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Decoupling crystallinity from thermal stability: revisiting thermal resistance of PAN-based high modulus carbon fibers 从热稳定性解耦结晶度:重访pan基高模碳纤维的热阻
IF 5.8 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-02-20 DOI: 10.1007/s42823-025-01008-z
Yang Ki Chae, Sora Lee, Jinhyeong Lee, Jongbok Lee, Tae-Hwan Kim, Jiho Choi, Sungho Lee

Crystallinity has long been regarded as the hallmark of carbon fiber thermal stability; however, our findings reveal that increased structural order does not invariably translate to enhanced thermal resistance. In this study, we graphitized PAN-based carbon fibers up to 2700 °C and performed a comprehensive multiscale analysis of their structure and oxidation behavior, challenging the conventional assumption that greater crystallinity guarantees better thermal stability. Heat treatment did improve the graphitic alignment, microvoid evolution, and tensile modulus across all samples. Yet under oxidative conditions, a surprising reversal was observed: among T300B, T700S, and T800H, the least graphitized fiber (T300B) exhibited the highest thermal resistance, outperforming its high-modulus counterparts. This unexpected behavior is attributed to a dual mechanism: once thermal conductivity exceeds a critical threshold it accelerates oxidative degradation, while pronounced radial heterogeneity (skin–core transition zones) in the fiber structure impedes heat and oxygen penetration. These findings reshape the design paradigm for high-performance carbon fibers. They suggest that maximizing crystallinity alone is insufficient; instead, controlling thermal transport properties and internal structural gradients in tandem is crucial for engineering fibers capable of withstanding extreme oxidative environments.

结晶度一直被认为是碳纤维热稳定性的标志;然而,我们的研究结果表明,增加的结构秩序并不一定转化为增强的热阻。在这项研究中,我们将pan基碳纤维石墨化至2700°C,并对其结构和氧化行为进行了全面的多尺度分析,挑战了传统的假设,即更大的结晶度保证更好的热稳定性。热处理确实改善了所有样品的石墨取向、微空洞演化和拉伸模量。然而,在氧化条件下,观察到令人惊讶的逆转:在T300B, T700S和T800H中,石墨化程度最低的纤维(T300B)表现出最高的热阻,优于其高模量的对应纤维。这种意想不到的行为归因于双重机制:一旦热导率超过临界阈值,它会加速氧化降解,而纤维结构中明显的径向非均质性(皮芯过渡区)阻碍了热量和氧气的渗透。这些发现重塑了高性能碳纤维的设计范式。他们认为仅仅最大化结晶度是不够的;相反,控制热传递特性和内部结构梯度对于能够承受极端氧化环境的工程纤维至关重要。
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引用次数: 0
Mineralization of oxalic acid by underwater non-thermal plasma: TOC removal and 13C isotope tracer 水下非热等离子体对草酸矿化的影响:TOC去除和13C同位素示踪
IF 5.8 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-02-10 DOI: 10.1007/s42823-025-01007-0
Ki-baek Shin, Heejae Lee, Geon Woo Yang, Yong Cheol Hong, Daeseok Hong, Kangil Kim, Gyuseong Cho

This study evaluates underwater non-thermal plasma (UNTP) as a reagent-free process for the complete mineralization of oxalic acid, a major chelating agent in nuclear decontamination effluents. Quantitative assessment was based on total organic carbon (TOC) removal and stable carbon isotope tracing with uniformly labeled ¹³C-oxalic acid. TOC and ion chromatography (IC) analyses demonstrated complete mineralization within 60 min at ≤ 300 ppm (k = 0.120, 0.100, 0.042 min⁻¹; t₉₀ = 19.2, 23.0, 55.0 min), whereas at 450 ppm partial mineralization remained (TOC 25.4 mg C/L after 60 min). At higher concentrations (1000–2000 ppm), TOC removal was restricted to 25–57% with rate constants decreasing to 0.008 and 0.003 min⁻¹ (t₉₀ = 288, 767 min); at 3000 ppm, reaction nearly stagnated (k = 0.0009 min⁻¹; t₉₀ ≈ 2558 min). Energy yield peaked at low/intermediate concentrations (0.9–1.3 g-C kWh⁻¹; 1.1 g-C kWh⁻¹ at 450 ppm) but declined to 0.9, 0.3, and 0.2 g-C kWh⁻¹ at 1000, 2000, and 3000 ppm. Mechanistic profiling showed that both glyoxylic and formic acids remained below the method detection limits (LOD) throughout the treatment period, supporting that a predominantly direct mineralization pathway to CO₂ was operative. Critically, ¹³C tracer experiments (300 ppm, 60 min) yielded δ¹³C = + 5702‰ (~ 7.0 atom % ¹³C), confirming the presence of substrate-derived carbon in the evolved CO₂. No solids or carbonate byproducts were detected, consistent with a nearly closed carbon balance. Bulk temperatures remained ≤ 40 °C under all conditions, confirming non-thermal operation. These findings establish TOC-based kinetics and isotopic evidence of oxalic acid mineralization, define a practical operating window (≤ 2000 ppm), and support UNTP as a sustainable route for treating chelating agents in decontamination effluents.

