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Factors influencing the micro-mechanical properties of MgO-SiO2 pastes 影响MgO-SiO2膏体微观力学性能的因素
IF 13.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-12-02 DOI: 10.1016/j.cemconres.2025.108098
Charlotte Dewitte , Mateusz Wyrzykowski , Ellina Bernard
MgO-based cements represent a promising, low-CO2 alternative to traditional Portland cement. In magnesium silicate cements, M-S-H is the main phase. Although the thermodynamic properties and hydration mechanisms of this phase have been investigated, studies on its mechanical behaviour remain limited. This study aimed to determine the factors influencing the micro-mechanical properties of the MgO-SiO2 pastes. Detailed chemical (X-ray diffraction, Thermogravimetric analysis, Energy-dispersive spectrometry analysis), microstructural (water porosity), and mechanical (indentation) analyses were conducted. The source of raw materials and the production protocol (mortar mixer, ball mill, pressing) influence the mineralogy of pastes and silicon distribution. Additives have a moderate impact on the mineralogy of pastes. Samples with the lowest porosity exhibit the highest elastic properties. Once the effect of porosity is accounted for, a higher brucite content correlates with increased elastic properties.
ngo基水泥是一种很有前途的低二氧化碳替代品,可以替代传统的波特兰水泥。在硅酸镁胶结物中,M-S-H为主要相。虽然对该相的热力学性质和水化机理进行了研究,但对其力学行为的研究仍然有限。本研究旨在确定影响MgO-SiO2膏体微观力学性能的因素。进行了详细的化学(x射线衍射、热重分析、能量色散光谱分析)、微观结构(孔隙率)和力学(压痕)分析。原料来源和生产工艺(砂浆搅拌机、球磨机、压榨)影响膏体的矿物学和硅的分布。添加剂对膏体矿物学的影响不大。孔隙率最低的样品具有最高的弹性性能。一旦考虑孔隙率的影响,水镁石含量越高,弹性性能越好。
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引用次数: 0
Quantitative correlation of cement hydration, pore structure evolution and strength development of cement pastes with accelerators 掺有促进剂的水泥水化、孔隙结构演化与水泥浆体强度发展的定量关联
IF 13.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-12-01 DOI: 10.1016/j.cemconres.2025.108094
Jiaxin Liao , Jian Liu , Haocheng Zhao , Xiangming Kong , Zhongzhou Xu , Puyu Zhou
Shotcrete often exhibits lower strength after several days despite its rapid setting, primarily because accelerators interfere with cement hydration and microstructure development. This study investigates the effects of two typical accelerators—aluminium sulphate (AS) and sodium aluminate (NA)—on setting behaviour and early strength of cementitious materials. Isothermal calorimetry, XRD, and TGA were employed to characterize the hydration process, while low-field NMR (LF-NMR) was used to monitor pore structure evolution. The results show that increasing dosages of AS and NA proportionally reduces setting time while increasing the 12-h strength of cement mortars. At equivalent aluminium contents, NA is more effective than AS in setting acceleration. Within 3 days of curing, the mortars with AS exhibit consistently higher strength than the reference, whereas those with NA demonstrate the opposite comparison, although both AS and NA visibly accelerate C₃S hydration. AS promotes ettringite formation, while NA favours AFm and calcium aluminate hydrates. Based on the influence of porosity on strength, the pores measured by LF-NMR in hardened cement pastes (HCPs) are categorized as harmless pores including interlayer and gel pores of C–S–H, and harmful pores including interhydrate and capillary pores. AS decreases both total and harmful porosity in HCPs while increasing harmless porosity. In contrast, NA shows opposite trend, with total porosity remaining approximately unchanged. A semi-empirical model correlating mortar strength with harmless and harmful porosity is proposed to account for the effects of pore filling, interparticle binding of hydration products, and pore size distribution of HCPs on strength development.
