1
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Yu S, Garrabrants AC, DeLapp RC, Hubner T, Thorneloe SA, Kosson DS. From leaching data to release estimates: Screening and scenario assessments of electric arc furnace (EAF) slag under unencapsulated use. JOURNAL OF HAZARDOUS MATERIALS 2024; 479:135522. [PMID: 39216240 DOI: 10.1016/j.jhazmat.2024.135522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Revised: 08/10/2024] [Accepted: 08/13/2024] [Indexed: 09/04/2024]
Abstract
Electric arc furnace (EAF) slag is the non-metallic byproduct of the primary U.S. steelmaking process. Much of the slag is marked for secondary uses as aggregates. EAF slags used as construction fill or residential groundcover are directly exposed to the environment, raising concerns of potential leaching impacts. Leaching data of EAF slags as function of eluate pH (Method 1313) and liquid-to-solid ratio (Method 1314) were used to refine an initial list of constituents of potential concern to those with potential to leach at concentrations greater than project thresholds, and to estimate release from EAF slags when used as unencapsulated groundcover. Screening assessment identified 11 of over 20 constituents requiring further assessment. Scenario-based assessments results showed that constituents with high available content and low leaching concentrations (Al, Cr, Co, Mn, Se) are persistent in contacting water over the assessment period while those with limited available content (As, Ba, Mo, V) were depleted. Aging decreased the release of Se while increasing Tl release, likely through a combination of hydration, carbonation, and cracking processes. Increasing fill depth and infiltration rates did not alter leaching concentrations; however, liquid-solid ratio for each assessment interval changed thereby impacting cumulative release.
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Affiliation(s)
- Siyuan Yu
- Department of Civil and Environmental Engineering, Vanderbilt University, PMB 351826, Nashville, TN 37235-1826, USA
| | - Andrew C Garrabrants
- Department of Civil and Environmental Engineering, Vanderbilt University, PMB 351826, Nashville, TN 37235-1826, USA
| | - Rossane C DeLapp
- Department of Civil and Environmental Engineering, Vanderbilt University, PMB 351826, Nashville, TN 37235-1826, USA
| | - Tara Hubner
- Land, Chemicals, and Redevelopment Division, Region 8, US EPA, 1595 Wynkoop St., Denver, CO 80202, USA
| | - Susan A Thorneloe
- Office of Research and Development, US EPA, 109 TW Alexander Dr., Research Triangle Park, NC 27711, USA
| | - David S Kosson
- Department of Civil and Environmental Engineering, Vanderbilt University, PMB 351826, Nashville, TN 37235-1826, USA.
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2
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He B, Zhu X, Cang Z, Liu Y, Lei Y, Chen Z, Wang Y, Zheng Y, Cang D, Zhang L. Interpretation and Prediction of the CO 2 Sequestration of Steel Slag by Machine Learning. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023; 57:17940-17949. [PMID: 37624988 DOI: 10.1021/acs.est.2c06133] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/27/2023]
Abstract
The utilization of steel slag for CO2 sequestration is an effective way to reduce carbon emissions. The reactivity of steel slag in CO2 sequestration depends mainly on material and process parameters. However, there are many puzzles in regard to practical applications due to the different evaluations of process parameters and the lack of investigation of material parameters. In this study, 318 samples were collected to investigate the interactive influence of 12 factors on the carbonation reactivity of steel slag by machine learning with SHapley Additive exPlanations (SHAP). Multilayer perceptron (MLP), random forest, and support vector regression models were built to predict the slurry-phase CO2 sequestration of steel slag. The MLP model performed well in terms of prediction ability and generalization with comprehensive interpretability. The SHAP results showed that the impact of the process parameters was greater than that of the material parameters. Interestingly, the iron ore phase of steel slag was revealed to have a positive effect on steel slag carbonation by SHAP analysis. Combined with previous literature, the carbonation mechanism of steel slag was proposed. Quantitative analysis based on SHAP indicated that steel slag had good carbonation reactivity when the mass fractions of "CaO + MgO", "SiO2 + Al2O3", "Fe2O3", and "MnO" varied from 50-55%, 10-15%, 30-35%, and <5%, respectively.
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Affiliation(s)
- Bingyang He
- School of Energy and Environmental Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Xingyu Zhu
- Department of Electronic and Information Engineering, Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong SAR 999077, China
| | - Zhizhi Cang
- Beijing Building Materials Academy of Sciences Research, Beijing 100041, PR China
| | - Yang Liu
- School of Energy and Environmental Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Yuxin Lei
- School of Energy and Environmental Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Zhaohou Chen
- School of Energy and Environmental Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Yanlin Wang
- School of Energy and Environmental Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Yongchao Zheng
- Beijing Building Materials Academy of Sciences Research, Beijing 100041, PR China
| | - Daqiang Cang
- School of Metallurgy and Ecological Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Lingling Zhang
- School of Energy and Environmental Engineering, University of Science and Technology Beijing, Beijing 100083, China
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3
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Alshaeer HAY, Irwan JM, Alshalif AF, Al-Fakih A, Ewais DYZ, Salmi A, Alhokabi AA. Review on Carbonation Study of Reinforcement Concrete Incorporating with Bacteria as Self-Healing Approach. MATERIALS (BASEL, SWITZERLAND) 2022; 15:5543. [PMID: 36013683 PMCID: PMC9412592 DOI: 10.3390/ma15165543] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 06/06/2022] [Accepted: 06/20/2022] [Indexed: 06/15/2023]
Abstract
This study carried out a comprehensive review to determine the carbonation process that causes the most deterioration and destruction of concrete. The carbonation mechanism involved using carbon dioxide (CO2) to penetrate the concrete pore system into the atmosphere and reduce the alkalinity by decreasing the pH level around the reinforcement and initiation of the corrosion process. The use of bacteria in the concrete was to increase the pH of the concrete by producing urease enzyme. This technique may help to maintain concrete alkalinity in high levels, even when the carbonation process occurs, because the CO2 accelerates to the concrete and then converts directly to calcium carbonate, CaCO3. Consequently, the self-healing of the cracks and the pores occurred as a result of the carbonation process and bacteria enzyme reaction. As a result of these reactions, the concrete steel is protected, and the concrete properties and durability may improve. However, there are several factors that control carbonation which have been grouped into internal and external factors. Many studies on carbonation have been carried out to explore the effect of bacteria to improve durability and concrete strength. However, an in-depth literature review revealed that the use of bacteria as a self-healing mechanism can still be improved upon. This review aimed to highlight and discuss the possibility of applying bacteria in concrete to improve reinforcement concrete.