Graphic abstract

本研究评估了水下非热等离子体(UNTP)作为一种无试剂的过程来完全矿化草酸,草酸是核去污废水中的主要螯合剂。定量评价是基于总有机碳(TOC)去除和稳定碳同位素示踪,用均匀标记的¹³c -草酸。TOC和离子色谱(IC)分析表明,在≤300 ppm (k = 0.120, 0.100, 0.042分钟⁻¹;t₉₀= 19.2,23.0,55.0分钟)下,60分钟后,TOC在60分钟后仍然部分矿化(TOC为25.4 mg C/L)。在较高浓度(1000-2000 ppm)下,TOC去除率限制在25-57%,速率常数下降到0.008和0.003 min (t₉₀= 288,767 min);在3000 ppm时,反应几乎停滞(k = 0.0009 min⁻¹;t₉₀≈2558 min)。能量产量在低/中等浓度时达到顶峰(0.9 - 1.3 g- kWh毒血症;在450ppm时达到1.1 g- kWh毒血症),但在1000ppm、2000ppm和3000ppm时下降到0.9、0.3和0.2 g- kWh毒血症。机理分析表明,在整个处理期间,乙醛酸和甲酸均低于方法检测限(LOD),支持主要的直接矿化途径是有效的。关键的是,¹³C示踪实验(300 ppm, 60 min)得到δ¹³C = + 5702‰(~ 7.0原子%¹³C),证实了在进化的CO₂中存在底物衍生的碳。没有检测到固体或碳酸盐副产物,与几乎封闭的碳平衡一致。在所有条件下,体温保持≤40°C,确认非热操作。这些发现建立了基于toc的动力学和草酸矿化的同位素证据,定义了一个实际的操作窗口(≤2000ppm),并支持UNTP作为处理去污废水中螯合剂的可持续途径。图形抽象
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引用次数: 0
Synthesis and antitumor efficacy of biodegradable hollow mesoporous carbon nanocarriers 可生物降解中空介孔碳纳米载体的合成及其抗肿瘤效果
IF 5.8 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-02-04 DOI: 10.1007/s42823-025-00995-3
Yuling Zhang, Zhihao Zhao, Yanbing Chen, Jiaru Zhang, Xiao Su, Lanxin Meng, Zhenzhen Xie, Zhiyong Liu, Shiguo Sun

The inherent non-degradation and potential toxicity of pure carbon nanomaterials in vivo remain the main obstacles to clinical translation. This study attempts to prepare a novel biodegradable caramelized hollow mesoporous carbon nanospheres (CHMCNs) with mesoporous shells and a large cavity, which can be decomposed into small particles (~ 5 nm) within 7 days under physiological conditions. By varying the synthesis parameters and templates, CHMCNs with different morphologies can be obtained to meet different application requirements. Meanwhile, CHMCNs exhibit excellent biocompatibility and high drug-loading efficiency, enabling effective delivery of anticancer drugs (DOX) into cells. In addition, due to the good photothermal efficiency (PTT, 29.7%), CHMCNs facilitate pH/NIR dual-responsive drug release under NIR irradiation, resulting in an excellent synergistic chemo-photothermal therapy effect. The results indicate that CHMCNs is a promising drug delivery carrier. In conclusion, this work addresses the non-degradable defects of traditional mesoporous carbon nanomaterials (MCN) and proposes a novel nanocarrier system for tumor treatment.

