Pub Date : 2025-11-10DOI: 10.1021/acsmaterialslett.5c01003
Fernando Ordonez Morales, , , Prabana Jetty, , , Seongchan Kim, , , Somnath S. Kundale, , , Windy Ayu Lestari, , , Jaeyoung Seo, , , Namyoung Gwak, , , Hee-Soo Kim*, , , Sang Yong Nam*, , , Nuri Oh*, , and , Jun Hong Park*,
As an emerging artificial synapse for emulating the human brain, the memristor is promising owing to its excellent ability to mimic synaptic functions. In this work, we report an analogue memristor based on a composite of hydrothermally oxidized Ti3C2Tx MXene and ligand-exchanged ZrO2 quantum dots (QDs), synthesized via a solution-based method using DMF at a 1:2 weight ratio. The resulting Ag/oxidized MXene-ZrO2 QDs/FTO (fluorine-doped tin oxide) memristor exhibits a transition from digital to analogue resistive switching (RS) due to the integration of the ZrO2 QDs. It supports 18 linearly modulated conductance levels, enabling multilevel memory storage beyond 4 bits. Its reliable and reconfigurable switching behavior supports synaptic weight modulation and image recognition tasks in an artificial neural network. The synergistic interaction between oxidized MXene and ZrO2 QDs in the composite enables low-power operational analogue memristors with tunable synaptic plasticity, making it suitable for next-generation neuromorphic computing devices.
{"title":"Modulating Synaptic Plasticity of Analogue Memristor Based on Oxidized MXene Composited with ZrO2 Quantum Dots","authors":"Fernando Ordonez Morales, , , Prabana Jetty, , , Seongchan Kim, , , Somnath S. Kundale, , , Windy Ayu Lestari, , , Jaeyoung Seo, , , Namyoung Gwak, , , Hee-Soo Kim*, , , Sang Yong Nam*, , , Nuri Oh*, , and , Jun Hong Park*, ","doi":"10.1021/acsmaterialslett.5c01003","DOIUrl":"https://doi.org/10.1021/acsmaterialslett.5c01003","url":null,"abstract":"<p >As an emerging artificial synapse for emulating the human brain, the memristor is promising owing to its excellent ability to mimic synaptic functions. In this work, we report an analogue memristor based on a composite of hydrothermally oxidized Ti<sub>3</sub>C<sub>2</sub>T<sub><i>x</i></sub> MXene and ligand-exchanged ZrO<sub>2</sub> quantum dots (QDs), synthesized via a solution-based method using DMF at a 1:2 weight ratio. The resulting Ag/oxidized MXene-ZrO<sub>2</sub> QDs/FTO (fluorine-doped tin oxide) memristor exhibits a transition from digital to analogue resistive switching (RS) due to the integration of the ZrO<sub>2</sub> QDs. It supports 18 linearly modulated conductance levels, enabling multilevel memory storage beyond 4 bits. Its reliable and reconfigurable switching behavior supports synaptic weight modulation and image recognition tasks in an artificial neural network. The synergistic interaction between oxidized MXene and ZrO<sub>2</sub> QDs in the composite enables low-power operational analogue memristors with tunable synaptic plasticity, making it suitable for next-generation neuromorphic computing devices.</p>","PeriodicalId":19,"journal":{"name":"ACS Materials Letters","volume":"7 12","pages":"3997–4004"},"PeriodicalIF":8.7,"publicationDate":"2025-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619864","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-10DOI: 10.1021/acsmaterialslett.5c01338
Jeongki Kim, , , Ce Liang, , and , Jaehyung Yu*,
Polycrystalline two-dimensional (2D) materials yield in-plane strain inhomogeneity due to the residual mismatch accumulated from stitching misoriented grains. Since optoelectronic properties of 2D materials are sensitive to the in-plane strain, characterizing and controlling this strain landscape is key to wafer-scale uniformity. Here, we introduce a polymer-assisted thermal relaxation process that reduces in-plane strain inhomogeneity in polycrystalline monolayer MoS2 films. By heating the polymer substrate above its glass-transition temperature, the MoS2 films on the polymer substrate spontaneously form three-dimensional wrinkles and relieve their strain inhomogeneity. A Raman spectroscopy-based metric is proposed to quantify the strain inhomogeneity in the films across various grain sizes. Finally, we demonstrate that incorporating thermal relaxation into a conventional dry-transfer process reduces strain inhomogeneity by up to 50% relative to as-grown films. This work provides a practical approach to characterize and mitigate strain inhomogeneity in polycrystalline TMDs, enabling homogeneous, wafer-scale 2D films.
