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Wang R, Zhang KH, Wang Y, Wu CC, Bao LJ, Zeng EY. Use of machine learning to identify key factors regulating volatilization of semi-volatile organic chemicals from soil to air. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 920:170769. [PMID: 38342447 DOI: 10.1016/j.scitotenv.2024.170769] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 01/30/2024] [Accepted: 02/04/2024] [Indexed: 02/13/2024]
Abstract
Volatilization from soil to air is a key process driving the distribution and fate of semi-volatile organic contaminants. However, quantifying this process and the key environmental governing factors remains difficult. To address this issue, the volatilization fluxes of polybrominated diphenyl ethers (PBDEs) and organophosphate esters (OPEs) from soil were determined in 16 batch experiments orthogonally with six variables (chemical property, soil concentration, air velocity, ambient temperature, soil porosity, and soil moisture) and analyzed with machine learning methods. The results showed that gradient-boosting regression tree models satisfactorily predicted the volatilization fluxes of PBDEs (r2 = 0.82 ± 0.07) and OPEs (r2 = 0.62 ± 0.13). Permutation importance analysis showed that partitioning potential of chemicals between soil and air was the most important factor regulating the volatilization of the target compounds from soil. Temperature and soil porosity played a secondary role in controlling the migration of PBDEs and OPEs, respectively, due to higher volatilization enthalpies of PBDEs than those of OPEs and dominant adsorption of OPEs on mineral surface. The effect of soil moisture was negative and positive for the volatilization fluxes of PBDEs and OPEs, respectively. These results suggested different responses in the soil-air diffusive transport of PBDEs and OPEs to high temperature and rainstorm induced by climate change.
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Affiliation(s)
- Rong Wang
- Guangdong Key Laboratory of Environmental Pollution and Health, Jinan University, Guangzhou 511443, China
| | - Kai-Hui Zhang
- Guangdong Key Laboratory of Environmental Pollution and Health, Jinan University, Guangzhou 511443, China
| | - Yu Wang
- Guangdong Key Laboratory of Environmental Pollution and Health, Jinan University, Guangzhou 511443, China
| | - Chen-Chou Wu
- Guangdong Key Laboratory of Environmental Pollution and Health, Jinan University, Guangzhou 511443, China
| | - Lian-Jun Bao
- Guangdong Key Laboratory of Environmental Pollution and Health, Jinan University, Guangzhou 511443, China.
| | - Eddy Y Zeng
- Guangdong Key Laboratory of Environmental Pollution and Health, Jinan University, Guangzhou 511443, China
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Tagliaferri F, Invernizzi M, Sironi S. Experimental evaluation on liquid area sources: Influence of wind velocity and temperature on the wind tunnel sampling of VOCs emissions from wastewater treatment plants. CHEMOSPHERE 2023; 312:137337. [PMID: 36414037 DOI: 10.1016/j.chemosphere.2022.137337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Revised: 10/26/2022] [Accepted: 11/18/2022] [Indexed: 06/16/2023]
Abstract
The investigation of Volatile Organic Compounds (VOCs) emission from wastewater basins is a challenging issue. In particular, the quantification of an accurate emission rate appears quite tricky, since the release of VOC compounds from this type of source, and the subsequent dispersion into the atmosphere, is ruled by different complex phenomena, potentially affected by a variety of external chemical and physical parameters. In this regard, the wind velocity and the liquid temperature represent variables that are worth investigating. Given this, the present paper discusses an experimental study aimed at evaluating the influence of these variables on the emission rate of VOCs (i.e. acetone, toluene and butanol) in solution with water at low concentrations (0.5 mL/L and 5 mL/L). The experimental trials are conducted using a wind tunnel system, changing the sweep air flow from 0.02 m/s to about 0.06 m/s and the liquid temperature from 20 °C to 35 °C. This study reveals that while the wind velocity seems to slightly influence the emission rate of VOCs estimated by wind tunnel sampling, the effect of the temperature appears much more significant. This behaviour is also confirmed by experimental trials conducted on real-case industrial wastewater, coming from an equalization tank. In view of this, the approach commonly applied to evaluate the influence of wind velocity (i.e. a dependence of the odour emission rate on the square root of the wind velocity) appears not fully consistent with the experimental results obtained at low concentrations by wind tunnel sampling. Also, the influence of temperature seems more pronounced in the case of butanol, in accordance with the theoretical trend of Henry constant as a function of temperature.
