Journal of Materials Science最新文献

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The synthesis of tetrafunctional epoxy-modified silicone resins and the enhancement of toughness application at low temperature 四官能环氧改性硅树脂的合成及低温应用韧性的增强
IF 3.5 3区 材料科学
Journal of Materials Science Pub Date : 2025-02-13 DOI: 10.1007/s10853-025-10689-w
Liangwei Lin, Shuangshuang Li, Changxin Cai, Min Zhong, Zhaoqun Pan
{"title":"The synthesis of tetrafunctional epoxy-modified silicone resins and the enhancement of toughness application at low temperature","authors":"Liangwei Lin,&nbsp;Shuangshuang Li,&nbsp;Changxin Cai,&nbsp;Min Zhong,&nbsp;Zhaoqun Pan","doi":"10.1007/s10853-025-10689-w","DOIUrl":"10.1007/s10853-025-10689-w","url":null,"abstract":"<div><p>To strengthen the toughness of thermosetting resins under low temperatures, tetrafunctional epoxy-modified silicone resins (TESR-1/4/9) with different lengths of flexible chains were synthesized and served as tougheners for the epoxy system. The chemical structures of TESR-1/4/9 were determined via Fourier transform infrared spectroscopy as well as nuclear magnetic resonance (<sup>13</sup>C-NMR and <sup>1</sup>H-NMR). At room temperature, with 10 wt% of TESR-1, the elongation at break of the epoxy resin (17.67%) was added up to 68.93% in comparison with neat epoxy resin (10.46%). At −70 ℃, with the content of 5 wt% TESR-4, the value of the elongation at break (12.66%) was 37.31% higher than that of the neat epoxy (9.22%). A scanning electron microscope was utilized to observe the fractured surfaces of the resins to investigate the toughening behaviors of the tougheners (TESR-1/4/9). The dynamic mechanical analysis also demonstrated the improvement of the epoxy resins in toughness and good compatibility between TESR-1/4/9 and the epoxy matrix. These research findings can offer a new perspective for the enhancement of epoxy resins in low-temperature toughness.</p><h3>Graphical abstract</h3>\u0000<div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 8","pages":"4078 - 4095"},"PeriodicalIF":3.5,"publicationDate":"2025-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143471910","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Co0.2Sb0.2Fe0.2Mn0.2Ni0.2 high-entropy alloy carbon nanofiber as anode for lithium/potassium ion batteries
IF 3.5 3区 材料科学
Journal of Materials Science Pub Date : 2025-02-12 DOI: 10.1007/s10853-025-10700-4
Duyu Zheng, Juxing Zha, Yuanshuang Wang, Zhengang Wei, Jiqiu Qi, Fuxiang Wei, Qingkun Meng, Xiaolan Xue, Danyang Zhao, Yongzhi Li, Qing Yin, Yanwei Sui, Bin Xiao
{"title":"Co0.2Sb0.2Fe0.2Mn0.2Ni0.2 high-entropy alloy carbon nanofiber as anode for lithium/potassium ion batteries","authors":"Duyu Zheng,&nbsp;Juxing Zha,&nbsp;Yuanshuang Wang,&nbsp;Zhengang Wei,&nbsp;Jiqiu Qi,&nbsp;Fuxiang Wei,&nbsp;Qingkun Meng,&nbsp;Xiaolan Xue,&nbsp;Danyang Zhao,&nbsp;Yongzhi Li,&nbsp;Qing Yin,&nbsp;Yanwei Sui,&nbsp;Bin Xiao","doi":"10.1007/s10853-025-10700-4","DOIUrl":"10.1007/s10853-025-10700-4","url":null,"abstract":"<div><p>With the continuous development of new energy storage technologies, the graphite anode used in lithium-ion battery anode materials has approached its theoretical specific capacity. The search for anode materials with higher specific capacity has received widespread attention. High-entropy alloy is a new type of material with excellent properties, such as its excellent mechanical properties and thermal stability. Compared with bielemental metal materials, the synergistic action of various elements in high-entropy alloys can effectively improve the lithium/potassium storage efficiency of the materials. In this work, Co<sub>0.2</sub>Sb<sub>0.2</sub>Fe<sub>0.2</sub>Mn<sub>0.2</sub>Ni<sub>0.2</sub> high-entropy alloy carbon nanofiber (HEA-CNFs) used as electrode for lithium/potassium ion batteries (L/PIBs) showed an ultra-high specific capacity of 1400 mAh g<sup>−1</sup> after 800 cycles at 0.5 A g<sup>−1</sup>. Besides, as a self-supporting PIBs anode, HEA-CNFs showed a reversible capacity of 280 mAh g<sup>−1</sup> after 200 cycles at a current density of 0.2 A g<sup>−1</sup>, revealing the huge potential of potassium storage. Compared with Co<sub>0.5</sub>Sb<sub>0.5</sub> carbon nanofiber, HEA-CNFS can obtain better electrochemical properties. The high-entropy structure is conducive to improving the diffusion rate of lithium/potassium ion, enhancing the specific discharge capacity and cycle stability of the material. This work provides guidance for the preparation and development of high-entropy materials.