in climate models, limiting their accuracy. Specifically, climate ...
[78]
Long-Term Exposure to Source-Specific Fine Particles and Mortality ...
Jun 23, 2022 · We assessed mortality risks associated with source-specific fine particles (PM2.5) in a pooled European cohort of 323782 participants.
[79]
Ambient black carbon particles reach the fetal side of human placenta
Sep 17, 2019 · Our finding that BC particles accumulate on the fetal side of the placenta suggests that ambient particulates could be transported towards the fetus.
[80]
Meta-Analysis of Cardiac Mortality in Three Cohorts of Carbon Black ...
We combined standardised mortality ratio (SMR) and Cox proportional hazards results from cohort studies of US, UK and German CB production workers. Under a ...
[81]
Long-Term Exposure to Outdoor Ultrafine Particles and Black ...
Jul 1, 2024 · Long-term exposures to UFP number concentrations and black carbon were positively associated with mortality in single-pollutant models, but ...
[82]
[PDF] air pollution and health: novel insights on black carbon toxicity and air
To present a more accurate description of the risks of black carbon particles to the general population, studies based on occupational exposures were also ...
[83]
Breathing Room: Cleaner Fuels for Home Cooking in LMICs
Feb 28, 2023 · The World Health Organization (WHO) estimates household air pollution is responsible for around 3.2 million premature deaths each year. In ...
[84]
Global, regional, and national burden of household air pollution ...
Mar 18, 2025 · In 2021, 2·67 billion (95% uncertainty interval [UI] 2·63–2·71) people were exposed to HAP from solid cooking fuels, 33·8% (95% UI 33·2–34·3) of ...
[85]
A global review of the state of the evidence of household air ...
Primary emissions, like soot and organic carbon from solid fuel combustion, are so high that every 1 million households using solid fuels release emissions ...
[86]
Ecological effects of particulate matter - ScienceDirect.com
PM deposited directly to the soil can influence nutrient cycling, especially that of nitrogen, through its effects on the rhizosphere bacteria and fungi.
[87]
Polycyclic aromatic hydrocarbons and volatile organic compounds ...
Mar 31, 2016 · Dissolved organic carbon, together with dust particles from biochar, binds PAHs and facilitates their leaching through soil. Nonetheless, the ...
[88]
[PDF] Responses of forest understory plants to burial by volcanic tephra ...
Feb 22, 1984 · The effects of burial by tephra (volcanic aerial ejecta) on forest understory plants were examined northeast of Mount St. Helens,.
[89]
Effects of soot deposition on particle dynamics and microbial ...
Jun 21, 2014 · Soot deposition affects microbial pelagic ecosystems; Soot particles adsorb dissolved organic carbon and stimulate aggregation; Soot ...
[90]
Bioavailability of PAHs: Effects of Soot Carbon and PAH Source
The bioavailability of 38 individual polycyclic aromatic hydrocarbon (PAH) compounds was determined through calculation of biota−sediment-accumulation ...
[91]
Air pollution and its effects on lichens, bryophytes, and lichen ...
Apr 24, 2015 · Changing air quality has been one of the most important drivers of change for bryophytes and lichens in Britain and Ireland over the 20th ...
[92]
[PDF] Air pollution and its effects on lichens, bryophytes, and lichen&#x2010
Increases in these lichenivorous moth species have been linked to the recovery of some lichen species following a reduction in SO2 pollution but, as yet, there ...
[93]
Source Assessment: Carbon Black Manufacture
In the oil furnace process, carbon black is produced by the thermal decomposition of a liquid hydrocarbon feedstock in a refractory-lined steel furnace. The ...<|separator|>
[94]
Carbon Black Market Size to Worth USD 36.73 Billion by 2034
The global carbon black market size was calculated at USD 20.62 billion in 2024 and is predicted to reach around USD 36.73 billion by 2034, expanding at a CAGR ...
[95]
In Industry First, Goodyear Launches Tire with Monolith's Carbon Black
May 10, 2023 · According to Goodyear, a typical consumer tire is comprised of up to 20 percent carbon black by weight.
[96]
Enhancing the supercapacitive performance of soot material ...
This study introduces a cost-effective synthesis of a composite electrode for supercapacitor application using a waste carbonaceous soot.
[97]
Conversion of Hazardous Diesel Soot Particles into a Novel Highly ...
Jan 8, 2023 · One-step fabrication of soot particle-embedded fibrous membranes for solar distillation using candle burning-assisted electrospinning.
[98]
Lead removal from aqueous using carbon nanomaterials and reuse ...
Candle soot is a cheap carbonaceous material obtained by burning candle wax. ... membranes for heavy metal removal from wastewater. Chem. Eng.Research and ...
[99]
Enhanced dye adsorption and rapid photo catalysis in candle soot ...
The time required for removal of MB was reduced by 50% in combined adsorption and photocatalysis than that of only adsorption and only photocatalysis. In the ...
[100]
Recent developments in carbon nanomaterial synthesis from soot ...
Sep 9, 2025 · Unveiling the potential: Recent developments in carbon nanomaterial synthesis from soot and its application for desalination. January 2025; Next ...
[101]
From soot particle filters to renewable fuels - ScienceDaily
Unraveling the chemical processes in soot particle filters reveals new ways to produce synthetic fuels.Missing: validation | Show results with:validation
[102]
The Measurement of Atmospheric Black Carbon: A Review - PMC
Currently, there are three commonly used quantitative methods for BC: Thermo-Optical Analysis (TOA), the Optical Method, and the Laser-Induced Incandescence ( ...