喷射混凝土通常在几天后表现出较低的强度,尽管它是快速凝结的,主要是因为促进剂干扰了水泥水化和微观结构的发展。本文研究了两种典型的促进剂——硫酸铝(AS)和铝酸钠(NA)对胶凝材料凝结行为和早期强度的影响。采用等温量热法、XRD和TGA对水化过程进行表征,采用低场核磁共振(LF-NMR)对孔隙结构演化进行监测。结果表明:随着AS和NA用量的增加,水泥砂浆的凝结时间成比例缩短,12h强度增加;在铝含量相等的情况下,NA比AS具有更有效的凝固加速度。在养护3天内,AS砂浆的强度始终高于参考砂浆,而NA砂浆的强度则相反,尽管AS和NA都明显加速了C₃S的水化。AS促进钙矾石形成,而NA有利于AFm和铝酸钙水合物的形成。基于孔隙率对强度的影响,将硬化水泥浆体的孔隙分为C-S-H层间孔、凝胶孔等无害孔和水间孔、毛细孔等有害孔。AS降低了HCPs的总孔隙度和有害孔隙度,同时增加了无害孔隙度。NA则相反,总孔隙度基本保持不变。为了考虑孔隙填充、水化产物的颗粒间结合以及HCPs的孔径分布对砂浆强度发展的影响,建立了砂浆强度与无害孔隙率和有害孔隙率的半经验模型。
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引用次数: 0
pH-Dependent carbonation behavior of tricalcium aluminate 铝酸三钙的ph依赖性碳酸化行为
IF 13.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-11-30 DOI: 10.1016/j.cemconres.2025.108100
Zihan Ma , Yi Jiang , Shunmin Xiao , Xiao Zhang , Qinglong Qin , Jiangshan Li , Peiliang Shen , Chi-Sun Poon
This study systematically investigates the enforced carbonation behavior of tricalcium aluminate (C3A) across a precisely controlled pH range of 5.8–12.5. The results indicate that C3A carbonation is thermodynamically spontaneous; its overall rate, reaction pathway, and phase assemblage are significantly influenced by solution pH. The accumulation rate of calcium carbonate (Cc) increases sharply below pH 11.0 and peaks at pH 9.5–10.0, where only 4.1 wt% of the initial C3A remains after 10 min of carbonation. Phase analysis reveals a distinct pH-dependent transition: CO32−-AFm dominates when pH > 11.0, whereas Cc is the primary product when pH < 11.0. Mechanistically, pH governs C3A carbonation via three coupled effects: (i) by modulating Al dissolution, it alters the aqueous Ca/Al ratio, thereby adjusting the relative supersaturation of Cc and CO32−-AFm; (ii) it determines the precipitation threshold of Al(OH)3, enabling dissolved Al(OH)4 to react with nascent Cc and form CO32−-AFm; and (iii) at pH < 6, an Al-rich amorphous film rapidly forms on the surface, effectively halting further carbonation. These findings enhance our understanding of aluminate carbonation mechanisms in cementitious systems and provide insights into tailoring pH to optimize CO2 uptake in cement.
本研究系统地研究了铝酸三钙(C3A)在精确控制的pH值为5.8-12.5范围内的强制碳化行为。结果表明:C3A碳酸化反应是热力学自发的;碳酸钙的累积速率(Cc)在pH值低于11.0时急剧增加,在pH值为9.5-10.0时达到峰值,经过10 min的碳化作用后,初始C3A仅保留4.1 wt%。相分析揭示了明显的pH依赖性转变:当pH <; 11.0时,CO32−-AFm占主导地位,而当pH <; 11.0时,Cc是主要产物。从机理上看,pH通过三种耦合效应控制C3A碳酸化:(1)通过调节Al的溶解,改变水溶液中Ca/Al的比例,从而调节Cc和CO32−-AFm的相对过饱和度;(ii)它决定了Al(OH)3的沉淀阈值,使溶解的Al(OH)4−与新生的Cc反应并形成CO32−-AFm;(iii)在pH <; 6时,表面迅速形成富al的非晶膜,有效地阻止了进一步的碳化。这些发现增强了我们对胶凝体系中铝酸盐碳酸化机制的理解,并为调整pH值以优化水泥中二氧化碳的吸收提供了见解。
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引用次数: 0
3D printed concrete with recycled coarse aggregate: Freeze–thaw resistance assessment and damage mechanisms 3D打印再生粗骨料混凝土:抗冻融性评估和损伤机制
IF 13.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-11-29 DOI: 10.1016/j.cemconres.2025.108095
Huawei Liu , Yaxin Tao , Chao Zhu , Chao Liu , Yifei Wang , Jiao Yun , Yukun Zhang
3D printed concrete exhibits significant durability issues under freeze–thaw (F–T) conditions due to its unique pore structure, restricting its widespread application in cold regions. In this study, the frost resistance of 3D printed recycled aggregate concrete (3DPRAC) was systematically evaluated at different recycled coarse aggregate (RCA) replacement ratios (0 %, 50 %, and 100 %), and the underlying damage mechanisms induced by F–T cycles were elucidated. Results indicated that the frost resistance of 3DPRAC was notably inferior to cast concrete and further deteriorated nonlinearly with increasing RCA replacement ratios. Ellipsoidal pores within 3DPRAC facilitated ice crystal formation, accelerating crack initiation and propagation. Damage originated from the porous old mortar in RCA and dual interfacial transition zones, while ultimate failure was dominated by a multi-interface and pore structure defect system jointly formed by RCA and printed structure. This research provides theoretical insights for durability design of 3D printed concrete structures in cold-region applications.