{"title":"Mitigating Strain Inhomogeneity in Polycrystalline Molybdenum Disulfide Films via Thermal Relaxation of Polymer Substrates","authors":"Jeongki Kim, , , Ce Liang, , and , Jaehyung Yu*, ","doi":"10.1021/acsmaterialslett.5c01338","DOIUrl":"https://doi.org/10.1021/acsmaterialslett.5c01338","url":null,"abstract":"<p >Polycrystalline two-dimensional (2D) materials yield in-plane strain inhomogeneity due to the residual mismatch accumulated from stitching misoriented grains. Since optoelectronic properties of 2D materials are sensitive to the in-plane strain, characterizing and controlling this strain landscape is key to wafer-scale uniformity. Here, we introduce a polymer-assisted thermal relaxation process that reduces in-plane strain inhomogeneity in polycrystalline monolayer MoS<sub>2</sub> films. By heating the polymer substrate above its glass-transition temperature, the MoS<sub>2</sub> films on the polymer substrate spontaneously form three-dimensional wrinkles and relieve their strain inhomogeneity. A Raman spectroscopy-based metric is proposed to quantify the strain inhomogeneity in the films across various grain sizes. Finally, we demonstrate that incorporating thermal relaxation into a conventional dry-transfer process reduces strain inhomogeneity by up to 50% relative to as-grown films. This work provides a practical approach to characterize and mitigate strain inhomogeneity in polycrystalline TMDs, enabling homogeneous, wafer-scale 2D films.</p>","PeriodicalId":19,"journal":{"name":"ACS Materials Letters","volume":"7 12","pages":"3982–3987"},"PeriodicalIF":8.7,"publicationDate":"2025-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619863","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Self-trapped exciton (STEs)-driven emission has made zero-dimensional (0D) halide perovskites unique and promising for light-emitting technologies. Strain engineering modulates STEs and shows a unique sharp modulation of emission properties at a particular range of external pressure in 0D all-inorganic perovskites. Using state-of-the-art first-principle calculations on A4BX6 perovskites, we have unveiled the structural origin of this observation. We find that, at a critical pressure range, STE get a sharp stabilization due to the [BX6]4– octahedral twisting and the concomitant emergence of strong halogen–halogen noncovalent interaction between the neighboring octahedra, resulting the formation of axially elongated and equatorially compressed [BX6]4– octahedra, making ns2 lone-pair stereochemically active and facilitating higher extent of electron–hole overlap, resulting in the formation of highly stable well-defined STE. This study offers a comprehensive understanding of strain-induced optoelectronic modulation in 0D perovskites and unveils the origin of the experimental observations on emission enhancement at a critical range of pressure.
