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A review on sustainable use of recycled construction and demolition waste aggregates in pavement base and subbase layers 关于在路面基层和底基层中可持续使用回收的建筑和拆除废料集料的综述
Pub Date : 2024-08-07 DOI: 10.1016/j.clema.2024.100266
Zainul Abedin Khan , Umashankar Balunaini , Susanga Costa , Nhu H.T. Nguyen

In recent times, the continuous growth of construction and demolition (C&D) activities have resulted in increases in the utilization of natural resources as well as global C&D waste production. A major part of C&D waste produced is dumped in landfills worldwide although some countries have adopted good recycling and reuse facilities to generated C&D waste. Based on an extensive critical review of published literature on the topic including global C&D waste recycling statistics and composition of generated wastes, this paper identifies key physical, mechanical, and geotechnical characteristics of recycled C&D waste aggregates specific to use as pavement base or subbase materials. Recycled aggregates typically have sufficient CBR, abrasion resistance, compressive strength and resilient modulus in accordance with various road standard specifications, which enable their applications for pavement base and subbase layer construction. Recycled aggregates typically have higher water absorption and lower specific gravity values than virgin aggregates. Furthermore, this study evaluates the feasibility and effectiveness of recycled aggregates in pavement base and subbase layers based on the detailed laboratory investigations. Additionally, case studies involving large-volume utilization of recycled aggregates for field-scale pavement construction are presented facilitating the broader adoption of recycled materials in sustainable construction of road pavements. These studies document crucial insights into its real field performance in terms of strength, durability and longevity. Finally, authors have discussed the potential challenges, research gaps and future insights on the use of recycled aggregates in pavement construction. The use of recycled aggregates in pavement construction still has some barriers and challenges such as availability in bulk quantity especially at the field scale and absence of road standards for application, which require further research and practical developments to promote the sustainable use of these materials in the future.

近来,建筑与拆除(C&D)活动的持续增长导致了自然资源利用率和全球 C&D 废弃物产量的增加。尽管一些国家采用了良好的回收和再利用设施来处理产生的建筑和拆卸废物,但全球产生的大部分建筑和拆卸废物都被倾倒在垃圾填埋场。本文在对已发表的相关文献(包括全球 C&D 废弃物回收统计数据和所产生废弃物的成分)进行广泛批判性审查的基础上,确定了回收的 C&D 废弃物集料在用作路面基层或底层材料时所特有的关键物理、机械和岩土特性。根据各种道路标准规范,再生骨料通常具有足够的 CBR、耐磨性、抗压强度和弹性模量,可用于路面基层和底基层施工。与原生骨料相比,再生骨料通常具有更高的吸水率和更低的比重值。此外,本研究还根据详细的实验室调查,评估了再生骨料在路面基层和底基层中的可行性和有效性。此外,本研究还介绍了在实地路面施工中大量使用再生骨料的案例研究,这有助于在路面的可持续施工中更广泛地采用再生材料。这些研究记录了对其在强度、耐久性和使用寿命方面的实际现场性能的重要见解。最后,作者讨论了在路面施工中使用再生骨料的潜在挑战、研究差距和未来展望。在路面施工中使用再生骨料仍存在一些障碍和挑战,如批量供应问题(尤其是在现场规模上)以及缺乏道路应用标准,这些都需要进一步的研究和实践发展,以促进这些材料在未来的可持续使用。
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引用次数: 0
Investigation of the mechanical, microstructure, and durability properties of concrete with fine uniform and non-uniform polyethylene terephthalate (PET) aggregates 含均匀和不均匀聚对苯二甲酸乙二酯(PET)细骨料混凝土的力学、微观结构和耐久性能研究
Pub Date : 2024-07-31 DOI: 10.1016/j.clema.2024.100267
Pearpran Wattanavichien, Mitsuyasu Iwanami