3D打印混凝土由于其独特的孔隙结构,在冻融条件下存在严重的耐久性问题,限制了其在寒冷地区的广泛应用。在本研究中,系统评估了3D打印再生骨料混凝土(3DPRAC)在不同再生粗骨料(RCA)替代率(0%、50%和100%)下的抗冻性能,并阐明了F-T循环引起的潜在损伤机制。结果表明:3DPRAC的抗冻性能明显不如现浇混凝土,且随着RCA替换率的增加,抗冻性能呈非线性恶化;3DPRAC内部的椭球状孔隙有利于冰晶的形成,加速裂纹的萌生和扩展。损伤源于RCA和双界面过渡区的多孔旧砂浆,最终破坏以RCA和印刷结构共同形成的多界面和孔隙结构缺陷体系为主。本研究为寒冷地区应用的3D打印混凝土结构耐久性设计提供了理论见解。
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引用次数: 0
Tailoring neutron-shielding boron-metakaolin geopolymers with B4C filler: Surfactant-driven interfacial and microstructural control 含有B4C填料的定制中子屏蔽硼偏高岭土聚合物:表面活性剂驱动的界面和微观结构控制
IF 13.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-11-27 DOI: 10.1016/j.cemconres.2025.108096
Xiaobo Niu , Yogarajah Elakneswaran , Ryosuke Kikuchi , Ang Li , Sivasubramaniam Seralathan , Yoshihisa Hiraki , Junya Sato , Takeshi Osugi , Takashi Kamiyama , Brant Walkley
The incorporation of boron (B) as a neutron absorber into metakaolin-based geopolymers for the remediation of radioactive debris following nuclear accidents has attracted considerable attention. In this study, boron carbide (B4C) was employed as a functional filler, while cetyltrimethylammonium bromide (CTAB) acted as both a dispersant and a stabiliser to enhance the neutron shielding properties of metakaolin-based geopolymers. Although the addition of B4C improved processability via a “roller-ball” effect and had no discernible impact on the geopolymerisation process, its weakly polar, negatively charged surface led to the formation of a loose, weak-shell interfacial transition zone (ITZ) between the filler and the matrix, thereby reducing mechanical strength and chemical stability. In contrast, CTAB self-assembled into an interdigitated monolayer on the B4C surface, reversing its surface charge to positive and promoting its uniform dispersion within the matrix. While CTAB slightly inhibited the dissolution of metakaolin, it preferentially interacted with B4C, thereby mitigating the adverse effects on the geopolymerisation process. Moreover, CTAB promoted gelation within the ITZ surrounding B4C, facilitating the development of a dense, potassium-deficient, yet electrostatically stabilised microstructure. This synergistic interaction enhanced interfacial bonding between the filler and the matrix, enabled efficient stress transfer, and significantly improved mechanical performance and chemical stability. Furthermore, the B4C–CTAB-modified geopolymers demonstrated enhanced neutron shielding performance. Overall, this work offers a promising approach for engineering high-performance, multifunctional geopolymer composites for nuclear and environmental applications.