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Affiliation(s)
- Honin Ali Yahya Alshaeer
- Jamilus Research Centre for Sustainable Construction (JRC-SC), Faculty of Civil Engineering and Built Environment, Universiti Tun Hussein Onn Malaysia, Parit Raja 86400, Johor, Malaysia
| | - J. M. Irwan
- Jamilus Research Centre for Sustainable Construction (JRC-SC), Faculty of Civil Engineering and Built Environment, Universiti Tun Hussein Onn Malaysia, Parit Raja 86400, Johor, Malaysia
| | - Abdullah Faisal Alshalif
- Jamilus Research Centre for Sustainable Construction (JRC-SC), Faculty of Civil Engineering and Built Environment, Universiti Tun Hussein Onn Malaysia, Parit Raja 86400, Johor, Malaysia
| | - Amin Al-Fakih
- Interdisciplinary Research Center for Construction and Building Materials, King Fahd University of Petroleum and Minerals, Dhahran 31261, Saudi Arabia
| | - Dina Yehia Zakaria Ewais
- Structural Engineering, Faculty of Engineering and Technology, Future University in Egypt, New Cairo 11835, Egypt
| | - Abdelatif Salmi
- Department of Civil Engineering, College of Engineering, Prince Sattam Bin Abdulaziz University, Alkharj 16273, Saudi Arabia
| | - Abdulmajeed Ali Alhokabi
- Department of Civil Engineering, College of Engineering, Universiti Malaysia Pahang, Lebuhraya Tun Razak, Kuantan 26300, Pahang, Malaysia
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4
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Li L, Ling TC, Pan SY. Environmental benefit assessment of steel slag utilization and carbonation: A systematic review. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 806:150280. [PMID: 34560457 DOI: 10.1016/j.scitotenv.2021.150280] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Revised: 08/28/2021] [Accepted: 09/07/2021] [Indexed: 06/13/2023]
Abstract
The rapid increase in steel slag generation globally highlights the urgent need to manage the disposal or utilization processes. In addition to conventional landfill disposal, researchers have successfully reused steel slag in the construction, chemical, and agricultural fields. With the large portions of alkaline silicate mineral content, steel slag can also be used as a suitable material for carbon capture to mitigate global warming. This article comprehensively reviews the environmental performance of steel slag utilization, especially emphasizing quantitative evaluation using life cycle assessment. This paper first illustrates the production processes, properties, and applications of steel slag, and then summarizes the key findings of the environmental benefits for steel slag utilization using life cycle assessment from the reviewed literature. This paper also identifies the limitations of quantifying the environmental benefits using life cycle assessment. The results indicate steel slag is largely utilized in pavement concrete and/or block as a substitution for natural aggregates. The associated environmental benefits are mostly attributed to the avoidance of the large amount of cement utilized. The environmental benefits for the substitution of traditional energy-intensive material and carbonation treatment are further discussed in detail. Due to the presence of heavy metals, the potential risks to human and ecological health caused by the manufacturing process and usage stage are examined. Finally, the current challenges and global social implications for steel slag valorization are summarized.
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Affiliation(s)
- Lufan Li
- College of Civil Engineering, Hunan University, 410082 Changsha, China
| | - Tung-Chai Ling
- College of Civil Engineering, Hunan University, 410082 Changsha, China.
| | - Shu-Yuan Pan
- Department of Bioenvironmental Systems Engineering, National Taiwan University, Taipei 10673, Taiwan, ROC
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5
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Fertilizer Efficiency and Risk Assessment of the Utilization of AOD Slag as a Mineral Fertilizer for Alfalfa (Medicago sativa L.) and Perennial Ryegrass (Lolium perenne L.) Planting. SUSTAINABILITY 2022. [DOI: 10.3390/su14031575] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Argon oxygen decarburization (AOD) slag is the by-product of the stainless steel refining process, which has caused considerable environmental stress. In this work, the utilization of AOD slag as mineral fertilizer for alfalfa (Medicago sativa L.) and perennial ryegrass (Lolium perenne L.) planting were investigated by pot experiments. The morpho-physiological parameters of biomass, plant height, root morphology and the biochemical parameters of malondialdehyde (MDA) content, superoxide dismutase (SOD) activity, catalase (CAT) activity, peroxidase (POD) activity, and chlorophyll were measured. The accumulation of chromium in plants was also determined for an environmental safety perspective. It was found that low rates (≤0.5 wt.% for alfalfa and ≤2 wt.% for perennial ryegrass) of AOD slag fertilization are beneficial to the growth of these two plants. However, the soil enrichment with higher AOD slag amounts resulted in the reduction of biomass, plant height, and root growth. Compared with the alfalfa, the perennial ryegrass showed higher tolerance for AOD slag fertilization. The toxicity of the utilization of AOD slag as mineral fertilizer for perennial ryegrass planting is slight. Health risks induced by the consumption of the alfalfa grown on the soil with high AOD slag rates (≥8 wt.%) were detected.
