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Zaki M, Rowles LS, Adjeroh DA, Orner KD. A Critical Review of Data Science Applications in Resource Recovery and Carbon Capture from Organic Waste. ACS ES&T ENGINEERING 2023; 3:1424-1467. [PMID: 37854077 PMCID: PMC10580293 DOI: 10.1021/acsestengg.3c00043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 09/11/2023] [Accepted: 09/11/2023] [Indexed: 10/20/2023]
Abstract
Municipal and agricultural organic waste can be treated to recover energy, nutrients, and carbon through resource recovery and carbon capture (RRCC) technologies such as anaerobic digestion, struvite precipitation, and pyrolysis. Data science could benefit such technologies by improving their efficiency through data-driven process modeling along with reducing environmental and economic burdens via life cycle assessment (LCA) and techno-economic analysis (TEA), respectively. We critically reviewed 616 peer-reviewed articles on the use of data science in RRCC published during 2002-2022. Although applications of machine learning (ML) methods have drastically increased over time for modeling RRCC technologies, the reviewed studies exhibited significant knowledge gaps at various model development stages. In terms of sustainability, an increasing number of studies included LCA with TEA to quantify both environmental and economic impacts of RRCC. Integration of ML methods with LCA and TEA has the potential to cost-effectively investigate the trade-off between efficiency and sustainability of RRCC, although the literature lacked such integration of techniques. Therefore, we propose an integrated data science framework to inform efficient and sustainable RRCC from organic waste based on the review. Overall, the findings from this review can inform practitioners about the effective utilization of various data science methods for real-world implementation of RRCC technologies.
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Affiliation(s)
- Mohammed
T. Zaki
- Wadsworth
Department of Civil and Environmental Engineering, West Virginia University, Morgantown, West Virginia 26505, United States
| | - Lewis S. Rowles
- Department
of Civil Engineering and Construction, Georgia
Southern University, Statesboro, Georgia 30458, United States
| | - Donald A. Adjeroh
- Lane
Department of Computer Science and Electrical Engineering, West Virginia University, Morgantown, West Virginia 26505, United States
| | - Kevin D. Orner
- Wadsworth
Department of Civil and Environmental Engineering, West Virginia University, Morgantown, West Virginia 26505, United States
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Biodigestion System Made of Polyethylene and Polystyrene Insulator for Dog Farm (on the Example of the Republic of Chile). LIFE (BASEL, SWITZERLAND) 2022; 12:life12122039. [PMID: 36556404 PMCID: PMC9785096 DOI: 10.3390/life12122039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Revised: 11/24/2022] [Accepted: 11/24/2022] [Indexed: 12/12/2022]
Abstract
Anaerobic digestion is a system that can have a high environmental impact through the use of different wastes to obtain biogas and its consequent use for the generation of renewable energy. The objective of this study was to implement a polyethylene biodigester, using polystyrene for thermal insulation in a dog kennel, using canine feces collected in the same place during a period of 5 months to obtain biogas and energy. The results indicated that biogas production started on day 30 and stopped during the winter period with low temperatures; therefore, from day 54 onwards, equine manure was added to continue producing biogas. Although biogas was obtained, the biodigester did not function optimally, due to the fact that the materials used in its construction did not provide efficient insulation from the low external temperatures; the low C/N ratio of the canine feces, which led to a reduction in the processing of the methanogenic bacteria; and the low amount of feces collected for use. In general, the use of a biodigester can provide a tool for the biological processing and management of organic waste, yielding a cumulative source of renewable energy and ensuring environmental safety.
