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Research trends on thermochromic asphalt mixtures functionalization: Bibliometric analysis and review 热致变色沥青混合物功能化的研究趋势:文献计量分析与综述
Pub Date : 2024-10-10 DOI: 10.1016/j.clema.2024.100273
Larissa Virgínia da Silva Ribas , Iran Gomes Rocha Segundo , Joaquim Carneiro , Elisabete Fraga de Freitas , Verônica Teixeira Franco Castelo Branco
Asphalt mixtures absorb high levels of solar light, increasing their internal temperatures and negatively affecting their behavior. In urban areas, this leads to the urban heat island (UHI) phenomenon, where extensive asphalt coverage raises microclimate temperatures. Integrating thermochromic properties into asphalt could provide a sustainable solution to mitigate UHI while maintaining the necessary mechanical performance. This research reviews the literature, scientific advances, gaps, and future perspectives on thermochromic (TCM) asphalt mixtures through bibliometric analysis and systematic review. The analysis highlights that thermochromic asphalt has recently gained significant scientific interest, with an increasing number of publications from 2013 to 2023. Notably, Hunan University in China has emerged as a leading contributor to thermochromic-related publications. The findings identify the wet method as a prevalent form of thermochromic functionalization, with 4–6% TCM content considered most suitable for thermal performance. Adding TiO2 improves optical characteristics due to its high reflectance in the Near-infrared solar spectrum. Studies using TCM binders typically show asphalt mixtures with better resistance to rutting and cracking, likely due to enhanced thermoregulation. The key knowledge gaps identified include the lack of consistent procedures across studies, the feasibility of scaling lab-based methods to field applications, and the need for experiments to assess their impact on road safety, surface characteristics, and the durability of thermochromic properties over the pavement’s service life. This review highlights the promise of TCM for urban heat management and emphasizes the importance of additional research to achieve the ideal balance between thermal and mechanical properties.
沥青混合物会吸收大量太阳光,使其内部温度升高,对其行为产生负面影响。在城市地区,这会导致城市热岛(UHI)现象,即大量沥青覆盖会使小气候温度升高。在沥青中加入热致变色特性可为缓解 UHI 提供可持续的解决方案,同时保持必要的机械性能。本研究通过文献计量分析和系统综述,回顾了有关热致变色(TCM)沥青混合料的文献、科学进展、差距和未来展望。分析结果表明,热致变色沥青最近受到了科学界的极大关注,从 2013 年到 2023 年发表的论文数量不断增加。值得注意的是,中国湖南大学已成为热致变色相关出版物的主要贡献者。研究结果表明,湿法是热致变色功能化的普遍形式,4%-6%的中药含量被认为最适合热性能。由于二氧化钛在近红外太阳光谱中的高反射率,添加二氧化钛可改善光学特性。使用中药粘结剂进行的研究通常表明,沥青混合物具有更好的抗车辙和抗开裂性能,这可能是由于热调节性能得到了增强。目前发现的主要知识空白包括:各项研究缺乏一致的程序;将基于实验室的方法推广到现场应用的可行性;以及需要通过实验来评估它们对道路安全、表面特性以及热致变色特性在路面使用寿命内的耐久性的影响。本综述强调了热变色材料在城市热管理方面的前景,并强调了开展更多研究以实现热性能与机械性能之间理想平衡的重要性。
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引用次数: 0
Synergistic impact of geopolymer binder and recycled coarse aggregates on the performance of concrete masonry units 土工聚合物粘结剂和再生粗集料对混凝土砌体性能的协同影响
Pub Date : 2024-10-10 DOI: 10.1016/j.clema.2024.100272
Elen Abuowda, Hilal El-Hassan, Tamer El-Maaddawy
This study examines the combined effect of geopolymeric binder and recycled coarse aggregates (RCA) on the properties of concrete masonry units (CMU). A target 1-day compressive strength of at least 13.8 MPa was attained for all mixes to satisfy the load-bearing strength requirements. Geopolymer mixes made with RCA at replacement rates of up to 100 % were evaluated and compared to a cementitious control mix made with natural coarse aggregates. The environmental and economic impacts were then integrated with the quantity of waste valorized and compressive strength in a multifunctional performance index. Experimental results showed that the utilization of geopolymers as a substitute for Portland cement in the production of CMU did not impact the oven-dry density but reduced the water absorption capacity by up to 26 %. Although the incorporation of RCA negatively impacted these two properties, their values remained within the acceptable range stated by the standards. The geopolymer CMU mix made without RCA had 9 and 25 % lower 28-day compressive and splitting tensile strengths compared to the cement control mix, respectively. Subsequent RCA replacement further reduced these mechanical properties. While the linear drying shrinkage was reduced upon substituting the cementitious binder with the geopolymeric counterpart, RCA replacement of up to 100 % increased the linear drying shrinkage to reach 0.091 %, exceeding the limit set by the standard. Overall, the CMU mix made with geopolymer binder and 75–100 % RCA was found to be optimal for load-bearing applications.