Concrete manufacturing is highly resource-intensive and is a major source of greenhouse gas emission. Accelerating depletion of natural resources such as sand, which is the primary material for aggregate in concrete manufacture is a growing problem. At the same time, the disposal of vast volumes of non-biodegradable plastic waste poses a global environmental challenge. The incorporation of aggregates derived from municipal plastic waste to substitute for sand has the potential to help address both issues, while at the same time mitigating greenhouse gas emission. This study examines the potential of municipal polyethylene terephthalate (PET) plastic waste as a fine aggregate in concrete manufacturing. The primary focus was on PET aggregates with non-uniform and uniform shapes ranging in size from 2.36 to 4.75 mm. In the concrete mixtures, 0 %, 30 %, and 50 % of the fine natural aggregate by volume were replaced with fine PET aggregate with a water to cement ratio of 0.40. The obtained results showed a reduction in compressive and splitting tensile strength when compared to control specimens. However, replacing 30 % of fine natural aggregate with PET (both uniform and non-uniform shapes) significantly improved chloride resistance by 13 % and 12 %, respectively, while also enhancing the bond between cement paste and PET particles. This study characterizes the material properties of PET concrete, which represents a promising method for reusing municipal plastic waste and mitigating environmental concerns in concrete production.

混凝土生产是高度资源密集型行业,也是温室气体排放的主要来源。作为混凝土制造骨料的主要材料,砂子等自然资源的加速枯竭是一个日益严重的问题。同时,大量不可降解塑料废物的处理也对全球环境构成了挑战。用城市塑料废弃物制成的骨料代替沙子,有可能帮助解决这两个问题,同时减少温室气体排放。本研究探讨了城市聚对苯二甲酸乙二醇酯(PET)塑料废弃物在混凝土生产中作为细骨料的潜力。研究的主要重点是粒度在 2.36 至 4.75 毫米之间的非均匀和均匀 PET 骨料。在水灰比为 0.40 的混凝土混合物中,用 PET 细骨料分别取代了 0%、30% 和 50%(按体积计算)的天然细骨料。结果表明,与对照试样相比,抗压强度和劈裂拉伸强度都有所降低。然而,用 PET(均匀形状和非均匀形状)取代 30% 的细天然骨料后,抗氯化物性能分别显著提高了 13% 和 12%,同时还增强了水泥浆与 PET 颗粒之间的粘结力。这项研究描述了 PET 混凝土的材料特性,它代表了在混凝土生产中再利用城市塑料废物和减轻环境问题的一种有前途的方法。
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引用次数: 0
Predictive performance assessment of recycled coarse aggregate concrete using artificial intelligence: A review 利用人工智能对再生粗骨料混凝土进行性能预测评估:综述
Pub Date : 2024-07-30 DOI: 10.1016/j.clema.2024.100263
Parveen Kumari , Sagar Paruthi , Ahmad Alyaseen , Afzal Husain Khan , Alpana Jijja

Recycled coarse aggregate concrete enables the creation of environmentally friendly and cost-effective mixes. It helps address the disposal problem of demolition concrete waste, meeting demand while improving product functionality and reusability. The abundance of obsolete buildings in cemeteries contributes to Construction and Demolition waste. Recycled Concrete Aggregate (RCA) from demolished structures can be utilized as aggregates, albeit with concerns about its impact on compressive strength due to absorption issues. This review aimed to study and develop the different Artificial Intelligence (AI) model for the prediction of the compressive strength of concrete with varying RCA content and natural coarse aggregate content as input parameters while compressive strength as output parameter. The range of the input parameters is 0 % to 100 % while the range output parameter is 28 MPa to 70.3 MPa. Experimental data from literature articles used to train and validate the model development. Engineers and researchers can utilize these models to predict compressive strength by changing the input parameters. XGBoost Regression Model performed well with R2 0.93594 followed by Random Forest Model with R2 0.92766, and Gradient Boosting Model with R2 0.90616 respectively. Ridge Regression, Lasso Regression, and Linear Regression Models were not performed well in predicting the compressive strength of RCA concrete with R2 0.57657, 0.57558, 0.57675 respectively. ANN also performed significant in prediction of RCAC compressive strength with R2 0.8039. Future research could focus on optimizing the mechanical properties of concrete containing RCA using AI models. Furthermore, the study extends its analysis to explore the application of AI in predicting the strength of various types of concrete, highlighting the versatility and potential of AI-driven approaches in enhancing concrete mix design.

