ACS Materials Au最新文献

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N‑Methylquinuclidinium versus N,N‑Dimethylpiperidinium Cations on Flexible Side Chains in Anion Exchange Membranes 阴离子交换膜柔性侧链上N -甲基喹啉与N,N -二甲基哌啶离子的对比。
IF 9.1
ACS Materials Au Pub Date : 2026-01-14 Epub Date: 2025-11-03 DOI: 10.1021/acsmaterialsau.5c00168
Si Chen, Triet Nguyen Dai Luong, Patric Jannasch
{"title":"N‑Methylquinuclidinium versus N,N‑Dimethylpiperidinium Cations on Flexible Side Chains in Anion Exchange Membranes","authors":"Si Chen,&nbsp;Triet Nguyen Dai Luong,&nbsp;Patric Jannasch","doi":"10.1021/acsmaterialsau.5c00168","DOIUrl":"10.1021/acsmaterialsau.5c00168","url":null,"abstract":"<p>The conductivityand stability of anion exchange membranes(AEMs)may be significantly enhanced by attaching the cations to the polymerbackbones via flexible side chains. Here, we have tethered polydimethylfluorenewith the bicyclic “cage-like” <em>N</em>-methylquinuclidinium(PdF-Qui) and the monocyclic <em>N</em>,<em>N</em>-dimethylpiperidinium (PdF-Pip) cations, respectively, via flexibleside chains, and studied key AEM properties. Morphological investigationsrevealed efficient ion clustering in both AEMs, with OH<sup>–</sup> conductivities exceeding 120 mS cm<sup>–1</sup> at 80 °C.Alkaline stability studies showed no ionic loss or structural changesin PdF-Qui after storage in a 5 M aqueous NaOH solution at 90 °Cfor 360 h. In contrast, the benchmark PdF-Pip suffered a 7% loss underthe same conditions, primarily via Hofmann elimination. This workpresents an efficient synthetic strategy to tether <em>N</em>-methylquinuclidinium cations to polymers for AEMs combining outstandingalkaline stability, efficient ionic clustering, and high OH<sup>–</sup> conductivity.</p>","PeriodicalId":29798,"journal":{"name":"ACS Materials Au","volume":"6 1","pages":"112–118"},"PeriodicalIF":9.1,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145999163","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Emerging Vapor-Phase Growth Methods for Halide Perovskite Thin Films and Nanostructures 卤化物钙钛矿薄膜和纳米结构的气相生长新方法。
IF 9.1
ACS Materials Au Pub Date : 2026-01-14 Epub Date: 2025-12-11 DOI: 10.1021/acsmaterialsau.5c00122
Pushpender Yadav, Ajay Sah, Caitlin N. Ewald, Seokhyoung Kim
{"title":"Emerging Vapor-Phase Growth Methods for Halide Perovskite Thin Films and Nanostructures","authors":"Pushpender Yadav,&nbsp;Ajay Sah,&nbsp;Caitlin N. Ewald,&nbsp;Seokhyoung Kim","doi":"10.1021/acsmaterialsau.5c00122","DOIUrl":"10.1021/acsmaterialsau.5c00122","url":null,"abstract":"<p>Metal halide perovskites(MHPs) have emerged as a class of highlyefficient semiconductor materials, attracting widespread interestfor their potential applications in photovoltaics, light-emittingdiodes, photodetectors, and transistors. Vapor-phase techniques forperovskite synthesis represent a paradigm shift in materials processing,offering precise control over morphology, crystallinity, and composition,while enabling industry-scale manufacturing. This review highlightsadvancements in vapor-phase synthesis of MHP thin films and micro-and nanostructures, emphasizing strategies to enhance electronic andoptical properties, with structural control for next-generation deviceintegration. We introducethe fundamental principles of widely usedvapor-phase growth methods and discuss key process modifications employedto control chemical composition, crystal dimension, anisotropic growth,doping, phase purity, and substrate compatibility. We also summarizenotable device performance, underscoring the transformative potentialof vapor-phase approaches for scalable and high-performance optoelectronictechnologies with MHPs.</p>","PeriodicalId":29798,"journal":{"name":"ACS Materials Au","volume":"6 1","pages":"57–71"},"PeriodicalIF":9.1,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145999221","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Combining Breath Figures with Mussel-Inspired Chemistry: An Easy Route to Finely Tunable Microporous Functional Surfaces 结合呼吸数字与贻贝启发的化学:一个简单的路线,以精细可调的微孔功能表面。