纯碳纳米材料在体内固有的不可降解性和潜在的毒性仍然是临床转化的主要障碍。本研究试图制备一种新型可生物降解的焦糖化中空介孔碳纳米球(CHMCNs),具有介孔外壳和大空腔,在生理条件下可在7天内分解成小颗粒(~ 5 nm)。通过改变合成参数和模板,可以得到不同形态的chmcn,以满足不同的应用需求。同时,CHMCNs具有良好的生物相容性和高载药效率,能够将抗癌药物(DOX)有效地递送到细胞中。此外,由于CHMCNs具有良好的光热效率(PTT, 29.7%),在近红外照射下促进pH/NIR双响应性药物释放,从而产生良好的化学光热协同治疗效果。结果表明,chmcn是一种很有前途的给药载体。总之,本研究解决了传统介孔碳纳米材料(MCN)不可降解的缺陷,提出了一种新型的肿瘤治疗纳米载体体系。
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引用次数: 0
Electrochemically tuned oxidized carbon nanotubes reinforced polypyrrole matrix in varying electrolytic environment as supercapacitor electrode 电化学调谐氧化碳纳米管增强聚吡咯基质在不同电解环境下作为超级电容器电极
IF 5.8 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-28 DOI: 10.1007/s42823-025-00992-6
Sarfaraz Ansari, Ram Bilash Choudhary, Batistalang Myrthong

An appropriate combination of electrode-electrolytes has the competence to augment the supercapacitive behaviour to a greater range of excellence. Following this, a binary polymeric composite PPy/o-CNTs (PC) has been synthesized via in-situ chemical oxidative polymerization of polypyrrole (PPy) in the presence of oxidized carbon nanotubes (o-CNTs) and its electrochemical performance has been evaluated in difference electrolytic environments viz. 1/2/3 M KCl and 1/2/3 M H2SO4. The composite PC elucidated the highest specific capacitance of 364.5 F g− 1 (at 100 mV s− 1) and 487.4 F g− 1 (at 1 A g− 1) in 3 M KCl and 729.9 F g− 1 (at 100 mV s− 1) and 559.7 F g− 1 (at 1 A g− 1) in 3 M H2SO4 respectively. The synthesized composite also showed significantly improved cyclic behaviour with capacitance retention up to 94.65% in 2 M KCl for 2000 GCD cycles. The improved electrochemical performance of PC could be attributed to the presence of o-CNT which not only provided a conductive network throughout the electrode materials to facilitate charge transfer kinetics but also provided a mechanically stable support thereby anchoring the polymeric chain to enhance the overall cyclic stability. Further, the lower value of solution resistance and charge transfer resistance also affirmed the ameliorated supercapacitive behaviour of PC.

适当的电极-电解质组合有能力将超级电容性能提高到更大的卓越范围。随后,在氧化碳纳米管(o-CNTs)存在下,通过聚吡咯(PPy)原位化学氧化聚合合成了二元聚合物复合材料PPy/o-CNTs (PC),并对其在不同电解环境(1/2/3 M KCl和1/2/3 M H2SO4)下的电化学性能进行了评价。复合PC在3 M KCl和3 M H2SO4溶液中的最高比电容分别为364.5 F g−1 (100 mV s−1)和487.4 F g−1 (1 A g−1),分别为729.9 F g−1 (100 mV s−1)和559.7 F g−1 (1 A g−1)。该复合材料在2 M KCl条件下,2000 GCD循环,电容保持率可达94.65%。PC的电化学性能的提高可归因于o-CNT的存在,它不仅在电极材料中提供了导电网络以促进电荷转移动力学,而且还提供了机械稳定的支撑,从而锚定聚合链以增强整体循环稳定性。此外,溶液电阻和电荷转移电阻的降低也证实了PC的超电容性能得到了改善。
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引用次数: 0
Valorization of rice by-products for carbon nanostructures synthesis in dye wastewater remediation 水稻副产物在染料废水修复中碳纳米结构合成中的应用
IF 5.8 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-28 DOI: 10.1007/s42823-025-01020-3
Nady A. Fathy, Ho-Jin Son, Sahar M. El-Khouly, Ghada M. Mohamed