再生粗骨料混凝土可制成环保且经济高效的混合料。它有助于解决拆除混凝土废料的处理问题,在满足需求的同时提高产品的功能性和可再利用性。墓地中大量的废旧建筑造成了建筑和拆除垃圾。从拆除结构中回收的混凝土骨料 (RCA) 可用作骨料,但由于吸收问题,其对抗压强度的影响令人担忧。本综述旨在研究和开发用于预测混凝土抗压强度的不同人工智能(AI)模型,以不同的 RCA 含量和天然粗骨料含量作为输入参数,抗压强度作为输出参数。输入参数范围为 0 % 至 100 %,输出参数范围为 28 兆帕至 70.3 兆帕。文献中的实验数据用于训练和验证模型的开发。工程师和研究人员可以利用这些模型,通过改变输入参数来预测抗压强度。XGBoost 回归模型表现良好,R2 为 0.93594,其次是随机森林模型(R2 为 0.92766)和梯度提升模型(R2 为 0.90616)。岭回归、拉索回归和线性回归模型在预测 RCA 混凝土抗压强度方面表现不佳,R2 分别为 0.57657、0.57558 和 0.57675。ANN 在预测 RCAC 抗压强度方面也有显著效果,R2 为 0.8039。未来的研究重点是利用人工智能模型优化含有 RCA 的混凝土的力学性能。此外,该研究还扩展了分析范围,探索了人工智能在预测各种类型混凝土强度方面的应用,突出了人工智能驱动方法在增强混凝土组合设计方面的多功能性和潜力。
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引用次数: 0
Utilizing Na2CO3-activated waste materials for sustainable wind and rainfall erosion control 利用 Na2CO3 活性废物材料实现可持续风雨侵蚀控制
Pub Date : 2024-07-27 DOI: 10.1016/j.clema.2024.100264
Alireza Komaei, Mahdis Yadollah-Roudbari, Seyed Mohammad Fattahi

Soil erosion poses a significant challenge to environmental management, threatening ecosystem health and sustainable development. Urgent action is required to implement effective erosion control measures within comprehensive environmental management strategies. This study investigates the effectiveness of sand crusts induced by Na2CO3-activated materials in mitigating soil erosion during various rainfall and windstorm events. The study evaluates the erodibility of Na2CO3-activated crusts under varying wind speeds (30, 60, 90, and 120 km/h) and rainfall intensities (30, 60, 90, and 120 mm/h) across 1 to 15 events. Surface strength is measured using penetrometer tests, and the microstructure of the formed crusts is examined through X-ray diffraction (XRD), field emission scanning electron microscopy (FE-SEM), and energy-dispersive X-ray spectroscopy (EDS). The results underscore the effectiveness of Na2CO3-activated crusts in erosion control, with treated soil showing significantly reduced erosion compared to untreated soil under both wind and rainfall conditions. Penetrometer tests revealed a significant increase in surface strength, and microstructural analysis identified the formation of albite, anorthite, and brucite crystals, as well as various forms of calcite and portlandite phases in the treated soil. This study endorses Na2CO3-activated materials as a superior method for mitigating wind and rainfall erosion, highlighting their remarkable efficacy, eco-friendly properties, abundance of raw materials, straightforward implementation, and cost-effectiveness.