</p></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 8","pages":"3926 - 3939"},"PeriodicalIF":3.5,"publicationDate":"2025-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143471889","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of (Y,Nd)/Mn interaction on the structural, morphological, and magnetic properties of the (Y,Nd)BaCuFe1–xMnxO5+δ system
IF 3.5 3区 材料科学
Journal of Materials Science Pub Date : 2025-02-12 DOI: 10.1007/s10853-024-10279-2
I. M. Saavedra Gaona, A. C. Barrera Angarita, J. A. Cuervo Farfán, J. E. Duarte, C. A. Parra Vargas
{"title":"Effects of (Y,Nd)/Mn interaction on the structural, morphological, and magnetic properties of the (Y,Nd)BaCuFe1–xMnxO5+δ system","authors":"I. M. Saavedra Gaona,&nbsp;A. C. Barrera Angarita,&nbsp;J. A. Cuervo Farfán,&nbsp;J. E. Duarte,&nbsp;C. A. Parra Vargas","doi":"10.1007/s10853-024-10279-2","DOIUrl":"10.1007/s10853-024-10279-2","url":null,"abstract":"<div><p>This work explores the effects of Y or Nd interactions with Mn substitutions in the new (Y, Nd)BaCuFe<sub>1−<i>x</i></sub>Mn<sub><i>x</i></sub>O<sub>5+δ</sub> compounds with <i>x</i> = 0.00, 0.03, 0.10, and 0.25 (RE- <i>x</i>) focusing on their structural, morphological, and magnetic properties. Rietveld refinement of X-ray diffraction (XRD) patterns showed that the (Y, Nd)<sup>3+</sup> and Fe<sup>3+</sup> ions predominantly crystallize in a tetragonal structure (<i>P4mm</i>), with variations in tetragonal bond distances dependent on the Mn ion substitution degree. Scanning electron microscopy technique (SEM) revealed polycrystalline morphology with grain shapes that change with cation substitution, consistent with the synthesis method. Energy-dispersive X-ray spectroscopy (EDS) technique confirmed the materials stoichiometry, while attenuated total reflectance-infrared (ATR-IR) spectroscopy demonstrated the increased anisotropy in metal–oxygen interaction along different crystallographic directions when Y is replaced by Nd. Magnetization curves obtained in the zero-field cold/field cold (ZFC–FC) modes as a function of temperature 50 K up to 400 K show some of the expected characteristics of the magnetic phase transition at temperatures between 176 and 330 K for the Y-based systems, and an increase in the antiferromagnetic (AFM) transition temperature with Mn substitution. The Nd-based systems reveal a paramagnetic (PM) behavior that could be attributed to the dominance exerted by the magnetic moments of the Nd ions.</p></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 8","pages":"3686 - 3710"},"PeriodicalIF":3.5,"publicationDate":"2025-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10853-024-10279-2.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143471849","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine learning-based phase prediction in high-entropy alloys: further optimization of feature engineering
IF 3.5 3区 材料科学
Journal of Materials Science Pub Date : 2025-02-12 DOI: 10.1007/s10853-025-10697-w
Guiyang Liu, Qingqing Wu, Yong Ma, Jin Huang, Quan Xie, Qingquan Xiao, Tinghong Gao