将硼(B)作为中子吸收剂掺入偏高岭土聚合物中,用于核事故后放射性碎片的修复,引起了人们的广泛关注。本研究采用碳化硼(B4C)作为功能性填料,十六烷基三甲基溴化铵(CTAB)作为分散剂和稳定剂来增强偏高岭土聚合物的中子屏蔽性能。虽然B4C的加入通过“滚球”效应提高了可加工性,并且对地聚合过程没有明显的影响,但其弱极性、带负电的表面导致填料和基体之间形成松散的弱壳界面过渡区(ITZ),从而降低了机械强度和化学稳定性。相比之下,CTAB在B4C表面自组装成一个交叉的单层,使其表面电荷反转为正电荷,促进其在基质内均匀分散。虽然CTAB轻微抑制偏高岭土的溶解,但它优先与B4C相互作用,从而减轻了对地聚合过程的不利影响。此外,CTAB促进了B4C周围ITZ内的凝胶化,促进了致密、缺钾、但静电稳定的微观结构的发展。这种协同作用增强了填料和基体之间的界面结合,实现了有效的应力传递,并显著提高了机械性能和化学稳定性。此外,b4c - ctab改性地聚合物表现出增强的中子屏蔽性能。总的来说,这项工作为核和环境应用的工程高性能、多功能地聚合物复合材料提供了一条有前途的途径。
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引用次数: 0
Critical review of the properties of MgO - magnesium carbonate cements MgO -碳酸镁胶结物性能综述
IF 13.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-11-26 DOI: 10.1016/j.cemconres.2025.108092
Barbara Lothenbach , Ellina Bernard , Zeyu Zhou , Alexander German , Paula Montserrat-Torres , Frank Winnefeld
MgO can be sourced from magnesium silicates or desalination brines with no direct CO2 emissions from the raw materials. This paper critically reviews available literature on magnesium carbonate cements prepared from MgO, water and magnesium carbonates such as nesquehonite or hydromagnesite. Such MgO - magnesium carbonate cements develop high early strength due to the formation of hydrous carbonate-containing brucite (HCB), which incorporates both carbonate and H2O into its structure. Hydrated magnesium carbonate cements have a high potential to bind additional CO2. In the presence of SiO2, magnesium silicate hydrates (M-S-H) also form, which exhibit a high resistance to carbonation. The Mg/Si ratio governs the phase assemblage, as silica can react with HCB to form M-S-H. Magnesium carbonate and silicate hydrate cements have a pH value ranging from 10 to 11, demonstrate a high resistance to leaching, while the corrosion rate of steel rebars is comparable to PC.
氧化镁可以从硅酸镁或脱盐盐水中获得,原材料不会直接排放二氧化碳。本文综述了用氧化镁、水和碳酸镁(如镁石或氢菱镁矿)制备碳酸镁胶结剂的现有文献。这种MgO -碳酸镁胶结物具有较高的早期强度,这是由于形成了含碳酸盐的水镁石(HCB),其结构中含有碳酸盐和水。水合碳酸镁胶结物具有很强的结合额外二氧化碳的潜力。在SiO2的存在下,还会形成硅酸镁水合物(M-S-H),该水合物具有较高的抗碳化性能。Mg/Si比决定了相组合,因为二氧化硅可以与HCB反应形成M-S-H。碳酸镁和水合硅酸盐胶结物的pH值在10 ~ 11之间,具有较高的抗浸出性,而钢筋的腐蚀速率与PC相当。
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引用次数: 0
New insights into the role of superplasticizer addition time on yield stress of cementitious materials 高效减水剂添加时间对胶凝材料屈服应力影响的新认识
IF 13.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-11-26 DOI: 10.1016/j.cemconres.2025.108089
Shengnan Sha, Sirajuddin Moghul, Robert J. Flatt
The timing of superplasticizer addition is known to impact both the yield stress and hydration kinetics of cementitious systems. Recent results demonstrate that these changes can be directly related to changes in the specific surface area of the cement paste. As this results from a change in hydrate morphology, in particular ettringite, two main reasons may explain yield stress changes in relation to addition time.
On the one hand, these may result from changes in adsorption. On the other hand, they may be due to changes in the maximum packing of the cement paste. To examine both scenarios, we have applied the YODEL, a Yield Stress mODEL that has been recognized as an effective model for predicting the yield stress of cement-based materials.
