Is replacing missing values of PM2.5 constituents with estimates using machine learning better for source apportionment than exclusion or median replacement? DOI Creative Commons

Youngkwon Kim,

Seung‐Muk Yi, Jongbae Heo

и другие.

Environmental Pollution, Год журнала: 2024, Номер 354, С. 124165 - 124165

Опубликована: Май 16, 2024

East Asian countries have been conducting source apportionment of fine particulate matter (PM

Язык: Английский

Machine learning reveals the effects of drivers on PM2.5 and CO2 based on ensemble source apportionment method DOI
Xu Han, Yi Ge, Zhang Chun

и другие.

Atmospheric Research, Год журнала: 2023, Номер 295, С. 107019 - 107019

Опубликована: Сен. 13, 2023

Язык: Английский

Процитировано

13

Characteristics of secondary inorganic aerosols and contributions to PM2.5 pollution based on machine learning approach in Shandong Province DOI
Tianshuai Li,

Qingzhu Zhang,

Xinfeng Wang

и другие.

Environmental Pollution, Год журнала: 2023, Номер 337, С. 122612 - 122612

Опубликована: Сен. 25, 2023

Язык: Английский

Процитировано

13

Investigating the impact of pretreatment strategies on photocatalyst for accurate CO2RR productivity quantification: A machine learning approach DOI
Yangyang Liu,

Qiuyue Ge,

Tao Wang

и другие.

Chemical Engineering Journal, Год журнала: 2023, Номер 473, С. 145255 - 145255

Опубликована: Авг. 6, 2023

Язык: Английский

Процитировано

12

Dominant Role of NO2 Oxidation in SO2 Conversion to Sulfate Revealed by Synchronous Measurements of Gas and Particle Sulfur Isotopes in Haze Episodes DOI
Xinxin Feng, Yingjun Chen, Zeyu Liu

и другие.

ACS ES&T Air, Год журнала: 2025, Номер unknown

Опубликована: Март 28, 2025

Язык: Английский

Процитировано

0

Recent advancements in observations, sources, and environmental effects of atmospheric hydrogen peroxide (H2O2) DOI
Lian Duan,

Shuyuan Jia,

Xuran Li

и другие.

Atmospheric Environment, Год журнала: 2025, Номер unknown, С. 121230 - 121230

Опубликована: Апрель 1, 2025

Язык: Английский

Процитировано

0

Multiphase Buffering: A Mechanistic Regulator of Aerosol Sulfate Formation and Its Dominant Pathways DOI
Jie Gao, Yuting Wei, Haoqi Wang

и другие.

Environmental Science & Technology, Год журнала: 2025, Номер unknown

Опубликована: Апрель 16, 2025

Sulfate formation in the aerosol aqueous phase represents a pH-sensitive atmospheric chemical process, with pathways significantly influenced by fluctuations acidity. Buffer capacity, stemming from conjugate acid-base pairs, can resist pH changes multiphase systems under external perturbations. However, regulating role of buffering pH-dependent sulfate mechanisms remains unexplored. Here, we propose that stabilize and further regulate dominant pathways. In this work, delve into instantaneous buffer capacity β based on field observation theoretical calculation introduce total α system to quantify buffer-constrained change after acid/base variation during entire process. The NH4+/NH3 agent (average 30.8 mol kg-1) shows superior effect stabilizing pathway transition compared HNO3/NO3- 15.1 kg-1). Geos-Chem simulation machine learning results also validate as pivotal factor formation. addition reactants, agents be factors concern for mechanism. diverse sensitivities region-specific responses provide insight acid base emission measures, modulating regional acidity, understanding pH-related processes.

Язык: Английский

Процитировано

0

Identifying the secondary process and sources of atmospheric sulfate using oxygen and sulfur stable isotopes in three inland cities, northern China DOI
Hao Ma, Sen Wang, Zhenchuan Niu

и другие.