{"title":"Halogen–Halogen Noncovalent Bond Formation Determines the Pressure-Dependent Unique Emission Behavior in Zero-Dimensional Halide Perovskites","authors":"Dhritismita Sarma, , , Anand Sharma, , and , Arup Mahata*, ","doi":"10.1021/acsmaterialslett.5c01199","DOIUrl":"https://doi.org/10.1021/acsmaterialslett.5c01199","url":null,"abstract":"<p >Self-trapped exciton (STEs)-driven emission has made zero-dimensional (0D) halide perovskites unique and promising for light-emitting technologies. Strain engineering modulates STEs and shows a unique sharp modulation of emission properties at a particular range of external pressure in 0D all-inorganic perovskites. Using state-of-the-art first-principle calculations on A<sub>4</sub>BX<sub>6</sub> perovskites, we have unveiled the structural origin of this observation. We find that, at a critical pressure range, STE get a sharp stabilization due to the [BX<sub>6</sub>]<sup>4–</sup> octahedral twisting and the concomitant emergence of strong halogen–halogen noncovalent interaction between the neighboring octahedra, resulting the formation of axially elongated and equatorially compressed [BX<sub>6</sub>]<sup>4–</sup> octahedra, making ns<sup>2</sup> lone-pair stereochemically active and facilitating higher extent of electron–hole overlap, resulting in the formation of highly stable well-defined STE. This study offers a comprehensive understanding of strain-induced optoelectronic modulation in 0D perovskites and unveils the origin of the experimental observations on emission enhancement at a critical range of pressure.</p>","PeriodicalId":19,"journal":{"name":"ACS Materials Letters","volume":"7 12","pages":"3988–3996"},"PeriodicalIF":8.7,"publicationDate":"2025-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
RNAs and DNAs with identical sequences often adopt distinct structures. To understand the connection between RNA and DNA structures of an identical sequence, we used the RNA square as an experimental model to study the structural transformation from RNAs to DNAs. Interestingly, we found that the RNA square can transform into a mixture of square and triangle by gradually replacing RNA with DNA nucleotides and finally transform into a DNA triangle by total DNA nucleotide replacement. The oxDNA simulation results reveal that the RNA–DNA hybrid square becomes destabilized, while a hybrid triangle emerges. Further, by reducing the loop length of the DNA motif, it could assemble into triangles, squares, or pentagons with sufficient flexibility, similar to the RNA ones. Our experimental results have demonstrated the different self-assembly pathways of RNA and DNA with the same sequence, which provides a homoassembly strategy for studying the structural transformation from RNAs to DNAs.
{"title":"Homooligomeric Nanostructure Transition from RNAs to DNAs","authors":"Hongfei He, , , Simeng Ji, , , Xiaoqiu Zheng, , , Yilin Wang, , , Yuanqin Luo, , , Yan Zhou, , , Tingyu Zhu, , , Yuchuan Zhou, , , Meiling Fei, , , Ting Zhao, , , Qiuyu Liao, , , Huan Xu*, , , Lin Xiao*, , and , Jiazhen Lyu*, ","doi":"10.1021/acsmaterialslett.5c01232","DOIUrl":"https://doi.org/10.1021/acsmaterialslett.5c01232","url":null,"abstract":"<p >RNAs and DNAs with identical sequences often adopt distinct structures. To understand the connection between RNA and DNA structures of an identical sequence, we used the RNA square as an experimental model to study the structural transformation from RNAs to DNAs. Interestingly, we found that the RNA square can transform into a mixture of square and triangle by gradually replacing RNA with DNA nucleotides and finally transform into a DNA triangle by total DNA nucleotide replacement. The oxDNA simulation results reveal that the RNA–DNA hybrid square becomes destabilized, while a hybrid triangle emerges. Further, by reducing the loop length of the DNA motif, it could assemble into triangles, squares, or pentagons with sufficient flexibility, similar to the RNA ones. Our experimental results have demonstrated the different self-assembly pathways of RNA and DNA with the same sequence, which provides a homoassembly strategy for studying the structural transformation from RNAs to DNAs.</p>","PeriodicalId":19,"journal":{"name":"ACS Materials Letters","volume":"7 12","pages":"3974–3981"},"PeriodicalIF":8.7,"publicationDate":"2025-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619870","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Electrochemically integrated carbon capture and utilization (eICCU) couples carbon capture with electrolysis to convert captured CO2 directly into feedstocks, avoiding thermal regeneration, compression, and gas purification. This integration can raise carbon, energy, and system efficiencies, yet progress is limited by an incomplete mechanistic insight, the absence of absorbent selection rules, and a lack of catalyst design principles. This review clarifies these gaps and outlines a framework to accelerate the field. We (i) define eICCU and benchmark it against sequential capture-then-electrolysis routes; (ii) catalog milestones across absorbent classes─amines, hydroxides, and amino acid salts─and distill criteria for optimal selection and blend design; (iii) assess emerging catalyst families, highlighting speciation-aware optimization and priorities for multicarbon products; and (iv) discuss system architecture from absorber to electrolyzer and product separation. Addressing these elements positions eICCU to enable lower-energy carbon mitigation and on-site sustainable feedstock production within a circular carbon economy.