水土流失对环境管理构成重大挑战,威胁着生态系统健康和可持续发展。必须采取紧急行动,在综合环境管理战略中实施有效的水土流失控制措施。本研究调查了在各种降雨和暴风事件中,Na2CO3 活性材料诱导的砂壳在减轻土壤侵蚀方面的效果。研究评估了在不同风速(30、60、90 和 120 公里/小时)和降雨强度(30、60、90 和 120 毫米/小时)条件下,Na2CO3 活性砂壳在 1 到 15 次降雨事件中的侵蚀性。使用穿透计测试测量表面强度,并通过 X 射线衍射 (XRD)、场发射扫描电子显微镜 (FE-SEM) 和能量色散 X 射线光谱 (EDS) 检查形成的结壳的微观结构。结果表明,Na2CO3 活性结壳在控制侵蚀方面非常有效,在风力和降雨条件下,处理过的土壤比未处理过的土壤侵蚀程度明显降低。透度计测试表明,经处理的土壤表面强度显著提高,微观结构分析表明,经处理的土壤中形成了白云石、阳起石和青金石晶体,以及各种形式的方解石和波长石相。这项研究强调了 Na2CO3 活性材料的显著功效、生态友好特性、丰富的原材料、直接实施和成本效益,并将其视为减轻风雨侵蚀的一种优越方法。
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引用次数: 0
Improvement of natural fiber cement composite for roofing applications through addition of waste tire rubber: An investigation of the physical, mechanical, thermal, and acoustic properties 通过添加废轮胎橡胶改进屋顶用天然纤维水泥复合材料:物理、机械、热和声学特性研究
Pub Date : 2024-07-27 DOI: 10.1016/j.clema.2024.100265
Kanokon Hancharoen , Parames Kamhangrittirong , Pimsiree Suwanna

In this research, a new type of natural fiber-rubber-cement (FRC) composite for roofing applications is presented. This composite was made with Portland cement, coated oil palm fibers, and modified waste tire rubber powders. The implementation of fiber coating and rubber modification methods has resulted in a more effective blending and binding of the fibers and rubber powders with the cement paste. This has notably improved the adhesion between the fibers and cement, as well as between the rubber powders and cement within the composite. The FRC composite demonstrated significantly lower water absorption and thermal conductivity, with reductions of 85% and 18%, respectively, compared to the fiber-cement (FC) composite lacking rubber powders. Additionally, the FRC composite exhibited improvements in flexural strength and noise reduction coefficient by 10% and 20%, respectively, in comparison to the FC composite. Thus, incorporating rubber powders can enhance the properties of the FC composite. Consequently, the FRC composite is proposed as a viable alternative roofing material suitable for use in energy-efficient buildings.

本研究介绍了一种用于屋顶应用的新型天然纤维-橡胶-水泥(FRC)复合材料。这种复合材料由波特兰水泥、涂层油棕纤维和改性废轮胎橡胶粉制成。纤维涂层和橡胶改性方法的实施使纤维和橡胶粉与水泥浆的混合和结合更加有效。这显著提高了纤维与水泥之间以及复合材料中橡胶粉与水泥之间的粘附力。与缺少橡胶粉的纤维水泥(FC)复合材料相比,FRC 复合材料的吸水性和导热性明显降低,分别降低了 85% 和 18%。此外,与 FC 复合材料相比,FRC 复合材料的抗弯强度和降噪系数分别提高了 10%和 20%。因此,加入橡胶粉可以提高 FC 复合材料的性能。因此,建议将 FRC 复合材料作为适用于节能建筑的一种可行的替代屋顶材料。
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引用次数: 0
A critical review: Recent developments of natural fiber/rubber reinforced polymer composites 重要评论:天然纤维/橡胶增强聚合物复合材料的最新进展
Pub Date : 2024-07-25 DOI: 10.1016/j.clema.2024.100261
Dominick Wong , Gio Fabito , Sujan Debnath , Mahmood Anwar , Ian J. Davies