IF 9.1
ACS Materials Au Pub Date : 2026-01-14 Epub Date: 2025-11-05 DOI: 10.1021/acsmaterialsau.5c00118
Leonardo Moscolari, Gabriele Tullii, Adriano Vignali, Erika Kozma, Francesco Galeotti
{"title":"Combining Breath Figures with Mussel-Inspired Chemistry: An Easy Route to Finely Tunable Microporous Functional Surfaces","authors":"Leonardo Moscolari,&nbsp;Gabriele Tullii,&nbsp;Adriano Vignali,&nbsp;Erika Kozma,&nbsp;Francesco Galeotti","doi":"10.1021/acsmaterialsau.5c00118","DOIUrl":"10.1021/acsmaterialsau.5c00118","url":null,"abstract":"<p>Microporous surfacesare widely explored for their potential inapplications such as sensing, catalysis, and photonics. However, achievingwell-defined and reproducible porous architectures often requirescomplex or highly optimized fabrication techniques. In this work,we present a straightforward, ultrafast and scalable method for producingfunctional microporous films by combining spin-coated breath figuresof cellulose acetate butyrate with polydopamine-assisted metallization.By systematically investigating the parameters influencing the breathfigure process, we demonstrate precise control over the porosity andthree-dimensional structure of the resulting films. The incorporationof polydopamine enables the subsequent formation of metal nanoparticles,imparting plasmonic and catalytic functionalities to the surfaces.This versatile platform offers new opportunities for the developmentof multifunctional materials tailored for advanced sensing and environmentalapplications.</p>","PeriodicalId":29798,"journal":{"name":"ACS Materials Au","volume":"6 1","pages":"154–162"},"PeriodicalIF":9.1,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145999208","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigation of Transdermal Drug Delivery and In Vivo Pharmacokinetics of Choline Ketoprofen Ionic Liquid 胆碱酮洛芬离子液体经皮给药及体内药动学研究。
IF 9.1
ACS Materials Au Pub Date : 2026-01-14 Epub Date: 2025-10-21 DOI: 10.1021/acsmaterialsau.5c00109
Yimei Tang, Rong Wang, Qian Bai, Haoyuan Wang, Tian Tian, Benquan Hu, Jian Zhang, Maofang He, Yuzhen Zhang, Suya Gao, Yun Zhang
{"title":"Investigation of Transdermal Drug Delivery and In Vivo Pharmacokinetics of Choline Ketoprofen Ionic Liquid","authors":"Yimei Tang,&nbsp;Rong Wang,&nbsp;Qian Bai,&nbsp;Haoyuan Wang,&nbsp;Tian Tian,&nbsp;Benquan Hu,&nbsp;Jian Zhang,&nbsp;Maofang He,&nbsp;Yuzhen Zhang,&nbsp;Suya Gao,&nbsp;Yun Zhang","doi":"10.1021/acsmaterialsau.5c00109","DOIUrl":"10.1021/acsmaterialsau.5c00109","url":null,"abstract":"<p>To solve the bioavailability of nonsteroidal anti-inflammatorydrugs and reduce their clinical risks, this study combined densityfunctional theory (DFT) calculations with experiments and investigatedthe mechanism of in vitro transdermal absorption of choline ketoprofengel and the pharmacokinetics of choline ketoprofen in rats. High-performanceliquid chromatography (HPLC) was used to analyze the in vitro transdermaleffect of ketoprofen in rats and the concentration of ketoprofen inthe plasma of rats, which were administered choline ketoprofen bygavage. After the transdermal treatment, the rat skin was subjectedto Hematoxylin and Eosin (H&amp;E) staining and observe changes inskin structure. The results indicate that choline ketoprofen gel issuperior to ketoprofen gel in terms of transdermal ability. Its transdermalrate is 1.4–2.2 times that of ketoprofen gel. The results showthat the interaction force between choline ketoprofen and phospholipidsis approximately 2.5 times that between ketoprofen and phospholipids,causing edema in epidermal cells and the dermis, which enlarges theintercellular space and then enhances the transdermal absorption capacityof ketoprofen. Compared with the ketoprofen suspension, the peak concentrationof ketoprofen increased from 7.708 to 39.495 mg·L<sup>–1</sup> (<em>p</em> &lt; 0.05) for ketoprofen choline, and the relativebioavailability was 479.86%. It can be seen that the drug ionic liquidpathway can improve the absorption of drugs by the body and can betterexhibit the dual functions of ionic liquids (penetration enhancers,surfactants, etc.) and drugs. These preliminary research results canlay the foundation for in-depth research on ketoprofen ionic liquidgels.