本研究探讨了土工聚合物粘结剂和再生粗集料(RCA)对混凝土砌体单元(CMU)性能的综合影响。所有混合料的 1 天抗压强度目标值至少为 13.8 兆帕,以满足承重强度要求。对使用 RCA(替代率高达 100%)制成的土工聚合物混合料进行了评估,并与使用天然粗集料制成的水泥基对照混合料进行了比较。然后将对环境和经济的影响与废弃物利用率和抗压强度纳入多功能性能指标。实验结果表明,使用土工聚合物替代硅酸盐水泥生产 CMU 不会影响烘干密度,但会降低吸水能力达 26%。虽然掺入 RCA 会对这两项性能产生负面影响,但其值仍在标准规定的可接受范围内。与水泥对照混合料相比,未添加 RCA 的土工聚合物 CMU 混合料的 28 天抗压强度和劈裂拉伸强度分别降低了 9% 和 25%。随后添加的 RCA 进一步降低了这些机械性能。用土工聚合物替代水泥基粘结剂后,线性干燥收缩率降低了,但 RCA 替代率高达 100%,线性干燥收缩率增加到 0.091%,超过了标准规定的限度。总体而言,使用土工聚合物粘结剂和 75% 至 100% 的 RCA 制成的 CMU 混合料最适合用于承重应用。
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引用次数: 0
Valorization of recycled fine powder glass (RFPG) in additive manufacturing: Optimization of the RFPG content in polyethylene terephthalate glycol (PETG) and multi-response analysis 在增材制造中提高回收细粉玻璃 (RFPG) 的价值:聚对苯二甲酸乙二酯(PETG)中 RFPG 含量的优化与多反应分析
Pub Date : 2024-09-30 DOI: 10.1016/j.clema.2024.100271
Markos Petousis , Nikolaos Michailidis , Václav Kulas , Vassilis Papadakis , Mariza Spiridaki , Nikolaos Mountakis , Apostolos Argyros , John Valsamos , Emmanouel Stratakis , Nectarios Vidakis
A cyclic economy and sustainability-driven production are key aspects of the industry. Recycled feedstocks are steadily replacing virgin materials to produce parts and as sustainable additives to develop eco-friendly composites. The reinforcing potential of recycled fine powder glass (FPG) on terephthalate glycol (PETG) is investigated. The performances of six different compounds (with FPG loadings of 2.0, 4.0, 6.0, 8.0, 10.0, and 12.0 wt%) in filament and three-dimensional (3D) specimens form (manufactured with the material extrusion – MEX method) were compared with PETG pure. This research included thermal and rheological analyses, mechanical tests, and morphological and structural investigations. According to these findings, the PETG/RFPG 8.0 wt% composite presented remarkable results in the tensile and flexural (16.3 % and 16.9 % strength increase, respectively) tests, while PETG/RFPG 10.0 wt% had the greatest performance concerning microhardness. Both the dimensional deviation and porosity results show excellent performance in the case of PETG/RFPG 6.0 wt%, by being 67.3 % and 87.1 % improved vs. the PETG pure. These results indicate that RFPG is a promising reinforcement additive for MEX 3D printing that can replace the commonly used inorganic fillers and promote the sustainability of 3D printing.