A sustainable and cost-effective approach was developed for synthesizing carbon nanostructures namely carbon nanotubes (CNTs), carbon spheres (CSs), and carbon fibers (CFs). The process employed pyrolyzed hydrochar derived from treated rice straw, kaolin, zeolite or hydrochar as supports for Fe–Ni bimetallic catalysts, while hydrochar, camphor, or cotton fiber served as carbon sources. The resulting nanostructured materials were characterized using FE-SEM, XRD, FTIR, and N2 adsorption analyses. These tools demonstrated that morphology and structure of the carbon materials produced are governed by the carbon precursor, catalyst support, and catalyst-carbon interactions. The resultant carbon nanostructures have distinctive graphitic characteristics and surface functions that improve adsorption performance. The adsorption performance of the synthesized nanostructures was evaluated using methylene blue (MB) as a model pollutant. Among them, CNTs exhibited the highest adsorption capacity (~ 130 mg/g), which was attributed to its a large specific surface area and abundant π–π interaction sites. Adsorption behavior of MB dye followed the Langmuir isotherm and pseudo-second-order kinetic models, indicating monolayer chemisorption with multiple rate-controlling steps. This work highlights an efficient route for valorizing agricultural waste into functional carbon nanostructures for wastewater remediation.

研究了碳纳米管(cnt)、碳球(cs)和碳纤维(CFs)等碳纳米结构的合成方法。该工艺采用经过处理的稻秆、高岭土、沸石或水炭热解后的水炭作为Fe-Ni双金属催化剂的载体,而水炭、樟脑或棉纤维作为碳源。通过FE-SEM, XRD, FTIR和N2吸附分析对所制备的纳米结构材料进行了表征。这些工具表明,碳材料的形态和结构是由碳前驱体、催化剂载体和催化剂-碳相互作用决定的。所得的碳纳米结构具有独特的石墨特性和表面功能,提高了吸附性能。以亚甲基蓝(MB)为模型污染物,对合成的纳米结构的吸附性能进行了评价。其中,碳纳米管的吸附能力最高(~ 130 mg/g),这是由于其具有较大的比表面积和丰富的π -π相互作用位点。MB染料的吸附行为符合Langmuir等温线和拟二级动力学模型,表明其为单层化学吸附,具有多个速率控制步骤。这项工作强调了将农业废弃物转化为用于废水修复的功能性碳纳米结构的有效途径。
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引用次数: 0
Next-generation perovskite solar cells empowered by carbon based materials: challenges and future opportunities 由碳基材料驱动的下一代钙钛矿太阳能电池:挑战与未来机遇
IF 5.8 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.1007/s42823-025-00996-2
Neha Kumari, Prerit Chauhan, Vishal Sharma, Gun Anit Kaur, Sahil Kumar, Mamta Shandilya

As the global need for clean and sustainable energy sources grows, research into alternatives to fossil fuels has intensified. Metal halide perovskite solar cells (PSCs) stand out among new photovoltaic technologies due to their impressive efficiencies and cost-effective, solution-based production. However, their long-term instability poses a significant challenge to their commercialization. This review offers a thorough examination of recent advancements in improving PSC performance by incorporating carbon-based materials, such as carbon dots, carbon nanotubes, graphene, and carbon black into various components of the devices. These materials provide distinct benefits, including outstanding chemical stability, high electrical conductivity, environmental durability, and compatibility with scalable manufacturing methods. By evaluating synthesis methods, interfacial engineering techniques, and performance results, this article demonstrates how carbon materials can enhance device efficiency, mechanical flexibility, and operational stability simultaneously. The review concludes by identifying future opportunities and research directions for carbon-enhanced PSCs, paving the way for cost-effective, durable, and sustainable next-generation solar technologies.