</p>","PeriodicalId":29798,"journal":{"name":"ACS Materials Au","volume":"6 1","pages":"128–139"},"PeriodicalIF":9.1,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145999229","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Valorization of Blueberry Processing Byproducts for the Development of Intelligent Packaging: A Comparative Study on Biomass versus Extract Use in pH-Sensitive Films 蓝莓加工副产物在智能包装开发中的价值:生物质与提取物在ph敏感膜中的比较研究。
IF 9.1
ACS Materials Au Pub Date : 2026-01-14 Epub Date: 2025-10-27 DOI: 10.1021/acsmaterialsau.5c00150
Milica Arizanova, Elena Velickova, Darko Dimitrovski, Danila Merino
{"title":"Valorization of Blueberry Processing Byproducts for the Development of Intelligent Packaging: A Comparative Study on Biomass versus Extract Use in pH-Sensitive Films","authors":"Milica Arizanova,&nbsp;Elena Velickova,&nbsp;Darko Dimitrovski,&nbsp;Danila Merino","doi":"10.1021/acsmaterialsau.5c00150","DOIUrl":"10.1021/acsmaterialsau.5c00150","url":null,"abstract":"<p>The simultaneous challenges of plastic pollution andfood wastecall for sustainable materials that valorize agro-industrial residues.In this study, multifunctional chitosan-based films were developedby incorporating up to 30 wt % of mildly hydrolyzed blueberry pomace(BBP), a juice industry byproduct rich in anthocyanins and fibers.Unlike conventional approaches that rely on anthocyanin extracts,our full-biomass strategy integrates both soluble and insoluble pomacefractions directly into the chitosan matrix and benchmarks these againstextract-only controls. The resulting films exhibited enhanced opacity,UV-blocking ability, and strong pH-responsive color changes<span></span>attributescritical for intelligent food packaging. FTIR and SEM analyses confirmedstrong interactions between BBP and chitosan, while mechanical testsrevealed increased flexibility and moderate reinforcement from BBPfibers. Although both BBP and extract additions slightly reduced thermalstability and increased water solubility, they did not compromisebarrier properties; BBP-loaded films maintained water vapor permeability,while extract-loaded films showed a minor increase. Importantly, BBP-containingfilms showed superior pH responsiveness and sustained antioxidantrelease over time, highlighting their multifunctionality. This workdemonstrates a scalable, zero-waste packaging strategy aligned withcircular economy principles through the upcycling of crustacean shellwaste and fruit pomace into high-performance smart films.</p>","PeriodicalId":29798,"journal":{"name":"ACS Materials Au","volume":"6 1","pages":"202–212"},"PeriodicalIF":9.1,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145999196","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Molecular Modeling-Based Machine Learning for Accurate Prediction of Gas Diffusivity and Permeability in Metal–Organic Frameworks 基于分子模型的机器学习精确预测金属-有机框架中气体的扩散率和渗透率。
IF 9.1
ACS Materials Au Pub Date : 2026-01-14 Epub Date: 2025-11-12 DOI: 10.1021/acsmaterialsau.5c00111
Pelin Sezgin, Feride Neva Yüngül, Beste Naz Karaca, Hasan Can Gulbalkan, Seda Keskin
{"title":"Molecular Modeling-Based Machine Learning for Accurate Prediction of Gas Diffusivity and Permeability in Metal–Organic Frameworks","authors":"Pelin Sezgin,&nbsp;Feride Neva Yüngül,&nbsp;Beste Naz Karaca,&nbsp;Hasan Can Gulbalkan,&nbsp;Seda Keskin","doi":"10.1021/acsmaterialsau.5c00111","DOIUrl":"10.1021/acsmaterialsau.5c00111","url":null,"abstract":"<p>Gas diffusion determines the performance of metal–organicframeworks (MOFs) in various practical applications, including membrane-basedseparations, yet its experimental measurement is challenging. We presentedan efficient computational framework that