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Hollas CE, Rodrigues HC, Oyadomari VMA, Bolsan AC, Venturin B, Bonassa G, Tápparo DC, Abilhôa HCZ, da Silva JFF, Michelon W, Cavaler JP, Antes FG, Steinmetz RLR, Treichel H, Kunz A. The potential of animal manure management pathways toward a circular economy: a bibliometric analysis. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:73599-73621. [PMID: 36071358 DOI: 10.1007/s11356-022-22799-y] [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: 01/19/2022] [Accepted: 08/26/2022] [Indexed: 06/15/2023]
Abstract
Improper disposal of animal waste is responsible for several environmental problems, causing eutrophication of lakes and rivers, nutrient overload in the soil, and the spread of pathogenic organisms. Despite the potential to cause adverse ecological damage, animal waste can be a valuable source of resources if incorporated into a circular concept. In this sense, new approaches focused on recovery and reuse as substitutes for traditional processes based on removing contaminants in animal manure have gained attention from the scientific community. Based on this, the present work reviewed the literature on the subject, performing a bibliometric and scientometric analysis of articles published in peer-reviewed journals between 1991 and 2021. Of the articles analyzed, the main issues addressed were nitrogen and phosphorus recovery, energy generation, high-value-added products, and water reuse. The energy use of livestock waste stands out since it is characterized as a consolidated solution, unlike other routes still being developed, presenting the economic barrier as the main limiting factor. Analyzing the trend of technological development through the S curve, it was possible to verify that the circular economy in the management of animal waste will enter the maturation phase as of 2036 and decline in 2056, which demonstrates opportunities for the sector's development, where animal waste can be an economic agent, promoting a cleaner and more viable product for a sustainable future.
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Affiliation(s)
- Camila Ester Hollas
- UNIOESTE/CCET/PGEAGRI, Universidade Estadual Do Oeste Do Paraná, Cascavel, PR, Brazil
| | | | | | | | - Bruno Venturin
- UNIOESTE/CCET/PGEAGRI, Universidade Estadual Do Oeste Do Paraná, Cascavel, PR, Brazil
| | - Gabriela Bonassa
- UNIOESTE/CCET/PGEAGRI, Universidade Estadual Do Oeste Do Paraná, Cascavel, PR, Brazil
| | | | | | | | | | - Jadiane Paola Cavaler
- UNIOESTE/CCET/PGEAGRI, Universidade Estadual Do Oeste Do Paraná, Cascavel, PR, Brazil
| | | | | | - Helen Treichel
- Universidade Federal da Fronteira Sul, Erechim, RS, 99700-970, Brazil
| | - Airton Kunz
- UNIOESTE/CCET/PGEAGRI, Universidade Estadual Do Oeste Do Paraná, Cascavel, PR, Brazil.
- Embrapa Suínos E Aves, Concórdia, SC, 89715-899, Brazil.
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Piash KS, Anwar R, Shingleton C, Erwin R, Lin L, Sanyal O. Integrating Chemical Precipitation and Membrane Separation for Phosphorus and Ammonia Recovery from Anaerobic Digestate. AIChE J 2022. [DOI: 10.1002/aic.17869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
| | - Rifat Anwar
- Wadsworth Department of Civil and Environmental Engineering West Virginia University Morgantown WV
| | - Carley Shingleton
- Wadsworth Department of Civil and Environmental Engineering West Virginia University Morgantown WV
| | | | - Lian‐Sin Lin
- Wadsworth Department of Civil and Environmental Engineering West Virginia University Morgantown WV
| | - Oishi Sanyal
- Department of Chemical and Biomedical Engineering
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Hülsen T, Stegman S, Batstone DJ, Capson-Tojo G. Naturally illuminated photobioreactors for resource recovery from piggery and chicken-processing wastewaters utilising purple phototrophic bacteria. WATER RESEARCH 2022; 214:118194. [PMID: 35196622 DOI: 10.1016/j.watres.2022.118194] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2021] [Revised: 01/17/2022] [Accepted: 02/12/2022] [Indexed: 06/14/2023]
Abstract
Resource recovery from wastewater, preferably as high value products, has become an integral part of modern wastewater treatment. This work presents the potential to produce single cell protein (SCP) from pre-settled piggery wastewater (PWW) and meat chicken processing wastewater (CWW), utilising anaerobic purple phototrophic bacteria (PPB). PPB were grown as biofilm in outdoors 60 L, 80 L and 100 L flat-plate reactors, operated in sequential batch mode. PPB biofilm was recovered from reactor walls at a total solid (TS) content ∼90 g•L - 1, and the harvested biomass (depending on the wastewater) had a consistent quality, with high protein contents (50-65%) and low ash, potentially applicable as SCP. The COD, N and P removal efficiencies were 71±5.3%, 22±6.6%, 65±5.6% for PWW and 78±1.8%, 67±2.7% and 37±4.0% for CWW, respectively, with biofilm areal productivities up to 14 g TS•m - 2•d - 1. This was achieved at ammonium-N concentrations over 1.0 g•L - 1 and temperatures up to 55 °C and down to 6 °C (daily fluctuations of 20-30 °C). The removal performances and biomass productivities were mostly dependent on the bioavailable COD in the form of volatile fatty acids (VFA). At sufficient VFA availability, the irradiance became limiting, capping biofilm formation. Harvesting of the suspended fraction resulted in increased productivities and recovery efficiencies, but lowered the product quality (e.g., containing undesired inerts). The optimum between quantity and quality of product is dependent on the wastewater characteristics (i.e., organic degradable fraction) and potential pre-treatment. This study shows the potential to utilise sunlight to treat agri-industrial wastewaters while generating protein-rich PPB biomass to be used as a feed, feed additive or feed supplement.