Recent advancements in the development of low-emission materials have become a global imperative to achieve net-zero emissions in efforts to limit the effects of climate change. The materials transition agenda not only aims to substitute emission-intensive materials but also incorporates emission reduction efforts into goods and applications. Natural fiber composites have received attention from both commercial and research communities because of their inherent eco-friendliness, lower cost, and lower energy consumption during processing than their synthetic counterparts. Additionally, rubber-reinforced polymer composites have generally shown promising results, particularly in resisting sudden deformation. Although studies combining waste rubber with natural fibers in polymer composites are nascent, with limited existing literature, this area demonstrates remarkable potential for the substitution of traditional synthetic composites. Therefore, this review outlines the recent developments in polymer composites incorporating the use of natural fibers and rubber in various forms. The use of rubber as a filler has been shown to enhance tensile strength and impact performance while enhancing the surface finish, however, conflicting studies were identified. Hybridizing waste rubber and natural fibers presents a promising path to further enhance the mechanical performance of composite materials. Emphasis has been placed on the use of fillers in various forms and on their inclusion in thermoset matrices. The future outlook and research opportunities are also presented in this review.

最近在开发低排放材料方面取得的进展已成为全球实现净零排放以限制气候变化影响的当务之急。材料转型议程不仅旨在替代排放密集型材料,还将减排工作纳入产品和应用中。天然纤维复合材料因其固有的生态友好性、较低的成本以及在加工过程中比合成材料更低的能耗而受到商业界和研究界的关注。此外,橡胶增强聚合物复合材料普遍显示出良好的效果,尤其是在抵抗突然变形方面。虽然在聚合物复合材料中结合废橡胶和天然纤维的研究刚刚起步,现有文献也很有限,但这一领域在替代传统合成复合材料方面展现出了巨大的潜力。因此,本综述概述了以各种形式使用天然纤维和橡胶的聚合物复合材料的最新发展。研究表明,使用橡胶作为填料可增强拉伸强度和冲击性能,同时提高表面光洁度,但也发现了一些相互矛盾的研究。废橡胶和天然纤维的混合使用为进一步提高复合材料的机械性能提供了一条可行之路。研究重点是各种形式填料的使用及其在热固性基质中的加入。本综述还介绍了未来展望和研究机会。
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引用次数: 0
Environmental benefits of Agricultural Waste-Derived catalysts in diesel Desulfurization: A review 农业废弃物衍生催化剂在柴油脱硫中的环境效益:综述
Pub Date : 2024-07-24 DOI: 10.1016/j.clema.2024.100262
Awad E. Mohammed , Wadood T. Mohammed , Saba A. Gheni

Today, the biggest challenge faced by the refining industries globally is the production of environmentally friendly fuels with a high amount produced annually to meet the needs of markets due to the sharp regulations imposed environmentally with allowable sulfur levels in diesel fuel. This study examines the most recent developments in solid sorbent adsorption and catalytic oxidization techniques for desulfurizing diesel fuel. Reviewing the benefits, limitations, and future potential of each technique for desulfurizing liquid fuels using solid catalysts constructed using waste from agriculture. Activated carbon is one of these carbon materials; however, the traditional methods of producing activated carbon are time-consuming and costly. Activated carbon has impressive characteristics such as low concentration of ash, enormous surface area, permeability, ease of being activated, and high compressive strength, thereby rendering this an ideal substrate for the synthetic production of heterogeneous catalysts. Because they are in charge of igniting the substances that oxidize, their supported catalysts are crucial to the oxidation process. Various types of homogeneous and heterogeneous catalysts such as metal oxides, ionic liquids, polyoxometalates, and organic acids have been used to form oxidative desulfurization (ODS) systems. Therefore, to enhance the efficiency of catalytic ODS process some modifications must be taken into account. These adjustments may involve doping the catalyst’s surfaces with metal oxides or increasing the catalyst’s surface area when combined with sulfur compounds. In addition to reviewing the preparation conditions for carbon waste-based activated carbon catalysts, this work also carried out the desulfurization procedures to remove substances containing sulfur. Overall, the comprehensive review of carbon wastes into activated carbon catalysts with conventional and microwave heating shows promises in addressing two pressing environmental issues: agriculture waste management and reducing the ODS cost through the production of a sustainable fuel-efficient catalyst. This review explores the environmental feasibility of agro-waste as a waste-to-energy (solid carbon) technology. The use of agro-waste as a source to produce activated carbon catalysts mitigates the environmental impact associated with traditional waste disposal avenues, such as incineration and landfilling.

