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Aylas-Paredes BK, Han T, Neithalath A, Huang J, Goel A, Kumar A, Neithalath N. Data driven design of ultra high performance concrete prospects and application. Sci Rep 2025; 15:9248. [PMID: 40102603 PMCID: PMC11920103 DOI: 10.1038/s41598-025-94484-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2024] [Accepted: 03/13/2025] [Indexed: 03/20/2025] Open
Abstract
Ultra-high performance concrete (UHPC) is a specialized class of cementitious composites that is increasingly used in various applications, including bridge decks, connections between precast components, piers, columns, overlays, and the repair and strengthening of bridge elements. The mechanical and durability properties of UHPC are significantly influenced by factors such as low water-to-binder ratios, the inclusion of supplementary cementitious materials (SCMs), and fiber reinforcement. Machine learning (ML) has been employed to predict the performance of UHPC and optimize its mixture designs by using various raw materials. This study first provides a comprehensive review of ML applications in UHPC, focusing on predicting workability, mechanical, and thermal properties. The use of data crossing, generative AI, physics-guided ML models, and field-applicable software are explored as practical directions for future research. This study also develops ML models to predict the compressive strength of UHPC by using a database containing 1300 data-records. The influence of various input variables is evaluated using SHapley Additive exPlanations (SHAP), revealing that chemical compositions have relatively minor impacts, given the material types used. By excluding insignificant variables, the models enhance both efficiency and accuracy in predicting strength. This advancement facilitates optimized material design and performance prediction while reducing the experimental workload required to inform ML models. Adding more diverse data to the database could further enhance the prediction performance and generalizability of the proposed ML models.
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Affiliation(s)
- Bryan K Aylas-Paredes
- Department of Materials Science and Engineering, Missouri University of Science and Technology, 248A V. H. McNutt Hall, 1400 N. Bishop, Rolla, MO, 65409, USA
| | - Taihao Han
- Department of Materials Science and Engineering, Missouri University of Science and Technology, 248A V. H. McNutt Hall, 1400 N. Bishop, Rolla, MO, 65409, USA.
| | | | - Jie Huang
- Department of Electrical and Computer Engineering, Missouri University of Science and Technology, Rolla, MO, 65409, USA
| | - Ashutosh Goel
- Department of Materials Science and Engineering, Rutgers, The State University of New Jersey, New Brunswick, NJ, 08854, USA
| | - Aditya Kumar
- Department of Materials Science and Engineering, Missouri University of Science and Technology, 248A V. H. McNutt Hall, 1400 N. Bishop, Rolla, MO, 65409, USA
| | - Narayanan Neithalath
- School of Sustainable Engineering and Built Environment, Arizona State University, Tempe, AZ, 85287, USA
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Fini EH, Kazemi M, Poulikakos L, Lazorenko G, Akbarzade V, Lamanna A, Lammers P. Perspectives on innovative non-fertilizer applications of sewage sludge for mitigating environmental and health hazards. COMMUNICATIONS ENGINEERING 2024; 3:178. [PMID: 39604550 PMCID: PMC11603199 DOI: 10.1038/s44172-024-00298-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 10/16/2024] [Indexed: 11/29/2024]
Abstract
As waste production increases and resources become limited, sewage sludge presents a valuable resource with potential beyond traditional land use and incineration. This review emphasizes exploring innovative non-fertilizer applications of sewage sludges and advocates for viewing wastewater treatment plants as sources of valuable feedstock and carbon sequestration. Innovative uses include integrating sewage sludge into construction materials such as asphalt pavements, geopolymer, cementitious composites, and masonry blocks. These methods not only immobilize heavy metals and mitigate environmental hazards but also support carbon sequestration, contrasting with incineration and land application methods that release carbon into the atmosphere. The review also addresses emerging technologies like bio-adhesives, bio-binders for asphalt, hydrogels, bioplastics, and corrosion inhibitors. It highlights the recovery of valuable materials from sewage sludge, including phosphorus, oils, metals, cellulose, and polyhydroxyalkanoates as well as enzyme production. By focusing on these non-fertilizer applications, this review presents a compelling case for re-envisioning wastewater treatment plants as sources of valuable feedstock and carbon sequestration, supporting global efforts to manage waste effectively and enhance sustainability.