Graphical abstract

随着全球对清洁和可持续能源需求的增长,对化石燃料替代品的研究已经加强。金属卤化物钙钛矿太阳能电池(PSCs)因其令人印象深刻的效率和成本效益,基于解决方案的生产而在新的光伏技术中脱颖而出。然而,它们的长期不稳定性对其商业化构成了重大挑战。本文综述了通过将碳基材料(如碳点、碳纳米管、石墨烯和炭黑)结合到器件的各种组件中来提高PSC性能的最新进展。这些材料具有明显的优势,包括出色的化学稳定性、高导电性、环境耐久性以及与可扩展制造方法的兼容性。通过评估合成方法、界面工程技术和性能结果,本文展示了碳材料如何同时提高设备效率、机械灵活性和操作稳定性。最后,该综述确定了碳增强型PSCs的未来机遇和研究方向,为经济、耐用和可持续的下一代太阳能技术铺平了道路。图形抽象
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引用次数: 0
In-situ hydrogen-reduced red mud/apple peel biochar with highly loaded nZVI for efficient removal of organic pollutants 原位氢还原红泥/苹果皮生物炭与高负荷nZVI高效去除有机污染物
IF 5.8 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.1007/s42823-025-01006-1
Xinxin Li, Fumin Ren, Junshi Liu, Sibo Jia, Xiaoyu Ge, Houliang Guo

The rapid increase of global solid waste poses significant environmental challenges. In this work, two abundant wastes—red mud and apple peel—were used as precursors to prepare zero-valent iron biochar for efficient pollutant removal. This study innovatively developed a green, low-temperature in-situ hydrogen reduction strategy via one-step copper-catalyzed ethanol decomposition, which generated in-situ hydrogen and uniformly dispersed high-load Fe0 without the need for external hydrogen or hazardous reagents. Compared with N2 pyrolysis, in-situ H2 treatment enlarged the pore size by 17.2%, increased surface oxygen functionalities, and enhanced active site exposure and electron transfer, markedly improving reactivity. The composite exhibited high saturation magnetization (33.13 emu g–1) for rapid magnetic separation, low iron leaching (≤ 0.13 mg L–1), and retained over 63% removal efficiency after four cycles. Removal efficiencies reached 87.77 − 98.50% for MB, RhB, and TC in single-dye systems, and remained high at 70.09 − 84.32% in multi-dye wastewater. Synergistic mechanisms involving porous adsorption, Fe–O coordination, π–π interaction, and NZVI-mediated reduction contributed to superior performance. This sustainable strategy enhances the waste value and provides effective and environmentally safe solutions for complex wastewater treatment, promoting resource recovery and pollution control.

Graphical abstract

全球固体废物的迅速增加对环境构成了重大挑战。本研究以红泥和苹果皮两种丰富的废弃物为前驱体,制备了零价铁生物炭,用于高效去除污染物。本研究创新性地开发了一种绿色低温原位氢还原策略,即通过铜催化乙醇一步分解,原位生成氢并均匀分散高负荷Fe0,无需外部氢气或危险试剂。与N2热解相比,原位H2处理增大了17.2%的孔径,增加了表面氧官能团,增强了活性位点暴露和电子转移,显著提高了反应活性。该复合材料具有高饱和磁化强度(33.13 emu g-1)、低铁浸出率(≤0.13 mg L-1)、快速磁分离、4次循环后仍保持63%以上的去除率。在单染料体系中,MB、RhB和TC的去除率达到87.77 ~ 98.50%,在多染料体系中,去除率保持在70.09 ~ 84.32%。多孔吸附、Fe-O配位、π -π相互作用和nzvi介导的还原等协同机制促成了优异的性能。这一可持续发展策略提高了废物的价值,并为复杂的废水处理提供了有效和环保的解决方案,促进了资源回收和污染控制。图形抽象
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引用次数: 0
In situ construction of lightweight CF/CNTs with compatible thermal performance toward sandwich structures for hypersonic vehicles 高超声速飞行器夹层结构中具有兼容热性能的轻质CF/CNTs的原位构建
IF 5.8 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.1007/s42823-025-01000-7
Qian Wang, Bo-Wen Chen, De-Wei Ni, Fu-Chen Liu, Fei-Yan Cai, Chun-Jing Liao, Hong-Da Wang, Yu-Sheng Ding, Shao-Ming Dong