By doing this, we could evaluate the relative roles of changes in adsorption and of maximum packing in cement-limestone pastes. Results indicate that, in the range of yield stresses and volume fractions measurable in our experiments, changes in adsorption, rather than variations in maximum packing, are the primary difference between direct and delayed addition.
已知添加高效减水剂的时间会影响胶凝体系的屈服应力和水化动力学。最近的研究结果表明,这些变化可能与水泥浆体比表面积的变化直接相关。由于这是由水合物形态的变化引起的,特别是钙矾石,两个主要原因可以解释屈服应力随添加时间的变化。一方面,这可能是由于吸附的变化。另一方面,它们可能是由于水泥浆的最大填料的变化。为了检查这两种情况,我们应用了YODEL,这是一种屈服应力模型,被认为是预测水泥基材料屈服应力的有效模型。通过这样做,我们可以评估水泥-石灰石膏体中吸附变化和最大填料的相对作用。结果表明,在我们的实验中可测量的屈服应力和体积分数范围内,吸附的变化,而不是最大填料的变化,是直接添加和延迟添加之间的主要区别。
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引用次数: 0
Effect of the hydration temperature between 110 and 190 ∘C on the microstructure of Class G cement: Phase composition, pore structure and C–S–H chemistry 110 ~ 190°C水化温度对G级水泥微观结构的影响:相组成、孔隙结构和C - s - h化学
IF 13.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-11-23 DOI: 10.1016/j.cemconres.2025.108093
Axelle Alavoine , Math Lecomte , Mickael Saillio , Myriam Duc , Siavash Ghabezloo
This study examines the microstructural evolution and changes in the properties of C–S–H in a cement paste hydrated at elevated temperatures ranging from 110 to 190 C. Using a simple slurry formulation composed only of Class G cement and water, the material’s evolution was quantitatively investigated through a multi-technique approach, including mechanical testing (UCT), microstructural analysis (MIP), and chemical characterization (TGA and XRD). The results reveal two key mechanisms driving the observed strength loss: (1) a significant increase in porosity and pore size over time, leading to microstructural coarsening, and (2) the formation of denser crystalline phases with higher C/S ratios (over 2). Estimations of the C/S ratio and density of the amorphous C–S–H indicate its progressive decalcification and densification, with the lowest C/S values observed at the highest curing temperatures. This work extends previous studies on the quantitative characterization of Class G cement paste hydrated between 7 and 90 C (Bahafid et al., 2017, 2018), offering a comprehensive understanding of microstructural evolution over a broad temperature range - from 7 to 190 C - during hydration.
本研究考察了在110至190°C高温下水化的水泥浆中C - s - h的微观结构演变和性能变化。采用仅由G类水泥和水组成的简单泥浆配方,通过多种技术方法定量研究了材料的演变,包括力学测试(UCT)、微观结构分析(MIP)和化学表征(TGA和XRD)。结果揭示了导致强度损失的两个关键机制:(1)随着时间的推移,孔隙率和孔径显著增加,导致微观结构粗化;(2)形成更高C/S比(大于2)的致密晶相。对非晶C - S - h的C/S比和密度的估计表明,非晶C - S - h逐渐脱钙和致密化,在最高的固化温度下,C/S值最低。这项工作扩展了之前关于G类水泥浆在7到90°C间水化的定量表征的研究(Bahafid et al., 2017,2018),对水化过程中在7到190°C的大温度范围内的微观结构演变有了全面的了解。
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引用次数: 0
Thermodynamic properties of ternesite (Ca5(SiO4)2SO4) from 0 K up to clinkering temperatures 钙镁铁石(Ca5(SiO4)2SO4)从0 K到熟化温度的热力学性质
IF 13.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-11-21 DOI: 10.1016/j.cemconres.2025.108090
Chancel Mawalala Moundounga , Wahab Abdul , Alexander Pisch , Gavin B.G. Stenning , Cecilia Pesce , Theodore Hanein
Ternesite (Ca5(SiO4)2SO4) is a cementitious phase that can be found in the production of calcium sulfoaluminate (CSA) based cements and other alternative binders. Ternesite has received interest due to its potential hydraulic reactivity (under certain conditions) whilst having a low temperature of formation. Despite this, the ternesite phase is not thermodynamically well understood, reducing the ability to accurately model its formation, stability and phase co-existence in clinker. In this work, pure ternesite was synthesised and the high temperature heat content (874–1174 K) and low temperature heat capacity (2−302K) was measured using drop calorimetry and PPMS respectively. These data were then combined with enthalpy of formation results from DFT and previous experiments to model the thermodynamics properties of ternesite using the 3rd generation CALPHAD function. This allows for a single function to describe the thermodynamic properties of ternesite for use in extending existing thermodynamic databases as part of predictive calculations at a temperature range from 0 K to above the clinkering temperature.