循环经济和以可持续发展为导向的生产是该行业的关键方面。回收原料正逐步取代原生材料来生产零部件,并作为可持续添加剂来开发生态友好型复合材料。本文研究了回收细粉玻璃(FPG)对对苯二甲酸乙二醇酯(PETG)的增强潜力。将六种不同化合物(FPG 含量分别为 2.0、4.0、6.0、8.0、10.0 和 12.0 wt%)的长丝和三维(3D)试样形式(采用材料挤压 - MEX 方法制造)的性能与纯 PETG 进行了比较。这项研究包括热学和流变学分析、机械测试以及形态和结构调查。研究结果表明,PETG/RFPG 8.0 wt%复合材料在拉伸和弯曲测试中表现出色(强度分别提高了 16.3% 和 16.9%),而 PETG/RFPG 10.0 wt%复合材料在显微硬度方面表现最好。PETG/RFPG 6.0 wt% 的尺寸偏差和孔隙率结果都显示出其优异的性能,与纯 PETG 相比分别提高了 67.3% 和 87.1%。这些结果表明,RFPG 是一种很有前途的 MEX 三维打印增强添加剂,它可以取代常用的无机填料,促进三维打印的可持续发展。
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引用次数: 0
Restaurant food waste valorization by microwave-assisted hydrolysis: Optimization, typological and biochemical analysis 通过微波辅助水解实现餐厅厨余垃圾的价值化:优化、类型学和生化分析
Pub Date : 2024-09-01 DOI: 10.1016/j.clema.2024.100269
Payam Torabi , Nasser Hamdami , Nafiseh Soltanizadeh , Omidvar Farhadian , Alain Le-Bail

Annually, a substantial volume of food waste is being released into the environment. Restaurant food waste (RFW) valorization using microwave-assisted hydrolysis (MAH) is a sustainable approach to produce fermentable sugars. However, RFW is composed of different foodstuffs with different physicochemical, nutritional, and degradation rates. This study explored the typological, chemical, and elemental analysis of RFW. Results revealed that the four main types of RFW were vegetable (33.2 %), meat (19.3 %), rice (15.2 %), and bread waste (11.0 %). The key parameters impacting the MAH of typologically sorted RFW were identified using the Plackett–Burman design (PBD). Then the central composite design (CCD) with 30 runs was used to increase reducing sugar content (RSC). The optimized condition was as follows: temperature 96.0 °C, microwave power 340 W, HCl concentration of 1.45 %, and microwave heating time 11.1 min. The derived hydrolysates were characterized for their biochemical and monosaccharide composition.

每年都有大量食物垃圾被排放到环境中。利用微波辅助水解(MAH)对餐厅厨余(RFW)进行增值是一种生产可发酵糖的可持续方法。然而,餐饮厨余由不同的食品组成,其物理化学、营养和降解率各不相同。本研究探讨了 RFW 的类型、化学和元素分析。结果显示,四种主要的 RFW 类型分别是蔬菜(33.2%)、肉类(19.3%)、大米(15.2%)和面包废料(11.0%)。采用普拉克特-伯曼设计(PBD)确定了影响按类型分类的射频废物 MAH 的关键参数。然后采用中央复合设计(CCD)(30 次运行)来提高还原糖含量(RSC)。优化条件如下:温度 96.0 °C,微波功率 340 W,盐酸浓度 1.45 %,微波加热时间 11.1 分钟。所得水解物的生化成分和单糖成分进行了表征。
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引用次数: 0
An eco-friendly approach to separate emulsified oil from water using all natural materials of chitosan and beach sand 利用壳聚糖和沙滩沙等全天然材料从水中分离乳化油的环保方法
Pub Date : 2024-09-01 DOI: 10.1016/j.clema.2024.100270
Jayaprakash Saththasivam, Oluwaseun Ogunbiyi, Jenny Lawler, Zhaoyang Liu

Oil-contaminated water from oil and gas exploration remains the industry’s primary waste stream. The common method of using chemical coagulation/flocculation followed by air flotation has drawbacks such as generating non-biodegradable and toxic sludge and high operational costs. This study presents an eco-friendly alternative utilizing chitosan and beach sand to remove emulsified oil from water. Chitosan acts as a biodegradable flocculant, while beach sand aids in high-density floc formation and accelerates settling velocity. This approach achieved up to 94 % oil removal efficiency and reduced settling time from 90 to 15 min by using 100 mg/L chitosan and 500 mg/L beach sand with a particle size distribution of 50–100 μm. Shorter settling time reduces capital expenditure compared to conventional methods. Additionally, using natural materials like chitosan and beach sand minimizes toxic sludge generation. This eco-friendly approach offers a promising alternative to conventional methods for treating oily wastewater.