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Affiliation(s)
- Elham H Fini
- Arizona State University, 660 S. College Avenue, Tempe, AZ, 85287, USA.
| | | | - Lily Poulikakos
- EMPA Materials Science and Technology, Ueberlandstrasse, 1298600, Dübendorf, Switzerland
| | - Georgy Lazorenko
- Novosibirsk State University, Pirogov Street, 2, Novosibirsk, 630090, Russia
| | - Vajiheh Akbarzade
- University of Doha for Science and Technology, 24449 Arab League St, Doha, Qatar
| | - Anthony Lamanna
- Arizona State University, 660 S. College Avenue, Tempe, AZ, 85287, USA
| | - Peter Lammers
- Arizona State University, 660 S. College Avenue, Tempe, AZ, 85287, USA
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Shi D, Ma X, Zhao Y, Wang J, Xia Y, Liu M. Utilization of industrial wastes in non-sintered bricks: microstructure and environmental impacts. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:50709-50721. [PMID: 39098974 DOI: 10.1007/s11356-024-34559-1] [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: 01/08/2024] [Accepted: 07/26/2024] [Indexed: 08/06/2024]
Abstract
Recycling industrial solid wastes as building materials in the construction field exhibits great environmental benefits. This study designed an eco-friendly non-sintered brick by combining multiple industrial solid wastes, including sewage sludge, fly ash, and phosphorus gypsum. The mechanical properties, microstructure, and environmental impacts of waste-based non-sintered bricks (WNBs) were investigated comprehensively. The results revealed that WNB exhibited excellent mechanical properties. In addition, steam curing could further promote the strength development of WNB. The compressive strength of WNB with 10 wt% of sewage sludge reached 13.5 MPa. Phase assemblage results indicated that the incorporation of sewage sludge promoted the generation of ettringite. Mercury intrusion porosimetry results demonstrated that the pore structure of WNB varies with the dosage of sewage sludge. Life-cycle assessment results revealed that the energy consumption and CO2 emission of WNB were 45% and 17% lower than those of traditional clay bricks. Overall, the development of WNB in this study provided insights into the co-disposal of industrial solid wastes.
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Affiliation(s)
- Daquan Shi
- School of Civil Engineering, Harbin Institute of Technology, Harbin, 150090, China
| | - Xiaobing Ma
- School of Civil Engineering, Harbin Institute of Technology, Harbin, 150090, China
| | - Yading Zhao
- School of Civil Engineering, Harbin Institute of Technology, Harbin, 150090, China.
| | - Jian Wang
- School of Civil Engineering, Harbin Institute of Technology, Harbin, 150090, China
| | - Yan Xia
- School of Civil Engineering, Harbin Institute of Technology, Harbin, 150090, China
- State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, China
| | - Minghao Liu
- School of Civil Engineering, Harbin Institute of Technology, Harbin, 150090, China
- Tianjin Cement Industry Design and Research Institute Co., Ltd., Tianjin, 300131, China
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Cieślik BM, Ronda O, Grządka E, Orzeł J, Płotka-Wasylka J. Comparative Analysis of Laboratory-Made and Industrial-Made Sewage Sludge Ash: Implications for Effective Management Strategy Development. TOXICS 2024; 12:344. [PMID: 38787123 PMCID: PMC11125665 DOI: 10.3390/toxics12050344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Revised: 04/30/2024] [Accepted: 05/07/2024] [Indexed: 05/25/2024]
Abstract
In the pursuit of environmentally and economically sustainable sewage sludge ash (SSA) management methods, researchers often employ laboratory-made SSA (L-SSA) as a substitute for industrial-made SSA (I-SSA) produced in fluidized bed furnaces. To check whether L-SSA is a material that imitates I-SSA well, the fractionation of metals whose presence is a significant problem during SSA management was performed. In addition, the grain distribution, specific surface area, and textural properties of the tested materials were examined. Differences in total Pb and Hg content and mobility of Cu, Ni, Mn, and Zn were observed between I-SSA and L-SSA. Larger particle sizes of L-SSA compared to I-SSA were confirmed, while comparable textural properties and specific surface area of both types of materials were maintained. Based on the results, it was concluded that L-SSA is chemically different compared to I-SSA, and that L-SSA should not be used as a reference in research focused on the design of SSA management methods. Moreover, fractionation of metals was performed in disposed fluidized beds (FBs), which are diverted to non-hazardous waste landfills without prior analysis. It has been proven that studied metals are present in FBs as abundantly as in SSA, while Cu, Mn, and Ni may show higher mobility than in I-SSA.