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6
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Hydration Activity and Carbonation Characteristics of Dicalcium Silicate in Steel Slag: A Review. METALS 2021. [DOI: 10.3390/met11101580] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Dicalcium silicate is one of the main mineral phases of steel slag. Ascribed to the characteristics of hydration and carbonation, the application of slag in cement production and carbon dioxide sequestration has been confirmed as feasible. In the current study, the precipitation process of the dicalcium silicate phase in steel slag was discussed. Meanwhile, the study put emphasis on the influence of different crystal forms of dicalcium silicate on the hydration activity and carbonation characteristics of steel slag. It indicates that most of the dicalcium silicate phase in steel slag is the γ phase with the weakest hydration activity. The hydration activity of γ-C2S is improved to a certain extent by means of mechanical, high temperature, and chemical activation. However, the carbonation activity of γ-C2S is about two times higher than that of β-C2S. Direct and indirect carbonation can effectively capture carbon dioxide. This paper also summarizes the research status of the application of steel slag in cement production and carbon dioxide sequestration. Further development of the potential of dicalcium silicate hydration activity and simplifying the carbonation process are important focuses for the future.
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7
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Pressurized in situ X-ray diffraction insights into super/subcritical carbonation reaction pathways of steelmaking slags and constituent silicate minerals. J Supercrit Fluids 2021. [DOI: 10.1016/j.supflu.2021.105191] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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8
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Wang J, Zhong M, Wu P, Wen S, Huang L, Ning P. A Review of the Application of Steel Slag in CO
2
Fixation. CHEMBIOENG REVIEWS 2021. [DOI: 10.1002/cben.202000021] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Junya Wang
- Kunming University of Science and Technology Faculty of Environmental Science and Engineering 650500 Kunming Yunnan P. R. China
| | - Mi Zhong
- Kunming University of Science and Technology Faculty of Environmental Science and Engineering 650500 Kunming Yunnan P. R. China
| | - Pengfei Wu
- Kunming University of Science and Technology Faculty of Environmental Science and Engineering 650500 Kunming Yunnan P. R. China
| | - Shikun Wen
- Kunming University of Science and Technology Faculty of Environmental Science and Engineering 650500 Kunming Yunnan P. R. China
| | - Liang Huang
- Beijing Forestry University College of Environmental Science and Engineering 35 Qinghua East Road, Haidian District 100083 Beijing P. R. China
| | - Ping Ning
- Kunming University of Science and Technology Faculty of Environmental Science and Engineering 650500 Kunming Yunnan P. R. China
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9
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Cui P, Wu S, Xiao Y, Hu R, Yang T. Environmental performance and functional analysis of chip seals with recycled basic oxygen furnace slag as aggregate. JOURNAL OF HAZARDOUS MATERIALS 2021; 405:124441. [PMID: 33162241 DOI: 10.1016/j.jhazmat.2020.124441] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Revised: 10/21/2020] [Accepted: 10/29/2020] [Indexed: 06/11/2023]
Abstract
Resource utilization of industrial waste is a significant global challenge. Steel slag, a typical industrial by-product in the steel-making process, pollutes the environment and causes ecological deterioration. In this study, steel slag was recycled in chip seals as the aggregate, and the functional and environmental performance of the chip seal with recycled steel slag was determined. Economic costs were also discussed and compared with conventional surface layers. The results indicated that recycling steel slag as the aggregate in chip seal has a lower pollution risk and higher environmental benefits compared with those used for landfilling and dumping. Steel slag can significantly increase the heating and de-icing efficiencies of chip seal compared with basalt, particularly for microwave heating. The self-bonded function represented by the durability of aggregate retention can be enhanced by steel slag. The cost of the chip seal containing steel slag and steel fiber is only increased by 0.14 USD/m2 than that of ordinary chip seal, indicating a remarkable economic efficiency of chip seal with de-icing and self-bonded functions.
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Affiliation(s)
- Peide Cui
- State Key Laboratory of Silicate Materials for Architectures, Wuhan University of Technology, Wuhan 430070, China.
| | - Shaopeng Wu
- State Key Laboratory of Silicate Materials for Architectures, Wuhan University of Technology, Wuhan 430070, China.
| | - Yue Xiao
- State Key Laboratory of Silicate Materials for Architectures, Wuhan University of Technology, Wuhan 430070, China.
| | - Rui Hu
- State Key Laboratory of Silicate Materials for Architectures, Wuhan University of Technology, Wuhan 430070, China.
| | - Tianyuan Yang
- State Key Laboratory of Silicate Materials for Architectures, Wuhan University of Technology, Wuhan 430070, China.