如今,全球炼油行业面临的最大挑战是生产环保燃料,由于环境对柴油中允许的硫含量有严格的规定,每年都要生产大量的环保燃料以满足市场需求。本研究探讨了用于柴油脱硫的固体吸附剂吸附和催化氧化技术的最新发展。回顾了利用农业废弃物制造的固体催化剂对液体燃料进行脱硫的每种技术的优点、局限性和未来潜力。活性炭是这些碳材料中的一种;然而,生产活性炭的传统方法耗时且成本高昂。活性炭具有灰分浓度低、表面积大、渗透性强、易于活化和抗压强度高等显著特点,因此是合成生产异相催化剂的理想基质。由于它们负责点燃氧化物质,因此其支撑催化剂对氧化过程至关重要。各种类型的均相和异相催化剂,如金属氧化物、离子液体、多氧金属酸盐和有机酸,已被用于形成氧化脱硫(ODS)系统。因此,为了提高催化 ODS 工艺的效率,必须考虑对催化剂进行一些调整。这些调整可能涉及在催化剂表面掺入金属氧化物,或在与硫化合物结合时增加催化剂的表面积。除了审查以碳废物为基础的活性碳催化剂的制备条件外,这项工作还进行了脱硫程序,以去除含硫物质。总之,通过对传统和微波加热将碳废料转化为活性炭催化剂的全面回顾,我们看到了解决两个紧迫环境问题的前景:农业废料管理和通过生产可持续燃料高效催化剂降低消耗臭氧层物质成本。本综述探讨了将农业废弃物作为废物变能源(固态碳)技术的环境可行性。利用农业废弃物作为生产活性炭催化剂的来源,可减轻焚烧和填埋等传统废物处理方式对环境造成的影响。
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引用次数: 0
A review of aluminosilicate sources from inorganic waste for geopolymer production: Sustainable approach for hydrocarbon waste disposal 从无机废物中提取用于生产土工聚合物的硅酸铝来源综述:碳氢化合物废物处理的可持续方法
Pub Date : 2024-07-06 DOI: 10.1016/j.clema.2024.100259
Amalina Hanani Ismail , Andri Kusbiantoro , Yuyun Tajunnisa , Januarti Jaya Ekaputri , Irwanda Laory

Concrete is a widely used construction material with notable environmental challenges. One primary concern is its reliance on nonrenewable resources. Additionally, the production of cement, its key ingredient, results in significant carbon emissions. To address these issues, the industry is increasingly considering geopolymer. This alternative stands out due to their sustainable nature and innovative use. Geopolymer effectively consume inorganic waste by utilizing it as one of its ingredients. This approach reduces the need for traditional waste disposal, as geopolymer is also applicable as construction materials. It also confronts the challenges of limited landfill space and the increasing disposal costs. However, there is a challenge in using raw, untreated waste for geopolymer production. These materials often require further processing to ensure their compatibility. This review explores into the potential of using various inorganic waste like fly ash, slag, rice husk ash, palm oil ashes as source material for geopolymer synthesis. Additionally, this paper also explores the potential of petroleum sludge, as one of the least utilized waste materials. Examination of its treatment, disposal techniques, and impact on the geopolymer matrix were reviewed and included in this paper. Overall, the findings highlight the benefits of leveraging waste materials. Another significant advantage is the availability of various source materials for geopolymer production, many of which are sourced from industrial, agricultural, and municipal waste streams, thereby promoting waste recycling, and reducing environmental impacts.