{"title":"Electrochemically Integrated Carbon Capture and Utilization","authors":"Yiwen Zhong, , , Zhi Zheng, , , Derek Hao, , , Huanyu Jin, , , Xiaobo Zheng, , , Yitong Li, , , Hai Yu*, , , Baohua Jia, , , Tianyi Ma*, , and , Peng Li*, ","doi":"10.1021/acsmaterialslett.5c01172","DOIUrl":"https://doi.org/10.1021/acsmaterialslett.5c01172","url":null,"abstract":"<p >Electrochemically integrated carbon capture and utilization (eICCU) couples carbon capture with electrolysis to convert captured CO<sub>2</sub> directly into feedstocks, avoiding thermal regeneration, compression, and gas purification. This integration can raise carbon, energy, and system efficiencies, yet progress is limited by an incomplete mechanistic insight, the absence of absorbent selection rules, and a lack of catalyst design principles. This review clarifies these gaps and outlines a framework to accelerate the field. We (i) define eICCU and benchmark it against sequential capture-then-electrolysis routes; (ii) catalog milestones across absorbent classes─amines, hydroxides, and amino acid salts─and distill criteria for optimal selection and blend design; (iii) assess emerging catalyst families, highlighting speciation-aware optimization and priorities for multicarbon products; and (iv) discuss system architecture from absorber to electrolyzer and product separation. Addressing these elements positions eICCU to enable lower-energy carbon mitigation and on-site sustainable feedstock production within a circular carbon economy.</p>","PeriodicalId":19,"journal":{"name":"ACS Materials Letters","volume":"7 12","pages":"3952–3973"},"PeriodicalIF":8.7,"publicationDate":"2025-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619869","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Salt hydrates are a promising thermochemical energy storage medium that stores heat through the reversible uptake (hydration) and release (dehydration) of water vapor. Our study deploys operando neutron imaging to investigate salt hydrate performance with high spatial resolution (42 μm pixels). For flow over a packed bed with diffusion-driven transport, measurements reveal the formation of a solid diffusion layer due to particle swelling for the pure SrBr2 salt. In contrast, the SrBr2–vermiculite composite exhibits significantly less swelling and more than a 2-fold increase in the apparent water vapor diffusivity. For axial flow through a packed bed, neutron imaging confirms theoretically predicted transitions from a moving reaction front to a homogeneous profile with an increase in humid air flow rate. Our study establishes neutron imaging as a powerful technique to advance fundamental understanding of thermochemical systems and help guide composite material design.