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Affiliation(s)
- Francesca Tagliaferri
- Politecnico di Milano, Department of Chemistry, Materials and Chemical Engineering "Giulio Natta" - P.za Leonardo da Vinci 32, 20133, Milano, Italy
| | - Marzio Invernizzi
- Politecnico di Milano, Department of Chemistry, Materials and Chemical Engineering "Giulio Natta" - P.za Leonardo da Vinci 32, 20133, Milano, Italy.
| | - Selena Sironi
- Politecnico di Milano, Department of Chemistry, Materials and Chemical Engineering "Giulio Natta" - P.za Leonardo da Vinci 32, 20133, Milano, Italy
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Review of Wind Tunnel Modelling of Flow and Pollutant Dispersion within and from Naturally Ventilated Livestock Buildings. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11093783] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Ammonia emissions from naturally ventilated livestock buildings (NVLBs) pose a serious environmental problem. However, the mechanisms that control these emissions are still not fully understood. One promising method for understanding these mechanisms is physical modelling in wind tunnels. This paper reviews studies that have used this method to investigate flow or pollutant dispersion within or from NVLBs. The review indicates the importance of wind tunnels for understanding the flow and pollutant dispersion processes within and from NVLBs. However, most studies have investigated the flow, while only few studies have focused on pollutant dispersion. Furthermore, only few studies have simulated all the essential parameters of the approaching boundary layer. Therefore, this paper discusses these shortcomings and provides tips and recommendations for further research in this respect.
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Bleizgys R, Bagdoniene I. Control of ammonia air pollution through the management of thermal processes in cowsheds. THE SCIENCE OF THE TOTAL ENVIRONMENT 2016; 568:990-997. [PMID: 27350091 DOI: 10.1016/j.scitotenv.2016.05.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2016] [Revised: 05/03/2016] [Accepted: 05/03/2016] [Indexed: 06/06/2023]
Abstract
Experimental researches performed in manufacturing cowsheds have demonstrated a variation of ammonia concentration and the factors influencing this most during different periods of the year. The process of ammonia evaporation from manure is influenced by many varying and interrelated factors with temperature and the intensity of air ventilation being the most critical ones. The influence of these factors on the process of ammonia evaporation was established by laboratory researches. An increase in temperature results in an exponential increase in ammonia emission, whereas the dependence of the emission on the air velocity is best expressed by a second degree polynomial. The results obtained may be used as a forecast of the ammonia emissions from cowsheds during different periods of the year. Intensive ventilation is required for the removal of excess moisture from the housing, and this limits the possibilities to reduce ammonia emissions by controlling the intensity of ventilation. A reduction in the amount of ventilation is only recommended if the air quality indices meet the requirements applied to the housing. Better opportunities to reduce ammonia emissions are provided through management of the thermal processes in a cowshed. If the average annual air temperature (11.3°C) is reduced by one degree in a cubicle housing cowshed, the ammonia emissions will decrease by 10%.
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Affiliation(s)
- Rolandas Bleizgys
- Institute of Energy and Biotechnology Engineering, Aleksandras Stulginskis University, Studentu str. 15, LT-53361 Akademija, Kaunas distr., Lithuania.
| | - Indre Bagdoniene
- Institute of Energy and Biotechnology Engineering, Aleksandras Stulginskis University, Studentu str. 15, LT-53361 Akademija, Kaunas distr., Lithuania
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Tiwary A, Williams ID, Pant DC, Kishore VVN. Assessment and mitigation of the environmental burdens to air from land applied food-based digestate. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2015; 203:262-270. [PMID: 25690986 DOI: 10.1016/j.envpol.2015.02.001] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2014] [Revised: 02/04/2015] [Accepted: 02/05/2015] [Indexed: 06/04/2023]
Abstract
Anaerobic digestion (AD) of putrescible urban waste for energy recovery has seen rapid growth over recent years. In order to ascertain its systems scale sustainability, however, determination of the environmental fate of the large volume of digestate generated during the process is indispensable. This paper evaluates the environmental burdens to air associated with land applied food-based digestate in terms of primary pollutants (ammonia, nitrogen dioxide) and greenhouse gases (methane and nitrous oxide). The assessments have been made in two stages - first, the emissions from surface application of food-based digestate are quantified for the business as usual (BAU). In the next step, environmental burden minimisation potentials for the following three mitigation measures are estimated - mixed waste digestate (MWD), soil-incorporated digestate (SID), and post-methanated digestate (PMD). Overall, the mitigation scenarios demonstrated considerable NH3, CH4 and N2O burden minimisation potentials, with positive implications for both climate change and urban pollution.