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Affiliation(s)
- Bartłomiej Michał Cieślik
- Department of Analytical Chemistry, Faculty of Chemistry, Gdańsk University of Technology, Gabriela Narutowicza 11/12 Str., 80-233 Gdańsk, Poland; (O.R.); (J.P.-W.)
| | - Oskar Ronda
- Department of Analytical Chemistry, Faculty of Chemistry, Gdańsk University of Technology, Gabriela Narutowicza 11/12 Str., 80-233 Gdańsk, Poland; (O.R.); (J.P.-W.)
| | - Elżbieta Grządka
- Institute of Chemical Sciences, Faculty of Chemistry, Maria Curie-Sklodowska University, M. Curie-Skłodow-9 ska Sq 3, 20-031 Lublin, Poland; (E.G.); (J.O.)
| | - Jolanta Orzeł
- Institute of Chemical Sciences, Faculty of Chemistry, Maria Curie-Sklodowska University, M. Curie-Skłodow-9 ska Sq 3, 20-031 Lublin, Poland; (E.G.); (J.O.)
| | - Justyna Płotka-Wasylka
- Department of Analytical Chemistry, Faculty of Chemistry, Gdańsk University of Technology, Gabriela Narutowicza 11/12 Str., 80-233 Gdańsk, Poland; (O.R.); (J.P.-W.)
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Li Z, Zhang J, Lei Z, Gao M, Sun J, Tong L, Chen S, Wang Y. Designing low-carbon fly ash based geopolymer with red mud and blast furnace slag wastes: Performance, microstructure and mechanism. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024; 354:120362. [PMID: 38364543 DOI: 10.1016/j.jenvman.2024.120362] [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: 09/07/2023] [Revised: 01/07/2024] [Accepted: 02/08/2024] [Indexed: 02/18/2024]
Abstract
In order to tackle the environmental problems induced by Portland cement production and industrial solid wastes landfilling, this study aims to develop novel ternary cementless fly ash-based geopolymer by recycling red mud and blast furnace slag industrial solid wastes. The fresh-state properties, mechanical strength, water permeability, phase assemblage and microstructure were systematically investigated to evaluate the performance variation and reveal the hydration mechanism for geopolymers with different mixing proportions. The results showed that a higher slag content or a lower red mud content could result in the higher fluidity and shorter setting time for fresh mixture. The existence of slag promoted the transformation of N-A-S-H to C-A-S-H gel, which contributed to higher compressive strength and better resistance to water penetration. However, an excessive incorporation of 30% red mud may impede the generation of N-A-S-H gel and form more flocculent-like loose hydrates, thus to mildly degrade the mechanical strength and anti-permeability. The synergetic utilization of red much and blast furnace slag in fly ash-based geopolymer led to much less CO2 emission compared with the condition that red much or slag was singly added, which demonstrated prominent environmental advantages for such kind of ternary cementless geopolymer with equivalent mechanical strength.
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Affiliation(s)
- Zhiping Li
- School of Civil Engineering and Architecture, East China Jiaotong University, Nanchang 330013, China; State Key Laboratory of Performance Monitoring and Protecting of Rail Transit Infrastructure, East China Jiaotong University, Nanchang 330013, China
| | - Junyi Zhang
- Department of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong, China.
| | - Zuxiang Lei
- School of Civil Engineering and Architecture, East China Jiaotong University, Nanchang 330013, China; State Key Laboratory of Performance Monitoring and Protecting of Rail Transit Infrastructure, East China Jiaotong University, Nanchang 330013, China.