{"title":"Operando Neutron Imaging of Reaction Extent and Particle Swelling Informs Limiting Factors for Salt Hydrate Thermochemical Energy Storage","authors":"Bryan Kinzer*, , , Jean-Christophe Bilheux, , , Erik Stringfellow, , , Arijit Jatkar, , , Matthew McMullen, , , Hegang Zhi, , , Jing Tang, , , Yuxuan Zhang*, , and , Rohini Bala Chandran*, ","doi":"10.1021/acsmaterialslett.5c00986","DOIUrl":"https://doi.org/10.1021/acsmaterialslett.5c00986","url":null,"abstract":"<p >Salt hydrates are a promising thermochemical energy storage medium that stores heat through the reversible uptake (hydration) and release (dehydration) of water vapor. Our study deploys <i>operando</i> neutron imaging to investigate salt hydrate performance with high spatial resolution (42 μm pixels). For flow over a packed bed with diffusion-driven transport, measurements reveal the formation of a solid diffusion layer due to particle swelling for the pure SrBr<sub>2</sub> salt. In contrast, the SrBr<sub>2</sub>–vermiculite composite exhibits significantly less swelling and more than a 2-fold increase in the apparent water vapor diffusivity. For axial flow through a packed bed, neutron imaging confirms theoretically predicted transitions from a moving reaction front to a homogeneous profile with an increase in humid air flow rate. Our study establishes neutron imaging as a powerful technique to advance fundamental understanding of thermochemical systems and help guide composite material design.</p>","PeriodicalId":19,"journal":{"name":"ACS Materials Letters","volume":"7 12","pages":"3936–3942"},"PeriodicalIF":8.7,"publicationDate":"2025-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619857","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Programmability is essential for magnetic microrobots to achieve adaptive and multifunctional behaviors. However, most existing systems lack reconfigurability after deployment. Here, we present a reprogrammable microrobot platform based on nickel nanowires of distinct diameters embedded in SU-8, leveraging the difference in their coercivities to enable in situ magnetization switching. A fast, purely magnetic reprogramming strategy is developed, allowing the selective reversal of magnetization states without thermal or structural changes. We systematically explore the effects of ramp time, magnetic field strength, and microrobot geometry on reprogramming success and demonstrate six distinct deformation and locomotion modes in a multisegment robot. The scalable UV photolithography-based fabrication process ensures a high yield and design flexibility. This work provides a generalizable and efficient approach toward reprogrammable microrobotic systems with potential for future applications in dynamic environments such as biomedical actuation or soft robotic manipulation.
{"title":"In Situ Reprogrammable Magnetic Microrobots","authors":"Guohonghao Zeng, , , Hemin Pan, , , Maxim A. Kurochkin, , , Yang Zong, , , Songyu Xiong, , , Jinbo Yang, , , Minjie Xi, , , Yu Mei, , , Yongfeng Mei, , , Xiang-zhong Chen*, , and , Jizhai Cui*, ","doi":"10.1021/acsmaterialslett.5c01084","DOIUrl":"https://doi.org/10.1021/acsmaterialslett.5c01084","url":null,"abstract":"<p >Programmability is essential for magnetic microrobots to achieve adaptive and multifunctional behaviors. However, most existing systems lack reconfigurability after deployment. Here, we present a reprogrammable microrobot platform based on nickel nanowires of distinct diameters embedded in SU-8, leveraging the difference in their coercivities to enable <i>in situ</i> magnetization switching. A fast, purely magnetic reprogramming strategy is developed, allowing the selective reversal of magnetization states without thermal or structural changes. We systematically explore the effects of ramp time, magnetic field strength, and microrobot geometry on reprogramming success and demonstrate six distinct deformation and locomotion modes in a multisegment robot. The scalable UV photolithography-based fabrication process ensures a high yield and design flexibility. This work provides a generalizable and efficient approach toward reprogrammable microrobotic systems with potential for future applications in dynamic environments such as biomedical actuation or soft robotic manipulation.</p>","PeriodicalId":19,"journal":{"name":"ACS Materials Letters","volume":"7 12","pages":"3943–3951"},"PeriodicalIF":8.7,"publicationDate":"2025-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619858","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Anisotropy has been extensively harnessed in heat control, energy harvesting, and light–matter interaction (LMI) systems. As a renowned LMI compound, the LMI anisotropy of TiO2 has so far remained elusive. Leveraging the highlight anisotropy characters in the 2D crystal, here, we revealed an LMI anisotropy feature of the (110) plane in rutile-TiO2 single crystal. The photoelectricity exhibits notably anisotropy, where a significantly higher current response is observed along the y-axis direction. The light absorption and irradiation enhancements have been reflected in Raman intensity variations, indicating a stronger atomic vibration significantly modulates the electron density wave function along y-axis, leading to an increase of hot electrons incoherent transport. Meanwhile, electron–phonon scattering intensifies due to the coupling between low-effective-mass electrons. Thereby, hot electrons preferentially transport along the y-axis rather than the x-axis, ultimately leading to an LMI anisotropy. Our investigation provides an intriguing insight for potential optimization in broadly light–matter reactions.