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Affiliation(s)
- A Tiwary
- Faculty of Engineering and the Environment, University of Southampton, Highfield, Southampton SO17 1BJ, United Kingdom.
| | - I D Williams
- Faculty of Engineering and the Environment, University of Southampton, Highfield, Southampton SO17 1BJ, United Kingdom
| | - D C Pant
- Biomass Energy Technology Applications, Energy Environment Technology Development, Darbari Seth Block, IHC Complex, Lodhi Road, New Delhi 110 003, India; Department for Energy and Environment, TERI University, New Delhi 110 070, India
| | - V V N Kishore
- Biomass Energy Technology Applications, Energy Environment Technology Development, Darbari Seth Block, IHC Complex, Lodhi Road, New Delhi 110 003, India; Department for Energy and Environment, TERI University, New Delhi 110 070, India
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De Paepe M, Pieters JG, Mendes LB, Van Weyenberg S, Merci B, Demeyer P. Wind tunnel study of ammonia transfer from a manure pit fitted with a dairy cattle slatted floor. ENVIRONMENTAL TECHNOLOGY 2015; 37:202-215. [PMID: 26119757 DOI: 10.1080/09593330.2015.1066449] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
In dairy cattle systems, most of the feces and urine go to the pit. At the manure pit level, mass transfer of NH3 ([Formula: see text]) has many factors, but practical difficulties hamper a controlled field evaluation. In this study, we propose a methodology for the determination of an alternative, more practical, pit transfer coefficient of NH3 (PTC), and compare it with [Formula: see text] determined from other scientific studies. The aims of this research study were: (1) to develop a wind tunnel set-up which mimics air flow patterns between the slats and above a clean section of a slatted floor section, featuring an aqueous NH3-emitting solution; and (2) to assess how air velocity, turbulence intensity, NH3 concentration ([NH3]) and PTC are influenced by inlet airflow ventilation rate (VR) forced deflection of the air above the slats into the manure pit through varying the deflection angle (DA) of a deflection panel and varying pit headspace height (HH). Main conclusions were: (1) the calculated PTC values presented a good fit to the power function of the air speed near the slats (u) (p < .001) while the average PTC (0.0039 m s(-1)) was comparable to [Formula: see text] values obtained from other studies, by remaining within the range of average values of 0.0015-0.0043 m s(-1); (2) VR and DA significantly impacted [NH3] profiles and PTC (p < .001) and (3) changing slurry pit from 0.10 to 0.90 m HH did not significantly impact [NH3] or PTC (p = .756 and p = .854, respectively).
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Affiliation(s)
- Merlijn De Paepe
- a Technology and Food Science Unit (T&V) , Institute of Agricultural and Fisheries Research (ILVO) , Burg Van Gansberghelaan 115 Box 1, 9820 Merelbeke , Belgium
| | - Jan G Pieters
- b Department of Biosystems Engineering , Ghent University , Coupure Links 653, B-9000 Ghent , Belgium
| | - Luciano B Mendes
- a Technology and Food Science Unit (T&V) , Institute of Agricultural and Fisheries Research (ILVO) , Burg Van Gansberghelaan 115 Box 1, 9820 Merelbeke , Belgium
| | - Stephanie Van Weyenberg
- a Technology and Food Science Unit (T&V) , Institute of Agricultural and Fisheries Research (ILVO) , Burg Van Gansberghelaan 115 Box 1, 9820 Merelbeke , Belgium
| | - Bart Merci
- c Deptartment of Flow, Heat and Combustion Mechanics , Ghent University , EA03 Sint-Pietersnieuwstraat 41, B-9000 Ghent , Belgium
| | - Peter Demeyer
- a Technology and Food Science Unit (T&V) , Institute of Agricultural and Fisheries Research (ILVO) , Burg Van Gansberghelaan 115 Box 1, 9820 Merelbeke , Belgium
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Dai XR, Saha CK, Ni JQ, Heber AJ, Blanes-Vidal V, Dunn JL. Characteristics of pollutant gas releases from swine, dairy, beef, and layer manure, and municipal wastewater. WATER RESEARCH 2015; 76:110-119. [PMID: 25794466 DOI: 10.1016/j.watres.2015.02.050] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2014] [Revised: 01/22/2015] [Accepted: 02/20/2015] [Indexed: 06/04/2023]
Abstract
Knowledge about characteristics of gas releases from various types of organic wastes can assist in developing gas pollution reduction technologies and establishing environmental regulations. Five different organic wastes, i.e., four types of animal manure (swine, beef, dairy, and layer hen) and municipal wastewater, were studied for their characteristics of ammonia (NH3), carbon dioxide (CO2), hydrogen sulfide (H2S), and sulfur dioxide (SO2) releases for 38 or 43 days in reactors under laboratory conditions. Weekly waste additions and continuous reactor headspace ventilation were supplied to simulate waste storage conditions. Results demonstrated that among the five waste types, layer hen manure and municipal wastewater had the highest and lowest NH3 release potentials, respectively. Layer manure had the highest and dairy manure had the lowest CO2 release potentials. Dairy manure and layer manure had the highest and lowest H2S release potentials, respectively. Beef manure and layer manure had the highest and lowest SO2 releases, respectively. The physicochemical characteristics of the different types of wastes, especially the total nitrogen, total ammoniacal nitrogen, dry matter, and pH, had strong influence on the releases of the four gases. Even for the same type of waste, the variation in physicochemical characteristics affected the gas releases remarkably.