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10
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Wei C, Dong J, Zhang H, Wang X. Kinetics model adaptability analysis of CO 2 sequestration process utilizing steelmaking slag and cold-rolling wastewater. JOURNAL OF HAZARDOUS MATERIALS 2021; 404:124094. [PMID: 33053471 DOI: 10.1016/j.jhazmat.2020.124094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Revised: 09/18/2020] [Accepted: 09/23/2020] [Indexed: 06/11/2023]
Abstract
Better adaptive kinetics model for CO2 sequestration utilizing wastes in steelmaking plant has a big significance for establishing green out-circulating network system. This work investigated the effect of temperature, L/S ratio and cold-rolling wastewater concentration on carbonation degree in basic oxygen furnace slag and CRW carbonation process, then their kinetics was discussed by surface coverage model and shrinking core model, respectively, in order to evaluate their adaptability and accuracy. Furthermore, CO2 sequestration intensifying factor was originally proposed for considering the carbonation depth, through comparing diffusion coefficient of CO2 between water carbonation and wastewater carbonation. The results showed that carbonation conversion increased as temperature and CRW concentration increased except for L/S ratio, and the maximum carbonation could reach 41.499 ± 1.240%. Because higher prediction error existed in surface coverage model, the shrinking core model had a better adaptability and accuracy for analyzing carbonation process in autoclave. Meanwhile, the CO2 sequestration intensifying factor was 1.6 times as big as carbonation process in distilled water as a result of DCO2 value. CO2 sequestration reaction in our work was controlled by calcium diffused because of DCO2 (0.700-0.976 × 10-4 cm2 s-1) and DCa (0.935-1.149 × 10-5 cm2 s-1). The results above will be helpful for us to better comprehend the reaction kinetics at micro-scale, when the idea of triple wastes self-circulation system network will be established to industrial application.
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Affiliation(s)
- Chao Wei
- Faculty of Materials, Metallurgy and Chemistry, Jiangxi University of Science and Technology, Ganzhou 341000, China
| | - Jianping Dong
- Faculty of Materials, Metallurgy and Chemistry, Jiangxi University of Science and Technology, Ganzhou 341000, China
| | - Huining Zhang
- Faculty of Materials, Metallurgy and Chemistry, Jiangxi University of Science and Technology, Ganzhou 341000, China.
| | - Xu Wang
- Faculty of Materials, Metallurgy and Chemistry, Jiangxi University of Science and Technology, Ganzhou 341000, China
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11
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Zhang X, Chen J, Jiang J, Li J, Tyagi RD, Surampalli RY. The potential utilization of slag generated from iron- and steelmaking industries: a review. ENVIRONMENTAL GEOCHEMISTRY AND HEALTH 2020; 42:1321-1334. [PMID: 31664635 DOI: 10.1007/s10653-019-00419-y] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2019] [Accepted: 09/06/2019] [Indexed: 06/10/2023]
Abstract
Along with iron and steel production, large amount of slag is generated. Proper management on the iron- and steelmaking slag is highly demanded due to the high cost of direct disposal of the slag to landfill, which is the most adopted management approach. In this article, the potential application of iron- and steelmaking slag has been reviewed, which included the slag utilization in construction as cement and sand, in water, soil, and gas treatment, as well as in value material recovery. In addition, the challenge and required effort to be made in iron- and steelmaking slag management have been discussed.
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Affiliation(s)
- Xiaolei Zhang
- Department of Civil and Environmental Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, 518055, Guangdong, People's Republic of China
| | - Jiaxin Chen
- Department of Civil and Environmental Engineering, Shantou University, Shantou, 515063, Guangdong, People's Republic of China
| | - JingJing Jiang
- Department of Civil and Environmental Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, 518055, Guangdong, People's Republic of China
| | - Ji Li
- Department of Civil and Environmental Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, 518055, Guangdong, People's Republic of China.
| | - R D Tyagi
- INRS Eau, Terre et Environnement, 490, rue de la Couronne, Québec, G1K 9A9, Canada
| | - Rao Y Surampalli
- Department of Civil Engineering, University of Nebraska-Lincoln, N104 SEC, PO Box 886105, Lincoln, NE, 68588-6105, USA
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12
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Liu B, Li J, Wang Z, Zeng Y, Ren Q. Long-term leaching characterization and geochemical modeling of chromium released from AOD slag. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2020; 27:921-929. [PMID: 31814076 DOI: 10.1007/s11356-019-07008-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2019] [Accepted: 11/11/2019] [Indexed: 06/10/2023]
Abstract
The long-term leaching of chromium from AOD slag was analyzed by column percolation test (CEN/TS 14405). According to the analytical result, the eluate of the AOD slag exhibited alkaline and reductive property. Chromium released from the AOD slag was primarily presented as trivalent chromium (Cr(III)). The eluate exhibited low hexavalent chromium (Cr(VI)) concentration. As the L/S ratio increased to 115 L kg-1, the accumulated release quantity of Cr(III) and total chromium per AOD slag mass reached 1549.68 and 1613.67 μg kg-1, respectively. The long-term leaching toxicity of chromium from the AOD slag was noticeable. Besides, a long-term geochemical model was built with PHREEQC software to assess the evolution of pH and chromium concentration in the eluate. The simulated pH and chromium concentrations were well consistent with those of the column percolation experiment. The result suggested that the geochemical model for chromium leaching prediction applies to the assessment of the eco-risk of AOD slag during the long-term leaching. The concentration of trivalent chromium presenting as Cr(OH)4- for instability of Cr(III) hydroxide in the alkaline eluate was regulated by the dissolution of the primary phase Cr2O3.
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Affiliation(s)
- Bao Liu
- School of Metallurgy and Energy, North China University of Science and Technology, Tangshan, 063210, People's Republic of China
| | - Junguo Li
- School of Metallurgy and Energy, North China University of Science and Technology, Tangshan, 063210, People's Republic of China.
| | - Ziming Wang
- School of Metallurgy and Energy, North China University of Science and Technology, Tangshan, 063210, People's Republic of China
| | - Yanan Zeng
- School of Metallurgy and Energy, North China University of Science and Technology, Tangshan, 063210, People's Republic of China
| | - Qianqian Ren
- School of Metallurgy and Energy, North China University of Science and Technology, Tangshan, 063210, People's Republic of China.