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Affiliation(s)
- Tim Hülsen
- Advanced Water Management Centre, Gehrmann Building, The University of Queensland, Brisbane, Queensland, 4072, Australia.
| | - Samuel Stegman
- Advanced Water Management Centre, Gehrmann Building, The University of Queensland, Brisbane, Queensland, 4072, Australia
| | - Damien J Batstone
- Advanced Water Management Centre, Gehrmann Building, The University of Queensland, Brisbane, Queensland, 4072, Australia
| | - Gabriel Capson-Tojo
- Advanced Water Management Centre, Gehrmann Building, The University of Queensland, Brisbane, Queensland, 4072, Australia; CRETUS, Department of Chemical Engineering, Universidade de Santiago de Compostela, 15782, Santiago de Compostela, Galicia, Spain
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Masten SJ, Harris A, Kearns J, Borrion A, Peters CA, Gadhamshetty VR. Global Environmental Engineering for and with Historically Marginalized Communities. ENVIRONMENTAL ENGINEERING SCIENCE 2021; 38:285-287. [PMID: 34079201 PMCID: PMC8165455 DOI: 10.1089/ees.2021.0103] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Accepted: 03/04/2021] [Indexed: 06/12/2023]
Abstract
Marginalized communities lack full participation in social, economic, and political life, and they disproportionately bear the burden of environmental and health risks. This special issue of Environmental Engineering Science, the official journal of the Association of Environmental Engineering and Science Professors (AEESP), reports research on the unique environmental challenges faced by historically marginalized communities around the world. The results of community-based participatory research with an Afro-descendant community in Columbia, Native American communities in Alaska, United States, villagers in the Philippines, disadvantaged communities in California, United States, rural communities in Mexico and Costa Rica, homeless encampments in the San Diego River (United States) watershed entrepreneurs in Durban, South Africa, and remote communities in the island nation of Fiji are presented. The research reported in this special issue is transdisciplinary, bringing engineers together with anthropologists, sociologists, economists, and public health experts. In the 13 articles in this special issue, some of the topics covered include inexpensive technologies for water treatment, novel agricultural strategies for reversing biodiversity losses, and strategies for climate change adaptation. In addition, one article covered educational strategies for teaching ethics to prepare students for humanitarian engineering, including topics of poverty, sustainability, social justice, and engineering decisions under uncertainty. Finally, an article presented ways that environmental engineering professors can engage and promote the success of underrepresented minority students and enable faculty engaged in community-based participatory research.
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Affiliation(s)
- Susan J. Masten
- Department of Civil and Environmental Engineering, Michigan State University, East Lansing, Michigan, USA
| | - Angela Harris
- Department of Civil, Construction, and Environmental Engineering, North Carolina State University, Raleigh, North Carolina, USA
| | - Joshua Kearns
- Aqueous Solutions, Moravian Falls, North Carolina, USA
| | - Aiduan Borrion
- Department of Civil, Environmental and Geomatic Engineering, University College London, London, United Kingdom
| | - Catherine A. Peters
- Department of Civil and Environmental Engineering, Princeton University, Princeton, New Jersey, USA
| | - Venkataramana R. Gadhamshetty
- Department of Civil and Environmental Engineering, South Dakota School of Mines and Technology, Rapid City, South Dakota, USA
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