[103]
A 2-year intercomparison of three methods for measuring black ...
Jul 3, 2024 · This study presents a 2-year comparison of three state-of-the-art BC measurement techniques at the high-altitude research station Pic du Midi (PDM) located in ...
[104]
[PDF] ADVANCED MEASUREMENT OF AEROSOL BLACK CARBON
DETECTION. Detection Limit (1 hour): <0.005 μg/m3 Range: <0.01 to >100 μg/m3 Black Carbon Resolution: 0.001 μg/m3 or 1 ng/m3. SAMPLING. Aerosol sample ...
[105]
AETHALOMETER AE36s - Black Carbon Instrument
DETECTION. Detection limit (1 hour): <0.001 μg/m3. Range: <0.01 to >100 μg/m3. Black carbon resolution: <1 ng/m3. RH SENSITIVITY. RH sensitivity <1 ng BC/(%/min).
[106]
AMT - Field comparison of dual- and single-spot Aethalometers
May 14, 2024 · The Aethalometer is a widely used instrument for black carbon (BC) mass concentration and light absorption coefficient (babs) measurements ...
[107]
An investigative review of the expanded capabilities of thermal ...
Jan 1, 2025 · Thermal-optical analysis (TOA) is the most commonly used method for separating carbonaceous aerosols into OC and EC (BC is referred to as ...
[108]
[PDF] Thermal-optical analysis for the measurement of elemental carbon ...
Sep 16, 2015 · The light reflectance of the sample, which was continuously monitored by a He-Ne laser-based system, was used for charring correction.
[109]
An optimized evaluation strategy for a comprehensive ...
Transmission electron microscopy (TEM) is employed for a comprehensive morphological characterization of soot nanoparticles. · Manual and semi-automatic methods ...
[110]
Quantifying the Fractal Dimension and Morphology of Individual ...
Feb 28, 2022 · Here we develop a novel image recognition technique to automatically determine the D f of individual soot aggregates from electron microscopy images.
[111]
Monitoring flame soot maturity by variable temperature Raman ...
Aug 1, 2022 · In this work we investigate by off-line variable-temperature Raman spectroscopy two types of soot particles, namely just-nucleated and aged/mature particles.
[112]
Impacts of Fuel Stage Ratio on the Morphological and ...
Jun 4, 2024 · As the FSR decreases, the graphitization degree of the generated soot particles increases. All FSR ID1/IG ratios are greater than 1, indicating ...
[113]
[PDF] Advances in characterization of black carbon particles and their ...
Jul 30, 2025 · 2.2 Soot-particle aerosol mass spectrometer (SP-AMS). SP-AMS is a standard high-resolution time-of-flight aerosol mass spectrometer (HR-ToF ...
[114]
Comparing black-carbon- and aerosol-absorption-measuring ... - AMT
Feb 1, 2022 · A limitation of this study was that the relative humidity of the uncoated soot aerosols when entering the organic coating unit was below 30 %. ...
[115]
Influence of soot mixing state on aerosol light absorption and single ...
Jun 6, 2009 · It was contributed not only by the increased thickness of coating shell, but also the transition of soot from externally mixed to coated one.
[116]
National Ambient Air Quality Standards (NAAQS) for PM | US EPA
EPA is setting the level of the primary (health-based) annual PM 2.5 standard at 9.0 micrograms per cubic meter to provide increased public health protection.
[117]
US EPA Strengthens Air Quality Standards for Fine Particulate Matter
Feb 7, 2024 · On February 7, 2024, US EPA announced its final air quality standard to govern fine particulate matter (PM 2.5), also known as soot.<|separator|>
[118]
[PDF] The EU's response to the “dieselgate” scandal - European Union
It reduces the total particulate matter mass emissions by approximately 98 % (Z. Gerald Liu, Devin R. Berg and James J. Schauer, 'Detailed Effects of a. Diesel ...
[119]
[PDF] On-road vehicle emissions measurements show a significant ... - ACP
Aug 21, 2025 · Results show that diesel particulate filters (DPFs) reduce black carbon (BC) emission factors by 88% compared to pre-DPF Euro 4 diesel-powered ...Missing: percentage | Show results with:percentage<|separator|>
[120]
Impacts of a Nanosized Ceria Additive on Diesel Engine Emissions ...
Relative to the 0× fuel, the 0.1×, 1×, and 10× fuels resulted in a 6.7%, 8.7%, and 30% reduction in formaldehyde emission rate, 4.4%, 8.7%, and 30% reduction in ...Missing: percentage | Show results with:percentage
[121]
Jet flame - Clean Biomass Cookstoves - SSM Stove Manufacturer
Sep 11, 2023 · In African field tests, the insulated Rocket reduced emissions of PM2.5 by about 40% (USAID, 2008, 2010). The stove needed higher temperatures ...
[122]
Control of Air Pollution From New Motor Vehicles: Heavy-Duty ...
Jan 24, 2023 · The Environmental Protection Agency (EPA) is finalizing a program to further reduce air pollution, including ozone and particulate matter (PM), from heavy-duty ...<|separator|>
[123]
Rethinking Air Quality Regulation | Cato Institute
Jul 15, 2025 · PM2.5 is a regulatory category that refers to a mix of chemicals and substances emitted by a range of man-made and natural sources, including ...
[124]
[PDF] The Misleading Successes of Cost-Benefit Analysis in ...
Sep 4, 2024 · This Article critically examines the rise of cost-benefit analysis (CBA) in environmental policy and the profound disconnect that has ...