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13
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Pullin H, Bray AW, Burke IT, Muir DD, Sapsford DJ, Mayes WM, Renforth P. Atmospheric Carbon Capture Performance of Legacy Iron and Steel Waste. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2019; 53:9502-9511. [PMID: 31317734 PMCID: PMC6706800 DOI: 10.1021/acs.est.9b01265] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 07/15/2019] [Accepted: 07/18/2019] [Indexed: 06/10/2023]
Abstract
Legacy iron (Fe) and steel wastes have been identified as a significant source of silicate minerals, which can undergo carbonation reactions and thus sequester carbon dioxide (CO2). In reactor experiments, i.e., at elevated temperatures, pressures, or CO2 concentrations, these wastes have high silicate to carbonate conversion rates. However, what is less understood is whether a more "passive" approach to carbonation can work, i.e., whether a traditional slag emplacement method (heaped and then buried) promotes or hinders CO2 sequestration. In this paper, the results of characterization of material retrieved from a first of its kind drilling program on a historical blast furnace slag heap at Consett, U.K., are reported. The mineralogy of the slag material was near uniform, consisting mainly of melilite group minerals with only minor amounts of carbonate minerals detected. Further analysis established that total carbon levels were on average only 0.4% while average calcium (Ca) levels exceeded 30%. It was calculated that only ∼3% of the CO2 sequestration potential of the >30 Mt slag heap has been utilized. It is suggested that limited water and gas interaction and the mineralogy and particle size of the slag are the main factors that have hindered carbonation reactions in the slag heap.
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Affiliation(s)
- Huw Pullin
- School
of Earth and Ocean Sciences, Cardiff University, Cardiff CF10 3AT, United Kingdom
| | - Andrew W. Bray
- School
of Earth and Environment, University of
Leeds, Leeds LS2 9JT, United Kingdom
| | - Ian T. Burke
- School
of Earth and Environment, University of
Leeds, Leeds LS2 9JT, United Kingdom
| | - Duncan D. Muir
- School
of Earth and Ocean Sciences, Cardiff University, Cardiff CF10 3AT, United Kingdom
| | - Devin J. Sapsford
- School
of Engineering, Cardiff University, Cardiff CF24 3AA, United Kingdom
| | - William M. Mayes
- Department
of Geography, Geology and Environment, University
of Hull, Hull HU6 7RX, United Kingdom
| | - Phil Renforth
- School
of Engineering and Physical Sciences, Heriot-Watt
University, Edinburgh EH14 4AS, United Kingdom
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14
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Du B, Li J, Fang W, Liu J. Comparison of long-term stability under natural ageing between cement solidified and chelator-stabilised MSWI fly ash. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2019; 250:68-78. [PMID: 30981937 DOI: 10.1016/j.envpol.2019.03.124] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2018] [Revised: 03/28/2019] [Accepted: 03/29/2019] [Indexed: 06/09/2023]
Abstract
Cement-solidification and chelator-stabilisation of municipal solid waste incineration fly ash (MSWI-FA) are two main treatment techniques to immobilise heavy metals. Differences in the long-term stabilities of those two methods of heavy-metal immobilisation were explored to aid in determining the better MSWI-FA treatment. However, few comparative studies have been conducted on 6-year-old cement-solidified FA (Ce-6-FA) and chelator-stabilised FA (Ch-6-FA). In this study, we compared the physicochemical and heavy metal leaching characteristics of Ce-6-FA and Ch-6-FA. The chemical speciation of heavy metals was modelled using geochemical software to assess long-term stability. The results showed weaker long-term stability in Pb immobilisation under the chelating system. The leaching concentrations of target heavy metals, acetic acid leaching tests, acid neutralising capacity, and pH-dependent leaching results indicated that Ce-6-FA had higher long-term stability than Ch-6-FA. A column experiment indicated that the cumulative release rates of Pb in Ce-6-FA and Ch-6-FA were 2.49% and 4.72%, respectively. The phase-controlled leaching of Pb in Ce-6-FA mainly occurred through Pb2(OH)3Cl and chloropyromorphite (Pb5(PO4)3Cl), whereas that in Ch-6-FA mainly occurred through Pb5(PO4)3Cl. The decomposition of heavy metal chelates in Ch-6-FA and salt generation in this process led to the release of Pb via the inorganic complex.
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Affiliation(s)
- Bing Du
- Key Laboratory for Solid Waste Management and Environment Safety, School of Environment, Tsinghua University, Beijing, PR China
| | - Jiantao Li
- Key Laboratory for Solid Waste Management and Environment Safety, School of Environment, Tsinghua University, Beijing, PR China
| | - Wen Fang
- Key Laboratory for Solid Waste Management and Environment Safety, School of Environment, Tsinghua University, Beijing, PR China
| | - Jianguo Liu
- Key Laboratory for Solid Waste Management and Environment Safety, School of Environment, Tsinghua University, Beijing, PR China.