| | - Mengshi Gao
- School of Civil Engineering and Architecture, East China Jiaotong University, Nanchang 330013, China
| | - Junbo Sun
- Institute for Smart City of Chongqing University in Liyang, Chongqing University, Liyang 213300, China
| | - Lihong Tong
- School of Civil Engineering and Architecture, East China Jiaotong University, Nanchang 330013, China; State Key Laboratory of Performance Monitoring and Protecting of Rail Transit Infrastructure, East China Jiaotong University, Nanchang 330013, China
| | - Shunman Chen
- School of Civil Engineering and Architecture, East China Jiaotong University, Nanchang 330013, China
| | - Yufei Wang
- School of Design and the Built Environment, Curtin University, Perth, WA 6102, Australia
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Liang G, Yao W, Wei Y. A green ultra-high performance geopolymer concrete containing recycled fine aggregate: Mechanical properties, freeze-thaw resistance and microstructure. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 895:165090. [PMID: 37355106 DOI: 10.1016/j.scitotenv.2023.165090] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 06/13/2023] [Accepted: 06/21/2023] [Indexed: 06/26/2023]
Abstract
The shortage of natural aggregate poses challenges and offers new opportunities for the construction industry. Under this background, the emergence of recycled aggregates sheds new lights on building aggregate. In this study, a green ultra-high performance geopolymer concrete (UHPGC) containing recycled fine aggregate (RFA) was prepared. To assess the feasibility of RFA and reveal the reaction mechanism of UHPGC, the reaction process, mechanical properties, freeze-thaw resistance and microstructure were systematically studied. The heat evolution results indicate that the control of reaction process could be achieved by adjusting the precursor component. A compact microstructure with extremely low porosity could be formed in the UHPGC specimens, which contributes to their good mechanical properties and freeze-thaw resistance. Good compatibility in the interface transition zone between fiber, paste and RFA could be observed, indicating great potential in the manufacture of UHPGC by alkali-activation technology. A considerable environmental benefit could be obtained in UHPGC when compared to ordinary ultra-high performance concrete (UHPC). This study is expected to offer more insights into the application of recycled aggregate and the manufacture of green UHPC.
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Affiliation(s)
- Guangwei Liang
- Key Laboratory of Advanced Civil Engineering Materials of Ministry of Education, School of Materials Science and Engineering, Tongji University, Shanghai 201804, China
| | - Wu Yao
- Key Laboratory of Advanced Civil Engineering Materials of Ministry of Education, School of Materials Science and Engineering, Tongji University, Shanghai 201804, China.
| | - Yongqi Wei
- Key Laboratory of Advanced Civil Engineering Materials of Ministry of Education, School of Materials Science and Engineering, Tongji University, Shanghai 201804, China
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Sun C, Ge W, Zhang Y, Wang L, Xia Y, Lin X, Huang Q, Lu S, Tsang DCW, Yan J. Designing low-carbon cement-free binders for stabilization/solidification of MSWI fly ash. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2023; 339:117938. [PMID: 37080097 DOI: 10.1016/j.jenvman.2023.117938] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 04/01/2023] [Accepted: 04/11/2023] [Indexed: 05/03/2023]
Abstract
Low-carbon and high-efficiency binder is desirable for sustainable treatment of municipal solid waste incineration fly ash (MSWI FA). In this study, CaO or MgO was used to activate ground granulated blast furnace slag (GGBS) to form calcium silicate hydrate and magnesium silica hydrate gel for stabilization/solidification of hazardous MSWI FA. Experimental results showed that potential toxic elements (PTEs), such as Pb and Zn, significantly inhibited the formation of reaction products in CaO-GGBS system due to the complexation between Ca(OH)2 and PTEs, whereas PTEs only had insignificant inhibition on transformation from MgO to Mg(OH)2 in MgO-GGBS system, resulting in lower leachabilities of PTEs and higher mechanical strengths. Stabilization/solidification experiments demonstrated that MSWI FA (70 wt%) could be recycled by MgO-GGBS binder (30 wt%) into blocks with desirable 28-day compressive strengths (3.9 MPa) and PTEs immobilization efficiencies (99.8% for Zn and 99.7% for Pb). This work provides mechanistic insights on the immobilization mechanisms of PTEs in CaO/MgO-GGBS systems and suggests a promising MgO-GGBS binder for low-carbon treatment of MSWI FA.
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Affiliation(s)
- Chen Sun
- State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, China
| | - Weizhe Ge
- State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, China
| | - Yuying Zhang
- State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, China; Department of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong, China
| | - Lei Wang
- State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, China.
| | - Yan Xia
- State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, China; School of Civil Engineering, Harbin Institute of Technology, Harbin, 150090, China
| | - Xiaoqing Lin
- State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, China
| | - Qunxing Huang
- State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, China
| | - Shengyong Lu
- State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, China
| | - Daniel C W Tsang
- State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, China; Department of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong, China
| | - Jianhua Yan
- State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, China
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