混凝土是一种广泛使用的建筑材料,但也面临着显著的环境挑战。一个主要问题是它对不可再生资源的依赖。此外,水泥是混凝土的主要成分,其生产过程会产生大量的碳排放。为了解决这些问题,业界越来越多地考虑使用土工聚合物。这种替代品因其可持续性质和创新用途而脱颖而出。土工聚合物利用无机废物作为其成分之一,从而有效地消耗无机废物。由于土工聚合物也可用作建筑材料,因此这种方法减少了对传统废物处理的需求。它还能应对垃圾填埋场空间有限和处理成本不断增加的挑战。不过,使用未经处理的原始废物生产土工聚合物也存在挑战。这些材料通常需要进一步加工,以确保其兼容性。本综述探讨了使用粉煤灰、炉渣、稻壳灰、棕榈油灰等各种无机废物作为土工聚合物合成源材料的潜力。此外,本文还探讨了石油污泥作为利用率最低的废料之一的潜力。本文对石油污泥的处理、处置技术以及对土工聚合物基质的影响进行了审查。总之,研究结果强调了利用废料的好处。另一个重要优势是可获得用于生产土工聚合物的各种源材料,其中许多材料来自工业、农业和城市废物流,从而促进了废物回收利用,减少了对环境的影响。
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引用次数: 0
Using ensemble machine learning and metaheuristic optimization for modelling the elastic modulus of geopolymer concrete 利用集合机器学习和元启发式优化建立土工聚合物混凝土弹性模量模型
Pub Date : 2024-06-27 DOI: 10.1016/j.clema.2024.100258
Emad Golafshani , Seyed Ali Eftekhar Afzali , Alireza A. Chiniforush , Tuan Ngo

Geopolymer concrete emerges as a sustainable and durable alternative to conventional concrete, addressing its high carbon footprint and enhanced durability. The distinct properties of geopolymer concrete, governed by supplementary cementitious materials and alkaline activators, promise reduced environmental impact and improved structural resilience. However, its complex composition complicates the prediction of mechanical properties such as the elastic modulus, crucial for structural applications. This study introduces an innovative approach using the eXtreme Gradient Boosting (XGBoost) technique integrated with the multi-objective grey wolf optimizer to model the elastic modulus of geopolymer concrete. By dynamically selecting influential features and optimizing model accuracy, this methodology advances beyond traditional empirical models, which fail to capture the nonlinear interactions intrinsic to geopolymer concrete. Utilizing a comprehensive database gathered from extensive literature, 22 potential variables were examined that influence geopolymer concrete’s elastic modulus. After mitigating multicollinearity and optimizing hyperparameters via Bayesian optimization, six XGBoost models were developed with different combinations of input variables, revealing compressive strength and total water content as pivotal predictors. The findings illustrate the models’ precision, with the trade-off between prediction accuracy and model simplicity visualized through the relationship between the number of input variables and prediction error. The study culminates in a user-friendly graphical user interface that enables easy prediction of geopolymer concrete’s elastic modulus and fosters educational engagement. This interface, available online, underscores the practicality and accessibility of advanced machine learning predictions. Overall, this research not only provides a robust predictive framework for geopolymer concrete’s elastic modulus using optimized input variables but also enhances the understanding of its underlying determinants, contributing to the advancement of sustainable construction materials.