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15
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Lombardi L, Costa G, Spagnuolo R. Accelerated carbonation of wood combustion ash for CO 2 removal from gaseous streams and storage in solid form. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2018; 25:35855-35865. [PMID: 29748811 DOI: 10.1007/s11356-018-2159-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2017] [Accepted: 04/26/2018] [Indexed: 06/08/2023]
Abstract
In this work, ash generated by the combustion of wood in a central heating plant was used to remove and permanently store by accelerated carbonation CO2 contained in a gas mixture simulating biogas. The process was studied as an alternative treatment to the ones currently available on the market for biogas upgrading. The process was investigated at laboratory scale by setting up a facility for directly contacting the wood ash and the synthetic biogas in a fixed bed reactor. The process was able to completely remove CO2 during its initial phase. After about 30 h, CO2 started to appear again in the outlet stream and its concentration rapidly increased. The specific CO2 uptake achieved in solid carbonate form was of about 200 g/kg of dry wood ash. This value is an order of magnitude higher than the ones found for waste incineration bottom ash carrying out similar experiments. The difference was ascribed to the physicochemical properties of the ash, characterized by a fine particle size (d50 < 0.2 mm) and high content of reactive phases with CO2 (e.g., Ca hydroxides). The leaching behavior of the wood ash was examined before and after the accelerated carbonation process showing that the release of several elements was lower after the treatment; Ba leaching in particular decreased by over two orders of magnitude. However, the release of the critical elements for the management of this type of residues (especially Cr and sulfates) appeared not to be significantly affected, while V leaching increased.
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Affiliation(s)
- Lidia Lombardi
- Niccolò Cusano University, via don Carlo Gnocchi 3, 00166, Rome, Italy.
| | - Giulia Costa
- Department of Civil Engineering and Computer Science Engineering, University of Roma Tor Vergata, via del Politecnico 1, 00133, Rome, Italy
| | - Riccardo Spagnuolo
- Department of Civil Engineering and Computer Science Engineering, University of Roma Tor Vergata, via del Politecnico 1, 00133, Rome, Italy
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16
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Abstract
The chromium elution behavior of stainless steel (SS) slag depends highly on the chromium distribution, and the molten modification process proved to effectively improve the chromium enrichment in stable phases. However, the phase transformation and variation of chromium stability during the subsequent cooling process is still poorly understood. In this work, the phase composition and chromium distribution of SS slag from different quenching temperatures were experimentally studied, and the stability of chromium-bearing phases was evaluated using standard leaching tests. The results indicated that dicalcium silicate and spinel phases had formed in the molten slag at 1600 °C, while the dicalcium silicate disappeared and the phases of merwinite and melilite precipitated when the temperature decreased from 1600 to 1300 °C (at a rate of 5 °C/min). During this cooling process, the chromium migrated from other phases into the spinel, significantly suppressing the chromium elution. The leaching results also demonstrated that the potential chromium-bearing phases of glass, dicalcium silicate and merwinite are unstable and are presumably the main source of chromium release. The treated SS slag meets the requirements for the utilization of chromium-bearing slag in the cement and brick industries.
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17
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Kim MJ, Kim D. Maximization of CO 2 storage for various solvent types in indirect carbonation using paper sludge ash. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2018; 25:30101-30109. [PMID: 30145762 DOI: 10.1007/s11356-018-2970-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/03/2018] [Accepted: 08/14/2018] [Indexed: 06/08/2023]
Abstract
This study aimed to maximise the amount of CO2 storage by indirect carbonation using paper sludge ash (PSA), which is an alkaline industrial waste. The properties of the following three types of solvents were considered: acids (acetic acid and hydrochloric acid), ammonium salts (ammonium chloride and ammonium acetate) and others (sodium citrate and water). When carbon dioxide was injected into calcium leachates prepared from PSA using acids, carbonation did not occur, and using ammonium salts as solvent, the carbonation efficiency was low. However, after pH swing of the leachates using sodium hydroxide and ammonia solution for acid and ammonium salt solvents, up to 324 kg CO2/(ton PSA) and 175 kg CO2/(ton PSA) were stored, respectively. When carbon dioxide was injected into calcium leachates prepared from PSA using sodium citrate or water, solid was initially generated which later dissolved. In order to solve this problem, CO2 injection was stopped just before the pH of the solution reached 10.5 for sodium citrate and 8.3 for water, resulting in the storage of 136 kg CO2/(ton PSA) and 29 kg CO2/(ton PSA), respectively. Solids obtained through carbonation were pure calcium carbonate.
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Affiliation(s)
- Myoung-Jin Kim
- Department of Environmental Engineering, Korea Maritime and Ocean University, Busan, South Korea.
| | - Dami Kim
- Department of Convergence Study on the Ocean Science and Technology, Korea Maritime and Ocean University, Busan, South Korea
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18
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Pei SL, Pan SY, Li YM, Gao X, Chiang PC. Performance evaluation of integrated air pollution control with alkaline waste valorization via high-gravity technology. J Taiwan Inst Chem Eng 2018. [DOI: 10.1016/j.jtice.2018.03.032] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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19
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Zuo M, Renman G, Gustafsson JP, Klysubun W. Dual slag filters for enhanced phosphorus removal from domestic waste water: performance and mechanisms. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2018; 25:7391-7400. [PMID: 29280098 PMCID: PMC5847628 DOI: 10.1007/s11356-017-0925-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/18/2017] [Accepted: 12/03/2017] [Indexed: 06/07/2023]
Abstract
The phosphorus (P) removal of five combinations of dual filters consisting of blast furnace slag (BFS), argon oxygen decarburisation slag (AOD) and electric arc furnace slag (EAF) was evaluated in column experiments with domestic waste water. The columns were fed with waste water for 24 days. The column with only EAF had the best P removal performance (above 93% throughout the experiment). The speciation of the bound P was evaluated by P K-edge X-ray absorption near-edge structure (XANES) spectroscopy. In all five columns, the main P species of the slag packed in the outlet chamber was amorphous calcium phosphate (ACP). In samples from the inlet chambers, the contributions from crystalline Ca phosphates, P adsorbed on gibbsite and P adsorbed on ferrihydrite were usually much greater, suggesting a shift of P removal mechanism as the waste water travelled from the inlet to the outlet. The results provide strong evidence that P was predominantly removed by the slags through the formation of ACP. However, as the pH decreased with time due to the progressively lower dissolution of alkaline silicate minerals from the slag, the ACP was rendered unstable and hence redissolved, changing the P speciation. It is suggested that this process strongly affected the lifespan of the slag filters. Of the slags examined, EAF slag had the best P removal characteristics and BFS the worst, which probably reflected different dissolution rates of alkaline silicates in the slags.
