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Oh J, Kim HR, Yu S, Kim KH, Lee JH, Park S, Kim H, Yun ST. A supervised machine learning approach to discriminate the effect of carcass leachate on shallow groundwater quality around on-farm livestock mortality burial sites. JOURNAL OF HAZARDOUS MATERIALS 2023; 457:131712. [PMID: 37257376 DOI: 10.1016/j.jhazmat.2023.131712] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Revised: 05/14/2023] [Accepted: 05/24/2023] [Indexed: 06/02/2023]
Abstract
The evaluation of leachate leakage at livestock mortality burial sites is challenging, particularly when groundwater is previously contaminated by agro-livestock farming. Supervised machine learning was applied to discriminate the impacts of carcass leachate from pervasive groundwater contamination in the following order: data labeling, feature selection, synthetic data generation, and classification. Physicochemical data of 359 water samples were collected from burial pits (LC), monitoring wells near pits (MW), pre-existing shallow household wells (HW), and background wells with pervasive contamination (BG). A linear classification model was built using two representative groups (LC and BG) affected by different pollution sources as labeled data. A classifier was then applied to assess the impact of leachate leakage in MW and HW. As a result, leachate impacts were observed in 40% of MW samples, which indicates improper construction and management of some burial pits. Leachate impacts were also detected in six HW samples, up to 120 m downgradient, within one year. The quantitative decision-making tool to diagnose groundwater contamination with leachate leakage can contribute to ensuring timely responses to leakage. The proposed machine learning approach can also be used to improve the environmental impact assessment of water pollution by improper disposal of organic waste.
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Affiliation(s)
- Junseop Oh
- Department of Earth and Environmental Sciences, Korea University, Seoul 02841, South Korea
| | - Ho-Rim Kim
- Korea Institute of Geoscience and Mineral Resources, Daejeon 34132, South Korea.
| | - Soonyoung Yu
- Korea Institute of Geoscience and Mineral Resources, Daejeon 34132, South Korea
| | - Kyoung-Ho Kim
- Korea Environment Institute, Sejong 30147, South Korea
| | - Jeong-Ho Lee
- Korea Institute of Geoscience and Mineral Resources, Daejeon 34132, South Korea
| | - Sunhwa Park
- National Institute of Environmental Research, Incheon 22689, South Korea
| | - Hyunkoo Kim
- National Institute of Environmental Research, Incheon 22689, South Korea
| | - Seong-Taek Yun
- Department of Earth and Environmental Sciences, Korea University, Seoul 02841, South Korea.
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Avidov R, Lublin A, Sudharsan Varma V, Saadi I, Yoselewitz I, Chen Y, Laor Y. Utilization of polyethylene sleeves with forced aeration for composting of broiler carcasses on mass depopulation events: Laboratory-scale simulations and sensitivity analyses. WASTE MANAGEMENT (NEW YORK, N.Y.) 2023; 155:107-117. [PMID: 36368260 DOI: 10.1016/j.wasman.2022.10.019] [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: 05/23/2022] [Revised: 09/17/2022] [Accepted: 10/17/2022] [Indexed: 06/16/2023]
Abstract
Composting poultry carcasses and the infected litter is considered feasible during mass depopulation events in response to disease outbreaks. We demonstrate the effect of temperature (40, 50, 60 °C) and aerobic/anaerobic conditions on the degradation of broiler carcasses and broiler litter (BL) and the elimination of pre-inoculated Avian flu and Newcastle viruses and SalmonellaInfantis (3.3 × 105.6 EID50, 7 × 106.0 EID50 and 2 × 107 CFU g-dry matter (DM)-1, respectively). Six broiler carcasses and BL were inoculated and treated with a water-based foam, simulating a common culling method. After 30 days of composting, both viruses were eliminated under all conditions, whileSalmonellapersisted at 40 °C under aerobic and anaerobic conditions (7.4 × 105and 4.4 × 103CFU g-DM-1, respectively). Mass losses were 42-44, 24-26, and 18-22% (aerobic) and 18-27, 21-23, and 0-7% (anaerobic) at 40, 50, and 60 °C, respectively. In the end, the associated odors were not typical of carcasses (aerobic), or they were strong and offensive (anaerobic). Considering the observed mass losses and biomass water holding capacity, we present a sensitivity analysis of the water balance expected in composting sleeves if they are utilized on mass depopulation events. Composting of the carcasses and the BL in enclosed sleeves with forced aeration, following culling by means of water-based foam will generate excess water, depending on sleeve volumes, aeration conditions, and co-addition of absorbing materials like sawdust. No excessive moisture is expected if dry culling methods are used.