{"title":"Machine learning-based phase prediction in high-entropy alloys: further optimization of feature engineering","authors":"Guiyang Liu,&nbsp;Qingqing Wu,&nbsp;Yong Ma,&nbsp;Jin Huang,&nbsp;Quan Xie,&nbsp;Qingquan Xiao,&nbsp;Tinghong Gao","doi":"10.1007/s10853-025-10697-w","DOIUrl":"10.1007/s10853-025-10697-w","url":null,"abstract":"<div><p>Understanding and predicting phase transitions in high-entropy alloys (HEAs) are pivotal for alloy design and performance optimization. This study aims to utilize artificial feature parameters for the predictive modeling of phase transitions in HEAs. Four elementary algorithms and four ensemble algorithms were employed for model selection. An innovative classification approach was introduced, classifying HEAs into eight distinct structural categories: IMS, AM, FCC + IM, BCC + IM, FCC, SS, BCC, and IM. To enhance feature selection, a three-phase feature screening method was devised, resulting in the identification of seven highly representative features from an initial pool of 64. These selected features were then used for model training. A comparative analysis was conducted against feature sets obtained from six peer-reviewed publications to validate the efficacy of the chosen features. In addition, various oversampling techniques were incorporated to further optimize model performance. Upon examination, factors such as electronegativity differences, heat of vaporization, and melting point temperatures play a decisive role in distinguishing alloy phase structures. Interactions between important characteristics exhibit significant differential impacts on phase structures.</p></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 8","pages":"3999 - 4019"},"PeriodicalIF":3.5,"publicationDate":"2025-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143471894","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Microstructural evolution during multi-axial forging of AA6082/B4C nanocomposites AA6082/B4C 纳米复合材料多轴锻造过程中的微观结构演变
IF 3.5 3区 材料科学
Journal of Materials Science Pub Date : 2025-02-12 DOI: 10.1007/s10853-025-10687-y
Srijan Prabhakar, Ravi Kumar Digavalli, Sivanandam Aravindan
{"title":"Microstructural evolution during multi-axial forging of AA6082/B4C nanocomposites","authors":"Srijan Prabhakar,&nbsp;Ravi Kumar Digavalli,&nbsp;Sivanandam Aravindan","doi":"10.1007/s10853-025-10687-y","DOIUrl":"10.1007/s10853-025-10687-y","url":null,"abstract":"<div><p>Multi-axial forging (MAF) is a severe plastic deformation technique in which a large plastic strain is imparted by multi-axial compression to achieve a high level of grain refinement. In this study, the microstructural changes due to multi-axial forging of AA6082/B<sub>4</sub>C nanocomposite and their effect on mechanical properties have been studied. The samples of AA6082/B<sub>4</sub>C composite have been subjected to three cycles of multi-axial forging at room temperature, imparting a true strain of 0.3 in each cycle. The microstructure after multi-axial forging showed a bimodal grain structure composed of ultrafine and coarse grains with average grain size reducing from 154 to 52 μm. MAF also improved the distribution of B<sub>4</sub>C nanoparticles with increase in the number of cycles. The mechanical properties of the composite after MAF have been correlated with dislocation density and evolution of secondary phases using microstructural analysis. Crystallographic texture evolution during MAF of the composite revealed change in the intensity of some texture components which is consistent with the observed variation in the yield strength. The strength of the composite improved by 135% after three cycles of MAF when compared to the initial as-cast condition but the failure strain in uniaxial compression decreased by 23%.</p></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 8","pages":"3751 - 3767"},"PeriodicalIF":3.5,"publicationDate":"2025-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143471869","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evolutions of 3D MoS2 nano-islands on monolayer MoS2 edges under low-energy ion irradiation 低能量离子辐照下单层 MoS2 边缘上的三维 MoS2 纳米网格的演变
IF 3.5 3区 材料科学
Journal of Materials Science Pub Date : 2025-02-11 DOI: 10.1007/s10853-025-10683-2