integrates high-fidelitymolecular dynamics (MD) simulations with machine learning (ML) topredict the diffusivities of CO<sub>2</sub>, N<sub>2</sub>, O<sub>2</sub>, CH<sub>4</sub>, and H<sub>2</sub> in &gt;18,000 synthesizedand hypothetical MOFs. ML models trained on MD data accurately predictedgas diffusivities of any given MOF within minutes using only easilyaccessible structural and guest-related properties. We provided aninteractive, user-friendly web interface for predicting diffusivitiesof MOFs to facilitate material selection. Leveraging ML-predicteddiffusivities, we evaluated membrane-based gas separation performancesof all MOFs for seven industrially important separations: CO<sub>2</sub>/N<sub>2</sub>, CO<sub>2</sub>/CH<sub>4</sub>, N<sub>2</sub>/CH<sub>4</sub>, H<sub>2</sub>/CO<sub>2</sub>, H<sub>2</sub>/CH<sub>4</sub>, H<sub>2</sub>/N<sub>2</sub>, and O<sub>2</sub>/N<sub>2</sub>. Thebest MOF membranes offering high selectivity and permeability wereidentified and analyzed by using molecular fingerprinting to revealthe critical chemical properties for designing next-generation MOFs.</p>","PeriodicalId":29798,"journal":{"name":"ACS Materials Au","volume":"6 1","pages":"140–153"},"PeriodicalIF":9.1,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145999273","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Structure and Sulfur: Tuning the Viscoelastic and Surface Properties of Natural Keratin Fibers 结构和硫:调节天然角蛋白纤维的粘弹性和表面特性。
IF 9.1
ACS Materials Au Pub Date : 2026-01-14 Epub Date: 2025-10-30 DOI: 10.1021/acsmaterialsau.5c00130
Caterina Czibula, Jana B. Schaubeder, Glen J. Smales, Julia B. Chatterjee, Natalie C. Fisher, Deborah S. Silverstein, Michael Thoman, Kayla T. Ghezzi, Jeffrey J. Richards, Cécile A. C. Chazot
{"title":"Structure and Sulfur: Tuning the Viscoelastic and Surface Properties of Natural Keratin Fibers","authors":"Caterina Czibula,&nbsp;Jana B. Schaubeder,&nbsp;Glen J. Smales,&nbsp;Julia B. Chatterjee,&nbsp;Natalie C. Fisher,&nbsp;Deborah S. Silverstein,&nbsp;Michael Thoman,&nbsp;Kayla T. Ghezzi,&nbsp;Jeffrey J. Richards,&nbsp;Cécile A. C. Chazot","doi":"10.1021/acsmaterialsau.5c00130","DOIUrl":"10.1021/acsmaterialsau.5c00130","url":null,"abstract":"<p>Naturalkeratin fibers,such as wool, possess a complex hierarchicalstructure that governs their mechanical properties and surface energy.However, the extent to which these characteristics are influencedby combined contributions of structural variations (e.g., fiber diameter,intermediate filament (IF) packing) and chemical composition (e.g.,disulfide bond density) remains poorly understood. In this study,we investigate wool fibers from five sheep breeds (Merino, Polwarth,Cheviot, Eider, and Devon) to elucidate how these factors influenceviscoelasticity and surface interactions. Using a multimodal approachintegrating interfacial and bulk characterization methods, includinginverse gas chromatography (IGC), atomic force microscopy-infraredspectroscopy (AFM-IR), X-ray photoelectron spectroscopy (XPS), uniaxialtensile testing, and synchrotron small-angle X-ray scattering (SAXS),we show that the nanometer-thick 18-methyleicosanoic acid (18-MEA)layer is consistently present across all wool types and plays a keyrole in governing hydrophobicity and surface heterogeneity. A controlledisothermal treatment at 200 °C, designed to cleave disulfidebonds, results in a nearly 40% reduction in specific surface areaacross all fiber types, accompanied by a significant decrease in tensilestrength and 80% reduction in elongation at break for Merino and Devonwool, but limited influence on the mechanical properties of Eiderfibers. Furthermore, rate-dependent tensile testing within the elasticregime reveals distinct viscoelastic responses among the fiber types,suggesting that the sulfur-rich protein matrix surrounding IFs andits structure contribute actively to stress partitioning. Altogether,when combined with conclusions from SAXS measurements of IF spacing,our work offers compelling insights into the role of the keratin-associatedprotein (KAP) matrix in shaping wool fiber mechanics. Differencesin mechanical behavior among wool types, despite similar IF spacingor sulfur content, highlight the importance of matrix compositionand cross-linking density, suggesting that the molecular architectureof the KAP network may be a dominant factor in determining fiber performance.