石油和天然气开采过程中产生的受石油污染的水仍然是该行业的主要废物流。先使用化学混凝/絮凝,再使用气浮的常见方法存在产生不可生物降解的有毒污泥和运营成本高昂等缺点。本研究提出了一种利用壳聚糖和沙滩沙去除水中乳化油的环保替代方法。壳聚糖是一种可生物降解的絮凝剂,而沙滩砂则有助于高密度絮凝体的形成并加快沉降速度。通过使用 100 毫克/升壳聚糖和 500 毫克/升粒径分布为 50-100 微米的沙滩沙,该方法的除油效率高达 94%,沉淀时间从 90 分钟缩短到 15 分钟。与传统方法相比,沉淀时间的缩短减少了资本支出。此外,使用壳聚糖和沙滩砂等天然材料可最大限度地减少有毒污泥的产生。这种生态友好型方法为含油废水的传统处理方法提供了一种前景广阔的替代方案。
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引用次数: 0
Corrigendum to “A review of polymer-modified asphalt binder: Modification mechanisms and mechanical properties” [Clean Mater. 12 (2024) 100255] 聚合物改性沥青粘结剂综述:改性机理和机械性能" [Clean Mater.
Pub Date : 2024-09-01 DOI: 10.1016/j.clema.2024.100260
Qilin Yang , Jiao Lin , Xiaowei Wang , Dawei Wang , Ning Xie , Xianming Shi
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引用次数: 0
Sustainable and environmentally friendly synthesis of ZnO semiconductor nanoparticles from Bauhinia forficata leaves extract and the study of their photocatalytic and antibacterial activity 以可持续和环境友好的方式从紫荆叶提取物中合成氧化锌半导体纳米粒子及其光催化和抗菌活性研究
Pub Date : 2024-08-17 DOI: 10.1016/j.clema.2024.100268
Alejandro Villegas-Fuentes , Laura Edith Castellano , Alfredo Rafael Vilchis-Nestor , Priscy Alfredo Luque

The growing need to obtain nanomaterials has resulted in a trend to avoid environmentally harmful methodologies involving chemicals that damage ecosystems and health by searching for natural reducers and stabilizers with zero polluting impact. In this research, zinc oxide nanoparticles were synthesized following an environmentally friendly synthesis methodology by using a natural extract of Bauhinia forficata that, thanks to its phytochemical composition rich in organic molecules such as polyphenols and flavonoids, allows the correct formation of nanoparticles by acting as stabilizers. The results of the characterizations show the proper formation of the nanoparticles and a direct relationship between the percentage used to obtain the nanoparticles and their properties. The results obtained from XRD show a hexagonal zincite shape and crystallite sizes in the range of 22.25–31.05 nm. The appearance of a signal at ∼400 cm−1 obtained from FTIR confirms the formation of the Zn-O- bond. Subsequently, the removal of different organic dyes from polluted water was analyzed using zinc oxide semiconductor nanoparticles as photocatalysts under ultraviolet light. The results show outstanding degradation of the dyes, being able to remove at least 98.0 %, 84.4 %, 94.64 %, 95.5 %, and 98.2 % for methylene blue, methyl orange, rhodamine-B, Congo red, and malachite green, respectively. Additionally, the antibacterial effect of the obtained materials against multiple pathogenic bacteria was studied. All the synthesized nanoparticle samples showed an antibacterial effect, even at low concentrations for all the analyzed pathogens. The results show the feasibility of using Bauhinia forficata to obtain zinc oxide nanoparticles and its multiple applications due to its improved properties.

获取纳米材料的需求日益增长,因此,人们倾向于寻找零污染的天然还原剂和稳定剂,以避免使用对生态系统和健康有害的化学物质。在这项研究中,采用了一种环境友好型合成方法,使用了紫荆的天然提取物合成了纳米氧化锌颗粒,由于其植物化学成分富含有机分子(如多酚和类黄酮),可以作为稳定剂正确形成纳米颗粒。表征结果表明,纳米微粒的形成是正确的,获得纳米微粒所用的百分比与其特性之间存在直接关系。X 射线衍射(XRD)结果表明,锌矿呈六角形,晶粒大小在 22.25-31.05 纳米之间。傅立叶变换红外光谱在 ∼400 cm-1 处出现的信号证实了 Zn-O- 键的形成。随后,利用氧化锌半导体纳米粒子作为光催化剂,在紫外光下对去除污染水中的不同有机染料进行了分析。结果表明,纳米氧化锌对染料的降解效果非常显著,对亚甲蓝、甲基橙、罗丹明-B、刚果红和孔雀石绿的去除率分别达到 98.0%、84.4%、94.64%、95.5% 和 98.2%。此外,还研究了所获材料对多种病原菌的抗菌效果。所有合成的纳米粒子样品都显示出抗菌效果,即使在低浓度下也能对所有分析的病原体产生抗菌效果。研究结果表明,利用洋紫荆获得纳米氧化锌颗粒是可行的,而且由于其性能得到了改善,还可将其用于多种用途。
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引用次数: 0
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
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Cleaner Materials
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