Harish Nanda Arunachalam, T. Perarasan, Santhosh Durairaj, Jaivardhan Sinha, Senthil Kumar Eswaran, S. Chandramohan, Jitendra Kumar Tripathi
{"title":"Evolutions of 3D MoS2 nano-islands on monolayer MoS2 edges under low-energy ion irradiation","authors":"Harish Nanda Arunachalam,&nbsp;T. Perarasan,&nbsp;Santhosh Durairaj,&nbsp;Jaivardhan Sinha,&nbsp;Senthil Kumar Eswaran,&nbsp;S. Chandramohan,&nbsp;Jitendra Kumar Tripathi","doi":"10.1007/s10853-025-10683-2","DOIUrl":"10.1007/s10853-025-10683-2","url":null,"abstract":"<div><p>Two-dimensional materials (2DMS) have emerged as key potential materials for electronic, spintronics, photocatalytic, and energy storage device applications, due to their outstanding intrinsic properties. Additionally, ion irradiation, a technique in which energetic beams of charged particles are exposed on materials, enhances the formation of atomic defects toward changing the materials’ properties significantly even for superior performances over their conventional counterparts. Monolayer MoS<sub>2</sub> has shown several potential applications as semiconductor with an intrinsic direct band gap. In this study, we have grown monolayer MoS<sub>2</sub> on sapphire substrate <i>via.</i> thermal chemical vapor deposition approach and homogenously irradiated with 100 keV helium ions (1 × 10<sup>13</sup>–1 × 10<sup>16</sup> ions cm<sup>−2</sup> fluence) and argon ions (1 × 10<sup>13</sup>–1 × 10<sup>14</sup> ions cm<sup>−2</sup> fluence) at room temperature to study the effects of ion beam irradiation specifically on surface morphology, structure, optical, and chemical compositions. Both the micro-Raman and photoluminescence studies confirmed the sequential reduction in sulfur atomic concentration due to preferential sputtering and infusion of associated defects, which provide additional nucleation sites due to sulfur vacancies. Consequently, we observed evolutions of MoS<sub>2</sub> nano-island on monolayer MoS<sub>2</sub> edges due to well controlled low-energy ion irradiation. The study not only leveraging the better understanding and gain of knowledge on the effects of low-energy ion exposers on monolayer MoS<sub>2</sub> but also opening a gateway for generating MoS<sub>2</sub> nanostructures having potential applications in 2D electronics, spintronics (once integrated with magnetic impurities), and photocatalytic applications.</p><h3>Graphical abstract</h3>\u0000<div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 8","pages":"3863 - 3879"},"PeriodicalIF":3.5,"publicationDate":"2025-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143471865","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The effects of plasma nitriding on the microstructure, friction wear, and electrochemical properties of TC6 titanium alloy
IF 3.5 3区 材料科学
Journal of Materials Science Pub Date : 2025-02-10 DOI: 10.1007/s10853-025-10694-z
Wenbo Sun, Zeyuan Zhao, Junbiao Wang, Chaorun Si
{"title":"The effects of plasma nitriding on the microstructure, friction wear, and electrochemical properties of TC6 titanium alloy","authors":"Wenbo Sun,&nbsp;Zeyuan Zhao,&nbsp;Junbiao Wang,&nbsp;Chaorun Si","doi":"10.1007/s10853-025-10694-z","DOIUrl":"10.1007/s10853-025-10694-z","url":null,"abstract":"<div><p>The effects of plasma nitriding (PN) on the tribological and corrosion properties of TC6 titanium alloy were studied using X-ray diffraction, microhardness testing, scanning electron microscopy, a friction wear testing machine, and an electrochemical workstation. The results reveal that following PN treatment, a 5-μm-thick nitrided layer and diffusion layer formed on the surface of the TC6 titanium alloy. The surface hardness of the PN sample reached 1321.1 HV<sub>0.5</sub>, representing a 2.77-fold increase, while the wear scar volume decreased by approximately 99%, significantly enhancing wear resistance. Additionally, corrosion resistance showed marked improvement.</p></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 8","pages":"3974 - 3987"},"PeriodicalIF":3.5,"publicationDate":"2025-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143471912","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Application of perovskite crystal on lead-metal–organic frameworks @pulp fibers for fluorescent anti-counterfeiting 铅-金属-有机框架上的过氧化物晶体在荧光防伪纸浆纤维中的应用