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Affiliation(s)
- Ran Avidov
- Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization (ARO) - Volcani Institute, Newe Ya'ar Research Center, Ramat Yishai 30095, Israel; Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem, 7612001, Israel
| | - Avishai Lublin
- Division of Avian Diseases, Kimron Veterinary Institute, Bet Dagan, Israel
| | - Vempalli Sudharsan Varma
- Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization (ARO) - Volcani Institute, Newe Ya'ar Research Center, Ramat Yishai 30095, Israel
| | - Ibrahim Saadi
- Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization (ARO) - Volcani Institute, Newe Ya'ar Research Center, Ramat Yishai 30095, Israel
| | - Israel Yoselewitz
- Agricultural Extension Service of Israel (Shaham), Ministry of Agriculture, Israel
| | - Yona Chen
- Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem, 7612001, Israel
| | - Yael Laor
- Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization (ARO) - Volcani Institute, Newe Ya'ar Research Center, Ramat Yishai 30095, Israel.
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Costa T, Akdeniz N, Gates RS, Lowe J, Zhang Y. Testing the plastic-wrapped composting system to dispose of swine mortalities during an animal disease outbreak. JOURNAL OF ENVIRONMENTAL QUALITY 2021; 50:899-910. [PMID: 33872403 DOI: 10.1002/jeq2.20235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Accepted: 04/14/2021] [Indexed: 06/12/2023]
Abstract
Composting has been used to dispose of animal mortalities and infected materials, such as manure and feed, during major animal disease outbreaks. In this study, we adapted the plastic-wrapped mortality composting system developed by the Canadian Food Inspection Agency during the 2004 highly pathogenic avian influenza outbreak to compost swine mortalities. The goals of the study were to evaluate the performance of the plastic-wrapped composting system to dispose of swine mortalities and to field test its ability to eliminate the spread of airborne pathogens through the aeration ducts. Two cover materials, ground cornstalks and woodchips, were tested using passively and actively aerated composting sheds. The mortalities were inoculated with Salmonella spp. and vaccine strains of Bovine herpesvirus-1 and Bovine viral diarrhea virus. Air samples collected from the upper aeration duct (air outlet) during the first 10 d of composting were negative for Salmonella and the viruses tested, which indicated that aerosol transmission of the pathogens was limited. The aeration plenum placed under the mortalities helped to keep conditions aerobic, as O2 concentrations of both passively and actively aerated test units were above 11%. Actively aerated cornstalks had the highest degree-hours (1,462 °C h d-1 ), which was followed by passively aerated cornstalks (1,312 °C h d-1 ), actively aerated woodchips (1,303 °C h d-1 ), and passively aerated woodchips (1,062 °C h d-1 ). After a 7-wk composting period, all three pathogens were inactivated based on quantitative polymerase chain reaction test results. The mortalities were not inoculated with the African swine fever virus, but temperature data showed that if they were, the system had the potential to eliminate this virus.
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Affiliation(s)
- Tiago Costa
- Dep. of Agricultural and Biological Engineering, Univ. of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Neslihan Akdeniz
- Dep. of Agricultural and Biological Engineering, Univ. of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Richard S Gates
- Dep. of Agricultural and Biological Engineering, Univ. of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Dep. of Agricultural and Biosystems Engineering, IA State Univ., Ames, IA, 50011, USA
| | - James Lowe
- Dep. of Veterinary Clinical Medicine, Univ. of Illinois at Urbana-Champaign, Urbana, IL, 61802, USA
| | - Yuanhui Zhang
- Dep. of Agricultural and Biological Engineering, Univ. of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
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Oh J, Kim HR, Yu S, Kim KH, Yun ST. Delineating the impacts of poultry burial leachate on shallow groundwater in a reclaimed agro-livestock farming area, using multivariate statistical analysis of hydrochemical data. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:7742-7755. [PMID: 32219649 DOI: 10.1007/s11356-020-08178-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Accepted: 02/20/2020] [Indexed: 06/10/2023]
Abstract
Burial is applied to dispose of livestock carcasses due to its convenience and cost efficiency despite concerns about groundwater contamination by leachate from burial pits. In particular, the burial method has caused debates about groundwater contamination sources around on-farm livestock burial sites because of pre- and coexisting contamination from livestock production and agriculture. To assess the causes of groundwater contamination around poultry burial pits that were constructed after an outbreak of avian influenza in 2010-11 in Korea, hydrochemical data of groundwater samples from monitoring wells (MWs, n = 14) and household wells (HWs, n = 30) were monitored to differentiate contamination sources. Hydrochemical data indicated that groundwater from MWs is characterized by higher enrichments of inorganic constituents including electrical conductivity (EC), NH4, Ca, Mg, K, SO4, HCO3, Fe(Total), and Mn(Total), but lower concentrations of DO than groundwater from HWs. The combined use of the principal component analysis (PCA) and K-means cluster analysis (KCA) indicated that groundwater in seven MWs was affected by leachate. The parameters such as NH4, Ca, Mg, K, SO4, HCO3, Fe(Total), and Mn(Total) are expected to be useful to identify the impact of leachate on groundwater in agricultural areas. This study suggests that (1) regional hydrochemical characteristics should be assessed to distinguish the effect of livestock burial leachate from other contamination sources and (2) the combined use of PCA and KCA is effective to identify the weakened impact of leachate leakage among overlapping multiple sources and processes of groundwater contamination.