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Affiliation(s)
- Xiao-Rong Dai
- Department of Agricultural and Biological Engineering, Purdue University, 225 S University St., West Lafayette, IN 47907, USA; Department of Chemical Engineering, Biotechnology and Environmental Technology, Faculty of Engineering, University of Southern Denmark, Campusvej 55, 5230 Odense, Denmark
| | - Chayan Kumer Saha
- Department of Agricultural and Biological Engineering, Purdue University, 225 S University St., West Lafayette, IN 47907, USA; Department of Farm Power and Machinery, Faculty of Agricultural Engineering & Technology, Bangladesh Agricultural University, Mymensingh 2202, Bangladesh
| | - Ji-Qin Ni
- Department of Agricultural and Biological Engineering, Purdue University, 225 S University St., West Lafayette, IN 47907, USA.
| | - Albert J Heber
- Department of Agricultural and Biological Engineering, Purdue University, 225 S University St., West Lafayette, IN 47907, USA
| | - Victoria Blanes-Vidal
- Department of Chemical Engineering, Biotechnology and Environmental Technology, Faculty of Engineering, University of Southern Denmark, Campusvej 55, 5230 Odense, Denmark
| | - James L Dunn
- ADM Alliance Nutrition, 7453 N Piqua Rd, Decatur, IN 46733, USA
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Reduction of the livestock ammonia emission under the changing temperature during the initial manure nitrogen biomineralization. ScientificWorldJournal 2014; 2013:825437. [PMID: 24453912 PMCID: PMC3884861 DOI: 10.1155/2013/825437] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2013] [Accepted: 10/10/2013] [Indexed: 11/18/2022] Open
Abstract
Experimental data were applied for the modelling optimal cowshed temperature environment in laboratory test bench by a mass-flow method. The principal factor affecting exponent growth of ammonia emission was increasing air and manure surface temperature. With the manure temperature increasing from 4°C to 30°C, growth in the ammonia emission grew fourfold, that is, from 102 to 430 mg m−2h−1. Especial risk emerges when temperature exceeds 20°C: an increase in temperature of 1°C contributes to the intensity of ammonia emission by 17 mg m−2h−1. The temperatures of air and manure surface as well as those of its layers are important when analysing emission processes from manure. Indeed, it affects the processes occurring on the manure surface, namely, dehydration and crust formation. To reduce ammonia emission from cowshed, it is important to optimize the inner temperature control and to manage air circulation, especially at higher temperatures, preventing the warm ambient air from blowing direct to manure. Decrease in mean annual temperature of 1°C would reduce the annual ammonia emission by some 5.0%. The air temperature range varied between −15°C and 30°C in barns. The highest mean annual temperature (14.6°C) and ammonia emission (218 mg m−2h−1) were observed in the semideep cowshed.
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Saha CK, Feilberg A, Zhang G, Adamsen APS. Effects of airflow on odorants' emissions in a model pig house - A laboratory study using Proton-Transfer-Reaction Mass Spectrometry (PTR-MS). THE SCIENCE OF THE TOTAL ENVIRONMENT 2011; 410-411:161-171. [PMID: 21978617 DOI: 10.1016/j.scitotenv.2011.09.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2011] [Revised: 09/06/2011] [Accepted: 09/06/2011] [Indexed: 05/31/2023]
Abstract
Identification of different factors that affect emissions of gasses, including volatile organic compounds (VOCs) is necessary to develop emission abatement technology. The objectives of this research were to quantify and study temporal variation of gas emissions from a model pig house under varying ventilation rates. The used model was a 1:12.5 scale of a section of a commercial finishing pig house. The VOC concentrations at inlet, outlet, and slurry pit of the model space were measured using Proton-Transfer-Reaction Mass Spectrometry (PTR-MS). PTR-MS can measure the temporal variations of odor compounds' emission from the slurry pit in real time. The emissions of H(2)S and 14 VOCs were lower compared to real pig buildings except for ammonia, which indicated possible other sources of those compounds than the slurry in the slurry pit. The ventilation rate affected significantly on ammonia and trimethylamine emission (p<0.05). The hydrogen sulfide (H(2)S) emission was independent of the ventilation rate. VFAs' emission dependency on ventilation rate increased with the increase of carbon chain. Phenols, indoles and ketones showed the positive correlation with ventilation rate to some extent. Generally, compounds with high solubility (low Henry's constant) showed stronger correlation with ventilation rates than the compounds with high Henry's constant.
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Affiliation(s)
- Chayan Kumer Saha
- Department of Engineering, Aarhus University, Blichers Allè 20, 8830 Tjele, Denmark.
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