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Affiliation(s)
- Minyu Zuo
- Division of Land and Water Resources Engineering, KTH (Royal Institute of Technology), Teknikringen 76, 100 44 Stockholm, Sweden
| | - Gunno Renman
- Division of Land and Water Resources Engineering, KTH (Royal Institute of Technology), Teknikringen 76, 100 44 Stockholm, Sweden
| | - Jon Petter Gustafsson
- Division of Land and Water Resources Engineering, KTH (Royal Institute of Technology), Teknikringen 76, 100 44 Stockholm, Sweden
- Department of Soil and Environment, Swedish University of Agricultural Sciences, Box 7014, 750 07 Uppsala, Sweden
| | - Wantana Klysubun
- Synchrotron Light Research Institute, 111 University Avenue, Muang District,, Nakorn Ratchasima, 30000 Thailand
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20
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Microwave-Supported Leaching of Electric Arc Furnace (EAF) Slag by Ammonium Salts. MINERALS 2017. [DOI: 10.3390/min7070119] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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21
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Du J, Bu Y, Guo S, Tian L, Shen Z. Effects of epoxy resin on ground-granulated blast furnace slag stabilized marine sediments. RSC Adv 2017. [DOI: 10.1039/c7ra06460h] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
In this study, an environmentally friendly epoxy resin is mixed with ground-granulated blast furnace slag (GGBS) for use as a stabilizer to enhance mechanical performance and leaching resistance properties of marine sediments.
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Affiliation(s)
- Jiapei Du
- College of Petroleum Engineering
- China University of Petroleum
- 266580 Qingdao
- China
| | - Yuhuan Bu
- College of Petroleum Engineering
- China University of Petroleum
- 266580 Qingdao
- China
| | - Shenglai Guo
- College of Petroleum Engineering
- China University of Petroleum
- 266580 Qingdao
- China
| | - Leiju Tian
- College of Petroleum Engineering
- China University of Petroleum
- 266580 Qingdao
- China
| | - Zhonghou Shen
- College of Petroleum Engineering
- China University of Petroleum
- 266580 Qingdao
- China
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22
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Loncnar M, van der Sloot HA, Mladenovič A, Zupančič M, Kobal L, Bukovec P. Study of the leaching behaviour of ladle slags by means of leaching tests combined with geochemical modelling and mineralogical investigations. JOURNAL OF HAZARDOUS MATERIALS 2016; 317:147-157. [PMID: 27262282 DOI: 10.1016/j.jhazmat.2016.05.046] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2015] [Revised: 05/11/2016] [Accepted: 05/14/2016] [Indexed: 06/05/2023]
Abstract
In this study, the leachability of freshly produced ladle slag derived from both austenitic and ferritic stainless steel production, and from electrical and structural steel production, was investigated, in order to determine whether variations in the chemical and mineralogical composition of these slags affect their leaching behaviour. The effect of the method used for slag cooling was also studied. The results obtained by using the single batch test were combined with those obtained by means of more sophisticated characterisation leaching tests, which, in combination with geochemical speciation modelling, helped to better identify the release mechanisms and phases that control the release of individual elements. It was found that, although variations in the chemical composition of the slag can affect the slag's minerology, neither such variations, nor the choice of the slag cooling treatment, have a significant effect on the leachability of individual elements, since the leaching is governed by surface phenomena. In fact, the mineral transformations on the slag surface, rather than the bulk mineral composition, dictate the release of these elements from the ladle slag. The solubility-controlling phases were predicted by multi-element modelling, and verified to the extent made possible by the performed mineralogical investigations.
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Affiliation(s)
- Mojca Loncnar
- Acroni, d. o. o., Cesta Borisa Kidriča 44, SI-4270 Jesenice, Slovenia.