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Affiliation(s)
- Junseop Oh
- Department of Earth and Environmental Sciences, Korea University, Seoul, 02841, Republic of Korea
| | - Ho-Rim Kim
- Department of Earth and Environmental Sciences, Korea University, Seoul, 02841, Republic of Korea
- Korea Institute of Geoscience & Mineral Resources, Daejeon, 34132, Republic of Korea
| | - Soonyoung Yu
- Korea-CO2 Storage Environmental Management Research Center, Korea University, Seoul, 02841, Republic of Korea
| | - Kyoung-Ho Kim
- Korea Environment Institute, Sejong, 30147, Republic of Korea
| | - Seong-Taek Yun
- Department of Earth and Environmental Sciences, Korea University, Seoul, 02841, Republic of Korea.
- Korea-CO2 Storage Environmental Management Research Center, Korea University, Seoul, 02841, Republic of Korea.
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Avidov R, Sudharsan Varma V, Saadi I, Hanan A, Yoselevich I, Lublin A, Chen Y, Laor Y. Physical and chemical indicators of transformations of poultry carcass parts and broiler litter during short term thermophilic composting. WASTE MANAGEMENT (NEW YORK, N.Y.) 2021; 119:202-214. [PMID: 33070090 DOI: 10.1016/j.wasman.2020.09.040] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Revised: 08/03/2020] [Accepted: 09/21/2020] [Indexed: 06/11/2023]
Abstract
Short-term on-site composting of poultry carcasses and broiler litter (BL) is considered as a feasible technology for pathogen elimination during events of mass mortality in poultry houses. However, factors related to mass losses and physical transformation of the poultry carcass, and associated emissions of volatile organic compounds (VOCs) and odors, have not been thoroughly evaluated. This study aims to characterize the degradation of separated carcass parts co-composted with BL and the associated air emissions during 30 days of enclosed composting at 50 °C with constant aeration. The study was carried out in lab-scale simulators using five mixtures containing feathers, rib bones, skins, breast muscles, and hearts and livers, prepared at a 1:2 volumetric ratio (carcass:BL). Dry mass losses reached 59.5, 41.1, 60.8 and 103.5% (based on weight) or 48.4, 29.6, 49.7, and 94.8% (based on CO2-C and NH3-N emissions), for rib bones, skins, breast muscles, and hearts and livers, respectively. Visually, most of the carcass parts were degraded, and the typical carcass odor had disappeared by the end of the 30 days. Out of 24 VOCs, dimethyl disulfide (DMDS) and dimethyl trisulfide (DMTS) contributed 80.7-88.3% of the total VOC flux, considering the partial contribution of each part to the emissions involved with the whole carcass. DMDS, DMTS, benzaldehyde, methanethiol, pentanoic acid, and NH3, contributed 90.5-97.9% of the odor activity values during composting. DMDS/DMTS ratio is suggested as a potential biomarker of stabilization and readiness of the compost for transportation toward further treatment or safe burial.
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Affiliation(s)
- R Avidov
- Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization, Newe Ya'ar Research Center, Israel; Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem, Israel.
| | - V Sudharsan Varma
- Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization, Newe Ya'ar Research Center, Israel
| | - I Saadi
- Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization, Newe Ya'ar Research Center, Israel
| | - A Hanan
- Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization, Newe Ya'ar Research Center, Israel
| | - I Yoselevich
- Agricultural Extension Service of Israel (Shaham), Israel
| | - A Lublin
- Division of Avian Diseases, Kimron Veterinary Institute, Bet Dagan, Israel
| | - Y Chen
- Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem, Israel
| | - Y Laor
- Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization, Newe Ya'ar Research Center, Israel.