钙钛矿(Ca5(SiO4)2SO4)是一种胶凝相,可用于生产基于硫铝酸钙(CSA)的水泥和其他替代粘合剂。特立石由于其潜在的水力反应性(在一定条件下)和地层温度较低而引起了人们的兴趣。尽管如此,人们还没有很好地理解铁辉石相的热力学性质,这降低了准确模拟其形成、稳定性和在熟料中相共存的能力。本文合成了纯钛镍石,并分别采用滴量热法和PPMS法测定了高温热含量(874 ~ 1174 K)和低温热容(2 ~ 302K)。然后,将这些数据与DFT的生成焓结果和之前的实验结果结合起来,使用第三代CALPHAD函数来模拟铁氏体的热力学性质。这允许一个单一的函数来描述铝镁石的热力学性质,用于扩展现有的热力学数据库,作为预测计算的一部分,温度范围从0 K到高于熟化温度。
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引用次数: 0
A high-efficiency neuroevolution potential for tobermorite and calcium silicate hydrate systems with ab initio accuracy 一个高效神经进化潜力的托贝莫来石和水合硅酸钙系统从头算的准确性
IF 13.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-11-19 DOI: 10.1016/j.cemconres.2025.108091
Xiao Xu , Shijie Wang , Haifeng Qin , Zhiqiang Zhao , Zheyong Fan , Zhuhua Zhang , Hang Yin
Tobermorite and Calcium Silicate Hydrate (C-S-H) systems are indispensable cement materials but still lack a satisfactory interatomic potential with both high accuracy and high computational efficiency for better understanding their mechanical performance. Here, we develop a Neuroevolution Machine Learning Potential (NEP) with Ziegler-Biersack-Littmark hybrid framework for tobermorite and C-S-H systems, which conveys unprecedented efficiency in molecular dynamics simulations with substantially reduced training datasets. Our NEP model achieves prediction accuracy comparable to DFT calculations using just around 400 training structures, significantly fewer than other existing machine learning potentials trained for tobermorite. Critically, the GPU-accelerated NEP computations enable scalable simulations of large tobermorite systems, reaching several thousand atoms per GPU card with high efficiency. We demonstrate the NEP's versatility by accurately predicting mechanical properties, phonon density of states, and thermal conductivity of tobermorite. Furthermore, we extend the NEP application to large-scale simulations of amorphous C-S-H, highlighting its potential for comprehensive analysis of structural and mechanical behaviors under various realistic conditions.
托贝莫来石和水合硅酸钙(C-S-H)体系是不可缺少的水泥材料,但仍缺乏令人满意的高精度和高计算效率的原子间势,以更好地了解它们的力学性能。在这里,我们为tobermorite和C-S-H系统开发了一个基于Ziegler-Biersack-Littmark混合框架的神经进化机器学习潜力(NEP),它在分子动力学模拟中具有前所未有的效率,大大减少了训练数据集。我们的NEP模型使用大约400个训练结构实现了与DFT计算相当的预测精度,明显少于其他现有的用于托贝莫里石训练的机器学习潜力。关键的是,GPU加速的NEP计算使大型tobermorite系统的可扩展模拟成为可能,每个GPU卡可以高效地达到数千个原子。我们通过准确预测tobermorite的力学性能、声子密度和导热性来证明NEP的多功能性。此外,我们将NEP应用扩展到非晶C-S-H的大规模模拟,突出了其在各种现实条件下综合分析结构和力学行为的潜力。
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引用次数: 0
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Cement and Concrete Research
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