Article
Chemistry, Physical
Liang Zhang, La Li, Hengli He, Chunxue Liu, Jie Dai, Zhen Fang, Rongming Wang, Di Chen
Summary: Researchers have synthesized two-dimensional transition metal carbides and nitrides (MXenes) through a lower temperature molten salt method, and successfully prepared MAX phase (Ti2AlC) grown on carbon cloth (CC). After HF treatment, Ti2C hierarchical structure was obtained, serving as a freestanding anode with excellent electrochemical performance for lithium-ion and sodium-ion storage. In-situ and ex-situ characterization techniques were used to monitor possible phase transitions during the electrochemical process, and the kinetics for carrier diffusion were studied. This study provides insight for the configuration of MXene-based freestanding electrodes.
JOURNAL OF POWER SOURCES
(2023)
Review
Energy & Fuels
Muhammad Kashif Aslam, Tahani Saad AlGarni, Muhammad Sufyan Javed, Syed Shoaib Ahmad Shah, Shahid Hussain, Maowen Xu
Summary: This study highlights the potential and applications of MXene as a novel family of 2D materials in the field of electrochemical energy storage. MXene prepared by stripping method has multifunctional chemical properties and shows unique performance in energy storage, with broad prospects for future research.
JOURNAL OF ENERGY STORAGE
(2021)
Article
Chemistry, Physical
Bozhao Wu, Xiaoxi Cai, Langquan Shui, Enlai Gao, Ze Liu
Summary: Ti2C MXene exhibits extraordinary electromechanical actuation performance with in-plane isotropy and high gravimetric work density.
JOURNAL OF PHYSICAL CHEMISTRY C
(2021)
Article
Chemistry, Physical
Ratshilumela S. Dima, Prettier M. Maleka, Nnditshedzeni E. Maluta, Rapela R. Maphanga
Summary: In this study, the impact of Na atom deintercalation on olivine NaMnPO4 was investigated using first-principles study. The results showed that the equilibrium cell volumes of the deintercalated phases differed by only 6%, indicating the structural stability of NaMPO4. In addition, the deintercalation of Na atoms also affected the conductivity properties of the material.
Article
Nanoscience & Nanotechnology
Chuanliang Wei, Liwen Tan, Yuchan Zhang, Baojuan Xi, Shenglin Xiong, Jinkui Feng
Summary: Organic electrode materials have potential for rechargeable batteries, but low electrical conductivity and dissolution in organic liquid electrolytes hinder their development. MXene/organics heterostructures are designed to address these issues, improving rate capability and cycling performance. These heterostructures can also be applied in other fields.
ACS APPLIED MATERIALS & INTERFACES
(2022)
Article
Energy & Fuels
Yunjie Li, Stefanie Arnold, Samantha Husmann, Volker Presser
Summary: The rapid growth of electric vehicles and electronic devices has led to a significant increase in the number of spent batteries that have reached the end of their life. It is crucial to find a sustainable and efficient approach to battery recycling. A type of MXene material, AD-Ti(3)C(2)Tz electrode, has been developed and directly used as free-standing anodes for lithium-ion and sodium-ion batteries without the need for binder or carbon additives. The AD-Ti(3)C(2)Tz electrode exhibits excellent electrochemical performance and can be easily recycled, further converted into TiO2/C hybrids with adjustable carbon content, enabling its second life in various applications.
JOURNAL OF ENERGY STORAGE
(2023)
Article
Chemistry, Multidisciplinary
Zhendong Guo, Guangsheng Dong, Man Zhang, Musen Gao, Leijun Shao, Meng Chen, Hongli Liu, Mingchen Ni, Dianxue Cao, Kai Zhu
Summary: In this study, sulfur-decorated MXene material was used as an electrode material for sodium-ion batteries and potassium-ion batteries. The formation of sulfur functional group and Ti-S bond improved the storage performance of sodium and potassium, and exhibited excellent long-term cyclic stability. This research provides important insights for the application of MXene electrodes.
CHEMISTRY-AN ASIAN JOURNAL
(2023)
Article
Energy & Fuels
Hong Geun Oh, Su Hyun Yang, Yun Chan Kang, Seung-Keun Park
Summary: A unique two-dimensional structured composite consisting of N-doped carbon-coated CoSe2 nanocrystals and MXene nanosheets was prepared for efficient electrochemical Na- and K-ion storage, exhibiting enhanced electrochemical performance in terms of cycle stability and rate capability.
INTERNATIONAL JOURNAL OF ENERGY RESEARCH
(2021)
Article
Chemistry, Physical
W. X. Zhang, J. H. Zhang, Y. K. Zhang, C. He, P. Zhao
Summary: The restricted capacity of commercial graphite anode materials makes it difficult to meet the increased demand for battery energy density. This study proposes a composite material, NiS2/Ti3C2Tx, which combines nickel sulfide nanoparticles with Ti3C2Tx nanosheets to enhance the anode's electrochemical performance. The composite material shows higher capacity and excellent cycling performance in both lithium-ion and sodium-ion batteries.
Article
Chemistry, Physical
Haiming Huang, Weiliang Wang, Shaolin Zhang
Summary: The study investigates the structural, vibrational, and Raman spectra properties of monolayer and bilayer Ti2C under two commonly used laser lines, highlighting the difference in Raman properties due to the symmetry breaking caused by interlayer van der Waals interactions in the bilayer structure. The polarization angle dependent Raman intensity is discussed as a potential method for experimentally identifying monolayer and bilayer Ti2C. The differences in the polarization direction averaged Raman spectra between monolayer and bilayer Ti2C can be explained by the characteristics of light absorbance.