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Costa T, Akdeniz N. A review of the animal disease outbreaks and biosecure animal mortality composting systems. WASTE MANAGEMENT (NEW YORK, N.Y.) 2019; 90:121-131. [PMID: 31088667 PMCID: PMC7126724 DOI: 10.1016/j.wasman.2019.04.047] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2019] [Revised: 03/19/2019] [Accepted: 04/22/2019] [Indexed: 05/05/2023]
Abstract
Despite the development of new vaccines and the application of rigorous biosecurity measures, animal diseases pose a continuing threat to animal health, food safety, national economy, and the environment. Intense livestock production, increased travel, and changing climate have increased the risk of catastrophic animal losses due to infectious diseases. In the event of an outbreak, it is essential to properly manage the infected animals to prevent the spread of diseases. The most common disposal methods used during a disease outbreak include burial, landfilling, incineration and composting. Biosecurity, transportation logistics, public perception, and environmental concerns limit the use of some of these methods. During a disease outbreak, the large number of mortalities often exceeds the capacity of local rendering plants and landfills. Transporting mortalities to disposal and incineration facilities outside the production operation introduces biosecurity risks. Burying mortalities is limited by the size and availability of suitable sites and it has the risk of pathogen survival and contamination of groundwater and soil. Portable incinerators are expensive and have the potential to aerosolize infectious particles. Composting, on the other hand, has been recognized as a biosecure disposal method. Research showed that it eliminates bacterial pathogens such as Escherichia coli O157: H7, Salmonella spp., as well as viruses including highly pathogenic avian influenza, foot-and-mouth disease, Newcastle disease, and porcine epidemic diarrhea. This paper summarizes the lessons learned during the major animal disease outbreaks including the 2010 foot-and-mouth disease, 2016 highly pathogenic avian influenza, and recent African swine fever outbreaks. The purpose of this review is to critically discuss the biosecurity of composting as a mortality disposal method during the outbreaks of infectious animal diseases.
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Affiliation(s)
- Tiago Costa
- Department of Agricultural and Biological Engineering, University of Illinois at Urbana-Champaign, IL 61801, USA
| | - Neslihan Akdeniz
- Department of Agricultural and Biological Engineering, University of Illinois at Urbana-Champaign, IL 61801, USA.
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Abstract
Composting is generally accepted as the sustainable recycling of biowaste into a useful and beneficial product for soil. However, composting processes can produce gases that are considered air pollutants. In this dataset, we summarized the spatial and temporal distribution of process gases (including rarely reported carbon monoxide, CO) generated inside full-scale composting piles. In total 1375 cross-sections were made and presented in 230 figures. The research aimed to investigate the phenomenon of gas evolution during the composting of biowaste depending on the pile turning regime (no turning, turning once a week, and turning twice a week) and pile location (outdoors, and indoors in a composting hall). The analyzed biowaste (a mixture of tree leaves and branches, grass clippings, and sewage sludge) were composted in six piles with passive aeration including additional turning at a municipal composting plant. The chemical composition and temperature of process gases within each pile were analyzed weekly for ~49–56 days. The variations in the degree of pile aeration (O2 content), temperature, and the spatial distribution of CO, CO2 and NO concentration during the subsequent measurement cycles were summarized and visualized. The lowest O2 concentrations were associated with the central (core) part of the pile. Similarly, an increase in CO content in the pile core sections was found, which may indicate that CO is oxidized in the upper layer of composting piles. Higher CO and CO2 concentrations and temperature were also observed in the summer season, especially on the south side of piles located outdoors. The most varied results were for the NO concentrations that occurred in all conditions. The dataset was used by the composting plant operator for more sustainable management. Specifically, the dataset allowed us to make recommendations to minimize the environmental impact of composting operations and to lower the risk of worker exposure to CO. The new procedure is as follows: turning of biowaste twice a week for the first two weeks, followed by turning once a week for the next two weeks. Turning is not necessary after four weeks of the process. The recommended surface-to-volume ratio of a compost pile should not exceed 2.5. Compost piles should be constructed with a surface-to-volume ratio of less than 2 in autumn and early spring when low ambient temperatures are common.
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Data evidencing slow anaerobic digestion in emergency treatment and disposal of infectious animal carcasses. Data Brief 2018; 22:227-233. [PMID: 30581932 PMCID: PMC6302243 DOI: 10.1016/j.dib.2018.12.001] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2018] [Revised: 11/29/2018] [Accepted: 12/01/2018] [Indexed: 11/22/2022] Open
Abstract
Burial of infectious and potentially infectious livestock and poultry animals is the most common response to an emergency situation. The data set summarizes 22-week-long experiment that simulates the environment found within conventional burial trenches for emergency disposal of animal carcasses, worldwide, sometimes with a topical application of quicklime as it is required in the Republic of Korea. This data set shows the rarely presented evidence of the extremely slow decay of animal carcasses. Besides visual evidence of no visible breakdown of carcass material, i.e., carcass (or carcass quarters and coarse cuts) still resembled the initial material at the end of the study, we present data characterizing the process. Specifically, temporal variations of digestate quality (pH, ammonia, volatile fatty acids), biogas production, and the persistence of odorous volatile organic compounds are summarized. The data provide important evidence of undesirable, slow progression of the digestion process. The evidence of failure to achieve practical endpoints with the anaerobic digestion provides the impetus for seeking alternative, improved methods of disposal that will be feasible in emergency context, such as aerated burial concept (Koziel et al., 2018 [1]).
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