| | - Hans A van der Sloot
- Hans van der Sloot Consultancy, Dorpsstraat 216, 1721 BV Langedijk, The Netherlands, The Netherlands
| | - Ana Mladenovič
- Slovenian National Building and Civil Engineering Institute, Dimičeva cesta 12, SI-1000 Ljubljana, Slovenia
| | - Marija Zupančič
- Faculty of Chemistry and Chemical Technology, University of Ljubljana, Večna pot 113, SI-1000 Ljubljana, Slovenia
| | - Lara Kobal
- Faculty of Chemistry and Chemical Technology, University of Ljubljana, Večna pot 113, SI-1000 Ljubljana, Slovenia
| | - Peter Bukovec
- Faculty of Chemistry and Chemical Technology, University of Ljubljana, Večna pot 113, SI-1000 Ljubljana, Slovenia
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23
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Ghacham AB, Pasquier LC, Cecchi E, Blais JF, Mercier G. CO2 sequestration by mineral carbonation of steel slags under ambient temperature: parameters influence, and optimization. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2016; 23:17635-46. [PMID: 27236443 DOI: 10.1007/s11356-016-6926-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/26/2016] [Accepted: 05/18/2016] [Indexed: 05/28/2023]
Abstract
This work focuses on the influence of different parameters on the efficiency of steel slag carbonation in slurry phase under ambient temperature. In the first part, a response surface methodology was used to identify the effect and the interactions of the gas pressure, liquid/solid (L/S) ratio, gas/liquid ratio (G/L), and reaction time on the CO2 removed/sample and to optimize the parameters. In the second part, the parameters' effect on the dissolution of CO2 and its conversion into carbonates were studied more in detail. The results show that the pressure and the G/L ratio have a positive effect on both the dissolution and the conversion of CO2. These results have been correlated with the higher CO2 mass introduced in the reactor. On the other hand, an important effect of the L/S ratio on the overall CO2 removal and more specifically on the carbonate precipitation has been identified. The best results were obtained L/S ratios of 4:1 and 10:1 with respectively 0.046 and 0.052 gCO2 carbonated/g sample. These yields were achieved after 10 min reaction, at ambient temperature, and 10.68 bar of total gas pressure following direct gas treatment.
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Affiliation(s)
| | | | | | | | - Guy Mercier
- INRS-ETE, 490 rue de la Couronne, Québec, QC, G1K 9A9, Canada
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24
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Xuan D, Zhan B, Poon CS, Zheng W. Innovative reuse of concrete slurry waste from ready-mixed concrete plants in construction products. JOURNAL OF HAZARDOUS MATERIALS 2016; 312:65-72. [PMID: 27016667 DOI: 10.1016/j.jhazmat.2016.03.036] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2016] [Revised: 03/10/2016] [Accepted: 03/14/2016] [Indexed: 06/05/2023]
Abstract
Concrete slurry waste (CSW) is generated from ready-mixed concrete plants during concrete production and is classified as a corrosive hazardous material. If it is disposed of at landfills, it would cause detrimental effects for our surrounding environment and ecosystems due to its high pH value as well as heavy metal contamination and accumulation. A new method in this study has been introduced to effectively reuse CSW in new construction products. In this method, the calcium-silicate rich CSW in the fresh state was considered as a cementitious paste as well as a CO2 capture medium. The experimental results showed that the pH values of the collected CSWs stored for 28 days ranged from 12.5 to 13.0 and a drastic decrease of pH value was detected after accelerated mineral carbonation. The theoretically calculated CO2 sequestration extent of CSWs was from 27.05% to 31.23%. The practical water to solid ratio in the fresh CSW varied from 0.76 to 1.12, which had a significant impact on the compressive strength of the mixture with CSWs. After subjecting to accelerated mineral carbonation, rapid initial strength development and lower drying shrinkage for the prepared concrete mixture were achieved.
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Affiliation(s)
- Dongxing Xuan
- Department of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong, Hong Kong
| | - Baojian Zhan
- Department of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong, Hong Kong
| | - Chi Sun Poon
- Department of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong, Hong Kong.
| | - Wei Zheng
- Gammon Construction Ltd, 28th Floor, Devon House, Taikoo Place, Quarry Bay, Hong Kong, Hong Kong
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25
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Araizi PK, Hills CD, Maries A, Gunning PJ, Wray DS. Enhancement of accelerated carbonation of alkaline waste residues by ultrasound. WASTE MANAGEMENT (NEW YORK, N.Y.) 2016; 50:121-129. [PMID: 26905698 DOI: 10.1016/j.wasman.2016.01.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2015] [Revised: 12/15/2015] [Accepted: 01/06/2016] [Indexed: 06/05/2023]
Abstract
The continuous growth of anthropogenic CO2 emissions into the atmosphere and the disposal of hazardous wastes into landfills present serious economic and environmental issues. Reaction of CO2 with alkaline residues or cementitius materials, known as accelerated carbonation, occurs rapidly under ambient temperature and pressure and is a proven and effective process of sequestering the gas. Moreover, further improvement of the reaction efficiency would increase the amount of CO2 that could be permanently sequestered into solid products. This paper examines the potential of enhancing the accelerated carbonation of air pollution control residues, cement bypass dust and ladle slag by applying ultrasound at various water-to-solid (w/s) ratios. Experimental results showed that application of ultrasound increased the CO2 uptake by up to four times at high w/s ratios, whereas the reactivity at low water content showed little change compared with controls. Upon sonication, the particle size of the waste residues decreased and the amount of calcite precipitates increased. Finally, the sonicated particles exhibited a rounded morphology when observed by scanning electron microscopy.
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Affiliation(s)
- Paris K Araizi
- Faculty of Engineering and Science, University of Greenwich, Chatham Maritime, Kent ME4 4TBUK, United Kingdom.
| | - Colin D Hills
- Faculty of Engineering and Science, University of Greenwich, Chatham Maritime, Kent ME4 4TBUK, United Kingdom
| | - Alan Maries
- Faculty of Engineering and Science, University of Greenwich, Chatham Maritime, Kent ME4 4TBUK, United Kingdom
| | - Peter J Gunning
- Faculty of Engineering and Science, University of Greenwich, Chatham Maritime, Kent ME4 4TBUK, United Kingdom
| | - David S Wray
- Faculty of Engineering and Science, University of Greenwich, Chatham Maritime, Kent ME4 4TBUK, United Kingdom
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