土工聚合物混凝土是传统混凝土的可持续耐用替代品,可解决高碳足迹问题并提高耐用性。土工聚合物混凝土的独特性能受辅助胶凝材料和碱性活化剂的制约,有望减少对环境的影响并提高结构的弹性。然而,其复杂的成分使得对结构应用至关重要的弹性模量等力学性能的预测变得复杂。本研究介绍了一种创新方法,即使用集成了多目标灰狼优化器的极梯度提升(XGBoost)技术来模拟土工聚合物混凝土的弹性模量。通过动态选择有影响力的特征并优化模型精度,该方法超越了传统的经验模型,因为传统模型无法捕捉到土工聚合物混凝土固有的非线性相互作用。利用从大量文献中收集的综合数据库,研究了影响土工聚合物混凝土弹性模量的 22 个潜在变量。在减轻多重共线性并通过贝叶斯优化法优化超参数后,利用不同的输入变量组合建立了六个 XGBoost 模型,发现抗压强度和总含水量是关键的预测因素。研究结果表明了模型的精确性,并通过输入变量数量与预测误差之间的关系直观地说明了预测准确性与模型简洁性之间的权衡。这项研究最终形成了一个用户友好型图形用户界面,可以轻松预测土工聚合物混凝土的弹性模量,并促进教育参与。该界面可在线使用,强调了先进机器学习预测的实用性和可访问性。总之,这项研究不仅利用优化的输入变量为土工聚合物混凝土的弹性模量提供了一个稳健的预测框架,而且加深了人们对其基本决定因素的理解,有助于推动可持续建筑材料的发展。
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引用次数: 0
Support medium development for 3D printing natural rubber latex via direct ink writing in the support bath technique 通过支撑浴技术中的直接油墨写入,开发用于 3D 打印天然胶乳的支撑介质
Pub Date : 2024-06-22 DOI: 10.1016/j.clema.2024.100257
Kanchanabhorn Chansoda , Chakrit Suvanjumrat , Panithi Wiroonpochit , Thongsak Kaewprakob , Watcharapong Chookaew

The direct manufacturing of rubber products from natural rubber latex through 3D printing, particularly extrusion in air, faces challenges in creating intricate shapes. Research suggests that utilizing 3D printing with extrusion in a support medium, known as direct ink writing (DIW), is effective for crafting complex-shaped rubber products. However, few studies have explored 3D printing natural rubber as a support medium. This study focuses on formulating a support medium for the DIW printing of natural rubber by incorporating triethanolamine (TEA) and alcohol in varying proportions. Key characteristics, such as viscosity, were assessed for each formulation, along with essential printing parameters, such as speed and flow rate. A suitable support liquid consisting of TEA (2.5 g), alcohol (160 g), Carbopol (1.5 g), and water (200 g) was determined for DIW printing natural rubber. The optimal settings were determined to be a nozzle size of 0.85 mm, a speed of 30 mm/s, and a flow rate of 30 mm3/s. Comparative results from the forming process indicate that 3D-printed rubber specimens exhibit poorer mechanical properties than traditionally molded specimens, owing to material uniformity. The vulcanized rubber system with the EV pattern exhibited superior mechanical characteristics. The developed support medium for DIW printing shows potential for use in intricate natural rubber products; however, further exploration of additional parameters is crucial for advancing complex-shaped natural rubber manufacturing using 3D printers.

通过三维打印,特别是在空气中挤出,直接用天然胶乳制造橡胶制品,在创造复杂形状方面面临挑战。研究表明,利用三维打印技术在支撑介质中进行挤压(即直接墨水写入(DIW)),可有效制作复杂形状的橡胶制品。然而,很少有研究将天然橡胶作为支撑介质进行 3D 打印。本研究的重点是通过加入不同比例的三乙醇胺(TEA)和酒精,为天然橡胶的 DIW 打印配制支撑介质。对每种配方的关键特性(如粘度)以及基本打印参数(如速度和流速)进行了评估。确定了由三乙醇胺(2.5 克)、酒精(160 克)、Carbopol(1.5 克)和水(200 克)组成的适合 DIW 印刷天然橡胶的支撑液。确定的最佳设置为:喷嘴尺寸为 0.85 毫米,速度为 30 毫米/秒,流速为 30 立方毫米/秒。成型过程的比较结果表明,由于材料的均匀性,3D 打印橡胶试样的机械性能比传统模塑试样差。带有 EV 图案的硫化橡胶系统则表现出更优越的机械特性。所开发的 DIW 打印支撑介质显示出用于复杂天然橡胶产品的潜力;然而,进一步探索其他参数对于利用三维打印机推进复杂形状天然橡胶的制造至关重要。
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Cleaner Materials
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