{"title":"Anisotropic Light–Matter Interaction in TiO2","authors":"Xinyi Hu, , , Yange Luan, , , Haiping Lin, , , Xiao Sun, , , Li Li, , , Mingsheng Ma, , , Zhifu Liu, , , Junfang Zhao, , , Xing Fan*, , , Jian Zhen Ou*, , , Liguo Chen*, , and , Guan Yu Chen*, ","doi":"10.1021/acsmaterialslett.5c00807","DOIUrl":"https://doi.org/10.1021/acsmaterialslett.5c00807","url":null,"abstract":"<p >Anisotropy has been extensively harnessed in heat control, energy harvesting, and light–matter interaction (LMI) systems. As a renowned LMI compound, the LMI anisotropy of TiO<sub>2</sub> has so far remained elusive. Leveraging the highlight anisotropy characters in the 2D crystal, here, we revealed an LMI anisotropy feature of the (110) plane in rutile-TiO<sub>2</sub> single crystal. The photoelectricity exhibits notably anisotropy, where a significantly higher current response is observed along the <i>y</i>-axis direction. The light absorption and irradiation enhancements have been reflected in Raman intensity variations, indicating a stronger atomic vibration significantly modulates the electron density wave function along <i>y</i>-axis, leading to an increase of hot electrons incoherent transport. Meanwhile, electron–phonon scattering intensifies due to the coupling between low-effective-mass electrons. Thereby, hot electrons preferentially transport along the <i>y</i>-axis rather than the <i>x</i>-axis, ultimately leading to an LMI anisotropy. Our investigation provides an intriguing insight for potential optimization in broadly light–matter reactions.</p>","PeriodicalId":19,"journal":{"name":"ACS Materials Letters","volume":"7 12","pages":"3928–3935"},"PeriodicalIF":8.7,"publicationDate":"2025-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619868","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-06DOI: 10.1021/acsmaterialslett.5c00957
Masayuki Okada, , , Wenrui Zhu, , , Yoshifumi Amamoto, , and , Jun Kikuchi*,
Hydrogels offer promising solutions across various fields. However, understanding complex behaviors like swelling and ligand interaction requires multiperspective data, from functional groups to molecular dynamics. Single-perspective analyses often fall short, especially when ligand-induced selective adsorption occurs. This study presents a data-driven approach integrating TD-NMR, 1H–15N HSQC, 1H–13C HNCO with isotope-labeled peptides, RDKit descriptors, and DSC data. Using symbolic regression, we derived highly accurate, interpretable equations (e.g., swelling ratio accuracy = 1.0 on test set). This methodology reveals fundamental hydrogel mechanisms and provides a framework for rational design.