IF 3.5 3区 材料科学
Journal of Materials Science Pub Date : 2025-02-10 DOI: 10.1007/s10853-025-10699-8
Haiping Wang, Xianhui An, Xueren Qian
{"title":"Application of perovskite crystal on lead-metal–organic frameworks @pulp fibers for fluorescent anti-counterfeiting","authors":"Haiping Wang,&nbsp;Xianhui An,&nbsp;Xueren Qian","doi":"10.1007/s10853-025-10699-8","DOIUrl":"10.1007/s10853-025-10699-8","url":null,"abstract":"<div><p>Fluorescent anti-counterfeiting paper was a very important kind of special paper, which played an important role in people’s life, such as paper money. In this work, fluorescent anti-counterfeiting paper was prepared by using lead-metal–organic framework (Pb-BTC) that was in situ formed on the surface of pulp fibers (PFs) with lead ions and pyromellitic acid (H<sub>4</sub>BTC), which served as template to in situ anchoring of CH<sub>3</sub>NH<sub>3</sub>PbBr<sub>3</sub> (MAPbBr<sub>3</sub>) to achieve the controllable synthesis of MAPbBr<sub>3</sub> and reduce aggregate fluorescence quenching. The CH<sub>3</sub>NH<sub>3</sub>Br (MABr) as the anti-counterfeiting ink was applied on Pb-BTC@PFs to achieve security writing. MAPbBr<sub>3</sub> forming writing was invisible under sunlight but displayed green fluorescence under 365 nm ultraviolet lamp excitation. The writing with green fluorescence could be extinguished by water and reconstructed by forming new MAPbBr<sub>3</sub>. The Pb-BTC@PFs was as the precursor to product fluorescent anti-counterfeiting paper (MAPbBr<sub>3</sub>@Pb-BTC@PFs) reacted with MABr in ethanol solution, so that the green fluorescence of it was opened under 365 nm ultraviolet lamp. When it was exposed to polar solution, MAPbBr<sub>3</sub> structure collapsed. Since Pb-BTC was stably in paper and was not easy to lose in polar solution, it could be reused several times on the premise that the paper structure was not damaged, which demonstrated an advantage over using perovskite alone in paper. Consequently, the current study not only provided a new idea for controllable anchoring perovskite on support materials, but also offered a new method for producing fluorescent anti-counterfeiting paper.</p></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 8","pages":"3880 - 3889"},"PeriodicalIF":3.5,"publicationDate":"2025-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143471893","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Tunable and scalable production of nanostar particle platforms for diverse applications using an AI-integrated automated synthesis system
IF 3.5 3区 材料科学
Journal of Materials Science Pub Date : 2025-02-10 DOI: 10.1007/s10853-025-10692-1
Aidan J. Canning, Joy Q. Li, Jianing Chen, Khang Hoang, Taylor Thorsen, Alex Vaziri, Tuan Vo-Dinh
{"title":"Tunable and scalable production of nanostar particle platforms for diverse applications using an AI-integrated automated synthesis system","authors":"Aidan J. Canning,&nbsp;Joy Q. Li,&nbsp;Jianing Chen,&nbsp;Khang Hoang,&nbsp;Taylor Thorsen,&nbsp;Alex Vaziri,&nbsp;Tuan Vo-Dinh","doi":"10.1007/s10853-025-10692-1","DOIUrl":"10.1007/s10853-025-10692-1","url":null,"abstract":"<div><p>The tunable optical properties and exceptional electromagnetic field enhancement of nanostar-based plasmonic nanoparticles make them highly promising for a wide array of biomedical applications. However, a great challenge for their widespread use is the time-sensitive nature of the various processes in the nanostar synthesis workflow, which could lead to imprecise control of their homogeneity and high batch-to-batch variability. To address these challenges, we have developed an automated synthesis system with AI capability to reproducibly synthesize large quantities