</p>","PeriodicalId":29798,"journal":{"name":"ACS Materials Au","volume":"6 1","pages":"163–176"},"PeriodicalIF":9.1,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145999188","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Accelerated Discovery of Cost-Effective Photoabsorber Materials for Near-Infrared (λ = 1600 nm) Photodetector Applications 加速发现用于近红外(λ = 1600 nm)光电探测器的具有成本效益的光吸收材料。
IF 9.1
ACS Materials Au Pub Date : 2026-01-14 Epub Date: 2025-10-20 DOI: 10.1021/acsmaterialsau.5c00100
Wayne Zhao, Ruo Xi Yang, Aaron D. Kaplan, Kristin A. Persson
{"title":"Accelerated Discovery of Cost-Effective Photoabsorber Materials for Near-Infrared (λ = 1600 nm) Photodetector Applications","authors":"Wayne Zhao,&nbsp;Ruo Xi Yang,&nbsp;Aaron D. Kaplan,&nbsp;Kristin A. Persson","doi":"10.1021/acsmaterialsau.5c00100","DOIUrl":"10.1021/acsmaterialsau.5c00100","url":null,"abstract":"<p>Current infrared sensing devices are based on costlymaterialswith relatively few viable alternatives known. To identify promisingcandidate materials for infrared photodetection, we have developeda high-throughput screening methodology based on high-accuracy r<sup>2</sup>SCAN and HSE calculations in density functional theory. Usingthis method, we identify ten already synthesized materials betweenthe inverse perovskite family, the barium silver pnictide family,the alkaline pnictide family, and ZnSnAs<sub>2</sub> as top candidates.Among these, ZnSnAs<sub>2</sub> emerges as the most promising candidatedue to its experimentally verified band gap of 0.74 eV at 0 K andits cost-effective synthesis through Bridgman growth. BaAgP also showspotential with an HSE-calculated band gap of 0.64 eV, although furtherexperimental validation is required. Lastly, we discover an additionalmaterial, Ca<sub>3</sub>BiP, which has not been previously synthesized,but exhibits a promising optical spectra and a band gap of 0.56 eV.The method applied in this work is sufficiently general to screenwider bandgap materials in high-throughput and now extended to narrow-bandgap materials.</p>","PeriodicalId":29798,"journal":{"name":"ACS Materials Au","volume":"6 1","pages":"119–127"},"PeriodicalIF":9.1,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145999113","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Historical Data Mining Deep Dive into Machine Learning-Aided 2D Materials Research in Electrochemical Applications 深入探讨机器学习辅助二维材料在电化学应用中的研究。
IF 9.1
ACS Materials Au Pub Date : 2026-01-14 Epub Date: 2025-06-23 DOI: 10.1021/acsmaterialsau.5c00030
Krittapong Deshsorn, Panwad Chavalekvirat, Somrudee Deepaisarn, Ho-Chiao Chuang, Pawin Iamprasertkun
{"title":"Historical Data Mining Deep Dive into Machine Learning-Aided 2D Materials Research in Electrochemical Applications","authors":"Krittapong Deshsorn,&nbsp;Panwad Chavalekvirat,&nbsp;Somrudee Deepaisarn,&nbsp;Ho-Chiao Chuang,&nbsp;Pawin Iamprasertkun","doi":"10.1021/acsmaterialsau.5c00030","DOIUrl":"10.1021/acsmaterialsau.5c00030","url":null,"abstract":"<p>Machine learning transforms the landscape of 2D materialsdesign,particularly in accelerating discovery, optimization, and screeningprocesses. This review has delved into the historical and ongoingintegration of machine learning in 2D materials for electrochemicalenergy applications, using the Knowledge Discovery in Databases (KDD)approach to guide the research through data mining from the Scopusdatabase using analysis of citations, keywords, and trends. The topicswill first focus on a “macro” scope, where hundredsof literature reports are computer analyzed for key insights, suchas year analysis, publication