The sandwich structure with ceramic matrix composites (CMCs) skin and carbon form (CF) core is the ideal thermal structural components with excellent thermal protective and lightweight properties in hypersonic vehicles. However, the temperature gradient and mismatch of thermal conductivity between CMC skin and CF core result in the thermal stress in sandwich structures. Therefore, core material CF with matching thermal conductivity have become very important to prevent cracks and debonding of the sandwich structure. In this work, carbon nanotubes (CNTs) reinforced carbon foam composites with different microstructure were fabricated using simple phenolic resin foaming followed by CVI process. The prepared CF display a very low density of 0.075 g/cm3 and a relatively high compressive strength of 1.65 MPa. By controlling the distribution position and content of CNTs the thermal conductivity of core materials CF/CNTs (4.93 W·m− 1·K− 1 which is ~ 13 times higher than that of CF) can be regulated to compatibility with CMCs skin (3.5 ~ 6.0 W/m·K). And the thermal conductivity evolution mechanisms of the CF/CNTs from room temperature to 1200 ℃ were revealed. High interfacial thermal resistance by phonon scattering between the CF and CNTs blocks the solid conduction of materials at room temperature. With the increase of the temperature, radiative heat transfer between CF and CNTs becomes more violent and dominates the heat transfer path. The C/CMCs-CMCs sandwich structure was fabricated quickly by the in situ foaming method.

陶瓷基复合材料(CMCs)外壳和碳芯夹层结构是高超声速飞行器理想的热结构部件,具有优异的热防护性能和轻量化性能。然而,CMC外壳和CF芯之间的温度梯度和导热系数不匹配导致了夹层结构的热应力。因此,具有匹配导热系数的芯材CF对于防止夹层结构的开裂和脱粘变得非常重要。采用简单的酚醛树脂发泡- CVI工艺制备了不同结构的碳纳米管增强泡沫碳复合材料。制备的CF密度极低,为0.075 g/cm3,抗压强度较高,为1.65 MPa。通过控制碳纳米管的分布位置和含量,可以调节芯材CF/CNTs的导热系数(4.93 W·m−1·K−1,是CF的13倍)与cmc表面的相容性(3.5 ~ 6.0 W/m·K)。揭示了CF/CNTs在室温~ 1200℃范围内导热系数的演变机理。CF和CNTs之间声子散射产生的高界面热阻阻碍了材料在室温下的固体传导。随着温度的升高,CF与CNTs之间的辐射换热更加剧烈,并在传热路径中占主导地位。采用原位发泡法快速制备了C/CMCs-CMCs夹层结构。
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引用次数: 0
From precursor design to high-performance porous carbons: the synergistic role of primary pores and oxygen species 从前驱体设计到高性能多孔碳:原生孔隙和氧的协同作用
IF 5.8 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.1007/s42823-025-01019-w
Yuan Ma, Chuixiong Kong, Zurong Du, Yongxin Pan, Yao Wu, Junkai Song, Tingmin Di, Shenggao Wang

In the controlled synthesis of biomass-derived porous carbon materials, effective pretreatment strategies play a critical role in modulating the chemical activation process and optimizing material performance. However, existing studies predominantly focus on the macroscopic structural changes induced by pretreatment, often overlooking the important role of chemical composition evolution during activation. Herein, a coconut shell-based acidic hydrothermal pretreatment was designed to precisely control the evolution of the primary pore structure alongside the enhanced retention of oxygen species in the hydrochar. Subsequent chemical activation successfully yields a high-performance carbon material with a well-defined hierarchical porous structure. This material exhibits a high specific surface area of 1963 m2 g⁻1 and delivers an outstanding specific capacitance of 420 F g⁻1 at a current density of 0.5 A g⁻1. When assembled into a solid-state supercapacitor, the device achieves a high energy density of 12.97 Wh kg⁻1. It also demonstrates excellent cycling stability, retaining 97.02% of its initial capacitance after 10,000 cycles at 10 A g⁻1, along with a high Coulombic efficiency of 99.84%. Our findings reveal that appropriate acidic hydrothermal pretreatment not only establishes a continuous primary pore network within the precursor—facilitating the deep diffusion and uniform reaction of the activating agent—but also enhances activation efficiency synergistically through the anchoring effect of oxygen species. This work provides new insights and experimental support for the rational design of high-performance biomass-derived carbon materials.