Atmospheric Environment, Год журнала: 2025, Номер unknown, С. 121310 - 121310

Опубликована: Май 1, 2025

Язык: Английский

Процитировано

0

Assessment of Secondary Sulfate Aqueous-Phase Formation Pathways in the Tropical Island City of Haikou: A Chemical Kinetic Perspective DOI Creative Commons
Wang Chen,

Li Luo,

Zifu Xu

и другие.

Toxics, Год журнала: 2024, Номер 12(2), С. 105 - 105

Опубликована: Янв. 26, 2024

Sulfate (SO42−) is an essential chemical species in atmospheric aerosols and plays influential role their physical–chemical characteristics. The mechanisms of secondary SO42− aerosol have been intensively studied air-polluted cities. However, few studies focused on cities with good air quality. One-year PM2.5 samples were collected the tropical island city Haikou, water-soluble inorganic ions, as well Fe Mn, analyzed. results showed that non-sea-salt (nss-SO42−) was dominant accounting for 40–57% total ions Haikou. S(IV)+H2O2 pathway main formation wintertime contributing to 57% formation. By contrast, 54% produced by S(IV)+Fe×Mn summer. In spring autumn, S(IV)+H2O2, S(IV)+Fe×Mn, S(IV)+NO2 pathways contributed equally ionic strength controlling parameter pathway, while pH identified a key factor mediates produce SO42−. This study contributes our understanding production under low concentrations but high percentages.

Язык: Английский

Процитировано

3

Unveiling the Role of Carbonate Radical Anions in Dust‐Driven SO2 Oxidation DOI
Yangyang Liu, Tao Wang,

Qiuyue Ge

и другие.

Journal of Geophysical Research Atmospheres, Год журнала: 2024, Номер 129(3)

Опубликована: Янв. 31, 2024

Abstract Carbonate radical anion () is generally overlooked in atmospheric chemistry. Our recent work emphasizes the important role of carbonate radicals produced on mineral dust surfaces fast sulfate production under solar irradiation presence CO 2 at specifically low RH and light intensity. Yet so far how involves affects secondary diverse RH, intensity, complex constituent matrix remains unknown, which essentially limits our comprehensive knowledge initiated SO oxidation scheme atmosphere. Herein, we explored heterogeneous over both model authentic clays relevant RHs intensities. Interestingly, observe that promotes yield atmospheric‐relevant This observation relates to favorable kinetic between while auto‐quenching these ions largely minimized due sufficient sites crustal constituents. Furthermore, employing a suite machine learning strategies, evaluated relative importance each within airborne minerals or as well environmental conditions including humidity, concentration affecting uptake capability. On this basis, formation mediated by dust‐driven pathway, accounting for nearly ∼20.9% overall contribution end century during some pollution episodes, even higher than gas‐phase (∼16.9%), will be increased 163% if ‐initiated incorporated.

Язык: Английский

Процитировано

3

Photochemistry of Imidazole-2-carbaldehyde in Droplets as a Potential Source of H2O2 and Its Oxidation of SO2 DOI
Yuwen Wang, Lingdong Kong, Jie Tan

и другие.

Environmental Science & Technology, Год журнала: 2024, Номер 58(25), С. 11096 - 11104

Опубликована: Июнь 12, 2024

Hydrogen peroxide (H2O2) plays a crucial role as an oxidizing agent within the tropospheric environment, making substantial contribution to sulfate formation in hydrated aerosols and cloud fog droplets. Field observations show that high levels of H2O2 are often observed heavy haze events polluted air. However, source remains unclear. Here, using droplets formed situ by deliquescence hygroscopic compounds under relative humidity (RH), photochemistry imidazole-2-carbaldehyde (2-IC) ultraviolet irradiation was explored. The results indicate 2-IC produces IM–C•–OH IM–C•═O radicals via H transfer itself its excited triplet state generates organic peroxides presence O2, which has evident effect on SO2, suggesting potential involvement this pathway atmospheric sulfate. is limited acidic or containing ammonium ions, no detected nitrate, whereas citric acid have obvious promotion formation. These findings provide valuable insights into behaviors photosensitizers, H2O2,

Язык: Английский

Процитировано

3