of nanostar particles. This platform uses key synthesis parameters such as reagent volume and reagent addition timing to systematically evaluate how these factors determine the optical properties and SERS enhancement of gold nanostars and bimetallic nanostars. We developed and trained different machine learning (ML) models using nanoparticle characterization data to predict absorbance features and SERS enhancement from synthesis parameters. We compared the performance of five different machine learning models, including artificial neural networks, support vector regression, and several tree-based models, including random forest, extreme gradient boost, and categorical boost. A grid matrix was fed into the final trained models to create a look-up table to synthesize gold nanostars with an absorbance maximum at specific wavelengths, culminating in the reproducible synthesis of desired nanostar platforms with a peak absorbance wavelength of less than 1.2% difference compared to the target peak absorbance. This machine learning-integrated automated nanostar synthesis platform paves the way for more consistent and scalable production to enable the next phase of investigation for nanostar-based technologies and expand the scope of their current biomedical applications.</p></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 8","pages":"3768 - 3785"},"PeriodicalIF":3.5,"publicationDate":"2025-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143471892","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A comprehensive research on SNPR structures with energy absorption and bearing capacities: topology optimization, numerical simulation and experimental verification 具有吸能和承载能力的 SNPR 结构综合研究:拓扑优化、数值模拟和实验验证
IF 3.5 3区 材料科学
Journal of Materials Science Pub Date : 2025-02-10 DOI: 10.1007/s10853-025-10633-y
Kaixing Wang, Chengling Yang, Yishan Pan, Lianpeng Dai
{"title":"A comprehensive research on SNPR structures with energy absorption and bearing capacities: topology optimization, numerical simulation and experimental verification","authors":"Kaixing Wang,&nbsp;Chengling Yang,&nbsp;Yishan Pan,&nbsp;Lianpeng Dai","doi":"10.1007/s10853-025-10633-y","DOIUrl":"10.1007/s10853-025-10633-y","url":null,"abstract":"<div><p>The physical applications of negative Poisson’s ratio structures of insufficient bearing capacity were limited. The topologies of high stiffness negative Poisson’s ratio (T-SNPR) were designed, and the bearing and energy absorption performance of their three-dimensional structures (S-SNPR) were analyzed using the finite element method. Furthermore, the experimental results of the second SNPR structure (S-SNPR-2) specimen produced by wire electro discharge machining (WEDM) were identical to the numerical results, and the error values of force and energy absorption were 8.9% and 14.9%, respectively. The SNPR-2 obtained the higher EA value of 83 kJ, SEA value of 2.3 kJ kg<sup>−1</sup>, and bearing force value of 1050 kN, as well as the more extensive compress stroke strain value of 0.18 than S-SNPR-1. Under compression and high-velocity impact, the S-SNPR-2 structure with a relative density value of 0.57 obtained better bearing, energy absorption, and impact resistance capacities. Under low- and medium-velocity impact, the S-SNPR-2 structure with a relative density value of 0.52 obtained better bearing and impact resistance characteristics, and the S-SNPR-2 structure with a relative density value of 0.57 had better energy absorption performance. The S-SNPR-2 proposed in this paper has a good application prospect as an energy-absorbing component in coal mining supporting equipment.</p><h3>Graphical abstract</h3>\u0000<div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 8","pages":"3786 - 3814"},"PeriodicalIF":3.5,"publicationDate":"2025-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143471836","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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