{"title":"Data-Driven Formulation Based on Integrated Symbolic Regression of Hydrogel Swelling and Molecular Interactions","authors":"Masayuki Okada, , , Wenrui Zhu, , , Yoshifumi Amamoto, , and , Jun Kikuchi*, ","doi":"10.1021/acsmaterialslett.5c00957","DOIUrl":"https://doi.org/10.1021/acsmaterialslett.5c00957","url":null,"abstract":"<p >Hydrogels offer promising solutions across various fields. However, understanding complex behaviors like swelling and ligand interaction requires multiperspective data, from functional groups to molecular dynamics. Single-perspective analyses often fall short, especially when ligand-induced selective adsorption occurs. This study presents a data-driven approach integrating TD-NMR, <sup>1</sup>H–<sup>15</sup>N HSQC, <sup>1</sup>H–<sup>13</sup>C HNCO with isotope-labeled peptides, RDKit descriptors, and DSC data. Using symbolic regression, we derived highly accurate, interpretable equations (e.g., swelling ratio accuracy = 1.0 on test set). This methodology reveals fundamental hydrogel mechanisms and provides a framework for rational design.</p>","PeriodicalId":19,"journal":{"name":"ACS Materials Letters","volume":"7 12","pages":"3922–3927"},"PeriodicalIF":8.7,"publicationDate":"2025-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619855","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Conventional semiconductors typically have dominant bonding states near the valence band maximum (VBM) and antibonding states near the conduction band minimum (CBM). Semiconductors with the opposite electronic configuration, namely, VBM with dominant antibonding nature and CBM with dominant bonding nature (“AVBC semiconductors” for brevity), were theoretically proposed to exhibit excellent optoelectronic properties because of defect tolerance. However, no AVBC semiconductors have been identified so far. Here, we use high-throughput computation to identify over 100 AVBC semiconductors and analyze the transition metal dichalcogenide MX2 (M = Hf, Zr; X = S, Se) family in detail. In addition to verifying their defect tolerance for both electrons and holes using first-principles simulations, we discovered that photoexcitation of charge carriers can lead to significant lattice stiffening and increased thermal conductivity, which can potentially be used as photodriven thermal switches. Our work analyzed the formation of the AVBC electronic structure and showcased the unusual photoinduced lattice dynamics.
传统半导体通常在价带最大值(VBM)附近具有优势键态,在导带最小值(CBM)附近具有反键态。具有相反电子构型的半导体,即具有主要反键性质的VBM和具有主要成键性质的CBM(简称“AVBC半导体”),由于缺陷容错性,理论上被提出具有优异的光电性能。然而,到目前为止还没有发现AVBC半导体。在这里,我们使用高通量计算鉴定了100多个AVBC半导体,并详细分析了过渡金属二硫族MX2 (M = Hf, Zr; X = S, Se)族。除了使用第一性原理模拟验证它们对电子和空穴的缺陷容限外,我们还发现电荷载流子的光激发可以导致显着的晶格硬化和热导率增加,这可能被用作光驱动的热开关。我们的工作分析了AVBC电子结构的形成,并展示了不同寻常的光致晶格动力学。
{"title":"High-Throughput Discovery of Semiconductors with Antibonding Valence Band and Bonding Conduction Band","authors":"Zeyu Xiang, , , Fanghao Zhang, , and , Bolin Liao*, ","doi":"10.1021/acsmaterialslett.5c01111","DOIUrl":"https://doi.org/10.1021/acsmaterialslett.5c01111","url":null,"abstract":"<p >Conventional semiconductors typically have dominant bonding states near the valence band maximum (VBM) and antibonding states near the conduction band minimum (CBM). Semiconductors with the opposite electronic configuration, namely, VBM with dominant antibonding nature and CBM with dominant bonding nature (“AVBC semiconductors” for brevity), were theoretically proposed to exhibit excellent optoelectronic properties because of defect tolerance. However, no AVBC semiconductors have been identified so far. Here, we use high-throughput computation to identify over 100 AVBC semiconductors and analyze the transition metal dichalcogenide MX<sub>2</sub> (M = Hf, Zr; X = S, Se) family in detail. In addition to verifying their defect tolerance for both electrons and holes using first-principles simulations, we discovered that photoexcitation of charge carriers can lead to significant lattice stiffening and increased thermal conductivity, which can potentially be used as photodriven thermal switches. Our work analyzed the formation of the AVBC electronic structure and showcased the unusual photoinduced lattice dynamics.</p>","PeriodicalId":19,"journal":{"name":"ACS Materials Letters","volume":"7 12","pages":"3916–3921"},"PeriodicalIF":8.7,"publicationDate":"2025-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619856","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}