origin, and word co-occurrence usingheat maps and network graphs. Afterward, the focus will be narroweddown into a more specific “micro” scope obtained fromthe “macro” overview, which is intended to dive deepinto machine learning usage. From the gathered insights, this workhighlights how machine learning, density functional theory (DFT),and traditional experimentation are jointly advancing the field ofmaterials science. Overall, the resulting review offers a comprehensiveanalysis, touching on essential applications such as batteries, fuelcells, supercapacitors, and synthesis processes while showcasing machinelearning techniques that enhance the identification of critical materialproperties.</p>","PeriodicalId":29798,"journal":{"name":"ACS Materials Au","volume":"6 1","pages":"28–56"},"PeriodicalIF":9.1,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145999216","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ratiometric Mechano-Fluorescent Elastomers Dually Promoted via Effective Force-Triggered Radicals and Preeminent Toughnesses/Stretchabilities by Unconventional Shuttling Dimensions of Tetraphenylethylene-Suspended [c2] Daisy Chain Rotaxanes 四苯乙烯悬吊菊花链轮烷的非常规穿梭尺寸和有效触发自由基促进的比例机械荧光弹性体[2]。
IF 9.1
ACS Materials Au Pub Date : 2026-01-14 Epub Date: 2025-11-04 DOI: 10.1021/acsmaterialsau.5c00182
Tu Thi Kim Cuc, Ting-Chi Wu, Pham Quoc Nhien, Trang Manh Khang, Shunmuga Nathan Shunmuga Nainar, Bui Thi Buu Hue, Wei-Tsung Chuang, Hsiu-Hui Chen, Michal Kohout, Hong-Cheu Lin
{"title":"Ratiometric Mechano-Fluorescent Elastomers Dually Promoted via Effective Force-Triggered Radicals and Preeminent Toughnesses/Stretchabilities by Unconventional Shuttling Dimensions of Tetraphenylethylene-Suspended [c2] Daisy Chain Rotaxanes","authors":"Tu Thi Kim Cuc,&nbsp;Ting-Chi Wu,&nbsp;Pham Quoc Nhien,&nbsp;Trang Manh Khang,&nbsp;Shunmuga Nathan Shunmuga Nainar,&nbsp;Bui Thi Buu Hue,&nbsp;Wei-Tsung Chuang,&nbsp;Hsiu-Hui Chen,&nbsp;Michal Kohout,&nbsp;Hong-Cheu Lin","doi":"10.1021/acsmaterialsau.5c00182","DOIUrl":"10.1021/acsmaterialsau.5c00182","url":null,"abstract":"<p>Innovative radical-type mechano-fluorescent polyurethane(PU) elastomerswere developed by integrating axle- and macrocycle-exerted force modesof tetraphenylethylene (TPE)-functionalized daisy chain rotaxaneswith expanded/contracted conformations into polymer matrices, revealingdistinct mechanical and optical performances under external tensileforces. Surprisingly, the designed PU films containing negligibleamounts (0.02% molar ratio of all monomers) of daisy chain structureswith unconventional shuttling dimensions (as artificial molecularmuscle tougheners) exhibited ultrastretchable capabilities and preeminenttoughnesses, possessing a record-high toughness of 1363 MJ/m<sup>3</sup> at the strain rate of 20 mm/s, approximately 6.3 times tougher thanthe standard PU films, along with a significant loading weight ratioof 150,000. Additionally, appealing ratiometric fluorescent responsesbetween blue-emissive TPE stoppers and yellow-emissive diarylacetonitrileradical species could be detected in PU films by stretching due tothe introduction of TPE-based daisy chain rotaxanes into mechano-fluorophoricPU skeletons, enabling reversible dual fluorescent switching duringtensile loading and unloading processes. Remarkably, notable shapememory and reversible ratiometric fluorescence behaviors of syntheticdaisy chain-grafted PU films could be accessible by thermal treatments,indicating probable applications of mechanically interlocked molecule-functionalizedPU films with splendid mechanical and optical features for designingstimuli-responsive smart materials.</p>","PeriodicalId":29798,"journal":{"name":"ACS Materials Au","volume":"6 1","pages":"222–235"},"PeriodicalIF":9.1,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145999224","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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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