Graphical abstract

在生物质衍生多孔碳材料的可控合成中,有效的预处理策略对调节化学活化过程和优化材料性能起着至关重要的作用。然而,现有的研究主要集中在预处理引起的宏观结构变化上,往往忽视了化学成分演化在活化过程中的重要作用。本文设计了一种基于椰子壳的酸性水热预处理,以精确控制初级孔隙结构的演化,同时增强烃类中氧的保留。随后的化学活化成功地产生了具有良好定义的分层多孔结构的高性能碳材料。这种材料的比表面积高达1963 m2 g - 1,并在0.5 a g - 1的电流密度下提供420 F g - 1的比电容。当组装成固态超级电容器时,该器件的能量密度高达12.97 Wh kg⁻1。它还表现出良好的循环稳定性,在10 A g - 1下进行10,000次循环后,其初始电容仍保持97.02%,库仑效率高达99.84%。研究结果表明,适当的酸性水热预处理不仅可以在前驱体内部建立连续的原生孔隙网络,促进活化剂的深度扩散和均匀反应,还可以通过氧的锚定作用协同提高活化效率。这项工作为高性能生物质衍生碳材料的合理设计提供了新的见解和实验支持。图形抽象
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引用次数: 0
Machine learning model prediction of CO2 production and resource utilization of commercial concrete: curing utilization mechanism, carbon emission assessment and visualisation analysis 商品混凝土CO2产量与资源利用的机器学习模型预测:养护利用机理、碳排放评估与可视化分析
IF 5.8 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.1007/s42823-026-01027-4
An-ping Zuo, Chao-qiang Wang, Cong-jun Qi, Yan-yan Liu

Rising industrial carbon dioxide emissions necessitate utilization technologies. Carbon dioxide solidification captures carbon dioxide by reacting with alkaline compounds in concrete, improving its properties. This study integrates a life cycle assessment (LCA) model to evaluate carbon reduction potential with Machine Learning (ML) models to predict complex production dynamics. It investigates solidification mechanisms. Results show co-solidification and external solidification achieve reductions of 676.45 and 704.9 kilograms per tonne, respectively, with notable environmental benefits. A comparison of three predictive models, namely Feedforward Neural Networks (FNN), Polynomial Regression, and Support Vector Regression, confirms that FNN is the optimal choice. It exhibits a lower mean absolute error (791) and a higher coefficient of determination (0.91). SHAP analysis revealed that ‘Coal consumption’ and ‘Electricity consumption’ were the primary drivers of the FNN prediction, confirming the model’s reliance on essential energy inputs, while the ‘date’ feature exerted minimum influence. Projections indicate China’s 2024 concrete production emissions could be 4.23 billion tonnes via synergistic curing, versus 4.37 billion tonnes with conventional external curing. Case and visual analyses further validate carbon dioxide curing’s advantages in improving concrete performance and cutting energy use.

工业二氧化碳排放量的增加要求利用技术。二氧化碳固化通过与混凝土中的碱性化合物反应来捕获二氧化碳,从而改善其性能。本研究将用于评估碳减排潜力的生命周期评估(LCA)模型与用于预测复杂生产动态的机器学习(ML)模型相结合。它研究了凝固机制。结果表明,共凝固和外部凝固每吨分别减少676.45千克和704.9千克,具有显著的环境效益。通过对前馈神经网络(FNN)、多项式回归(Polynomial Regression)和支持向量回归(Support Vector Regression)三种预测模型的比较,证实了FNN是最优选择。它具有较低的平均绝对误差(791)和较高的决定系数(0.91)。SHAP分析显示,“煤炭消耗”和“电力消耗”是FNN预测的主要驱动因素,证实了模型对基本能源输入的依赖,而“日期”特征的影响最小。预测表明,通过协同养护,中国2024年的混凝土生产排放量可能为42.3亿吨,而传统的外部养护为43.7亿吨。实例分析和可视化分析进一步验证了二氧化碳固化在改善混凝土性能和减少能源使用方面的优势。
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Carbon Letters
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