PHYSICAL CHEMISTRY CHEMICAL PHYSICS
(2021)
Article
Chemistry, Multidisciplinary
Hao Ma, Jiabao Li, Jian Yang, Na Wang, Zhigang Liu, Tianyi Wang, Dawei Su, Chengyin Wang, Guoxiu Wang
Summary: A two-dimensional Bi/MXene anode material was designed based on a hydrogen thermal reduction strategy, showing excellent rate performance and superior cycle performance, making it a promising candidate for fast-charging anodes of sodium-ion batteries.
CHEMISTRY-AN ASIAN JOURNAL
(2021)
Article
Materials Science, Multidisciplinary
Kun Liang, Anika Tabassum, Ahmad Majed, Chaochao Dun, Feipeng Yang, Jinghua Guo, Kaitlyn Prenger, Jeffrey J. Urban, Michael Naguib
Summary: A new 2D carbonitride MXene material, Ti2C0.5N0.5Tx, was reported in this study, showing higher specific capacities and larger electroactive surface area compared to traditional Ti2CTx powders. The multilayer Ti2C0.5N0.5Tx powders exhibited a specific capacity of 182 mAh g-1 at 20 mA g-1, the highest among reported MXene electrodes for SIBs, with excellent cycling stability.
Article
Chemistry, Physical
Ariono Verdianto, Hyojun Lim, Jungjoon Park, Sang-Ok Kim
Summary: In this study, sandwich-like heterostructured composites composed of multilayered MXene and SnSb nanocrystals were prepared via a simple wet-chemical precipitation method. The multilayered MXene with mechanical robustness and high electrical conductivity helped to accommodate the severe volume changes of SnSb nanocrystals, and provide a sufficient conductive network that facilitated electron and Na-ion transportation, and participate in electrochemical reactions through its capacitive behavior. The uniformly embedded SnSb nanocrystals in the interlayer of MXene prevented the re-stacking of the MXene multilayer upon cycling. The SnSb/MXene composite anode exhibited remarkable reversible capacity with dramatically improved Na-ion storage performance.
JOURNAL OF ALLOYS AND COMPOUNDS
(2023)
Article
Chemistry, Multidisciplinary
Yunfeng Guan, Ye Cong, Rong Zhao, Ke Li, Xuanke Li, Hui Zhu, Qin Zhang, Zhijun Dong, Nianjun Yang
Summary: In this study, an alloy engineering strategy is proposed to improve the chemical and electrochemical stability of Ti2C MXene, resulting in excellent capacitive performance and high chemical stability.
Article
Chemistry, Physical
Miaomiao Li, Meixia Xiao, Bo Wang, Zhao Li, Haiyang Song, Beibei Xiao
Summary: Inspired by the successful growth of Ti2C monolayers, the effects of Ti2CT2 anode in lithium-ion batteries were investigated using first-principles calculations. Ti2CT2 MXenes showed metallic conductivity with higher stability and strength compared to Ti2C. Among the Ti2CT2 monolayers, Ti2CS2 exhibited lower diffusion barrier, larger elastic modulus, lower open circuit voltage, and higher storage capacity. Surface sulfuration increased the interlayer spacing, enhancing Li-ion accessibility in double-layer Ti2CS2.
CHEMICAL PHYSICS LETTERS
(2023)
Article
Engineering, Environmental
Baixue Ouyang, Tao Chen, Xinxin Chen, Xiaowen Fan, Jue Wang, Weifang Liu, Zhouguang Lu, Kaiyu Liu
Summary: To improve the energy and power density of P2-type layered cathode materials in sodium ion batteries, stimulating oxygen-related activity is a promising strategy. In this study, a low-cost Co/Ni free layered P2-type Na0.67Mn0.6Cu0.3Mg0.1O2 cathode was designed to construct reversible anion reduction. Na0.67Mn0.6Cu0.3Mg0.1O2 exhibited an obvious anion reduction electrochemical behavior, showing the potential of oxygen as a capacity compensation process. The designed cathode material showed excellent cyclic stability and high capacity retention, providing new insights for the development of stable cathode materials in sodium ion batteries.
CHEMICAL ENGINEERING JOURNAL
(2023)
Article
Chemistry, Multidisciplinary
Yi Xiao, Chen Shen, Weibin Zhang, Meiling Zhang, Haowen Zhang, Taihuan Shao, Zhengwei Xiong, Yingchun Ding, Shu Hao, Li Liu, Yu'an Chen, Jinyang Li
Summary: Electrocatalytic biomass upgrading using transition-metal borides (MBenes) is explored for furfural upgrading in this study. The stabilities, selectivities, and activities of 13 MBene candidates are systematically evaluated using density functional theory. Fe2B2 is identified as a promising electrocatalyst for the formation of furoic acid and 5-hydroxy-2(5H)-furanone, while Fe2B2 and Mn2Fe2 show potential for producing 6-hydroxy-2.3-dihydro-6H-pyrano-3-one. A descriptor (phi) based on Sabatier's principle is developed to screen catalysts with high catalytic activity.
Article
Chemistry, Multidisciplinary
Yan Hou, Qiong Liu, Lin Yang, Jing Hu, Zhenyu Wang, Xinmiao Zhang, Jialiang Pan, Zhengyu Bai, Haijiang Wang, Zhouguang Lu
Summary: In this study, SiO4 was introduced to substitute PO4 in order to modulate the local environment of Mn, activating the redox activity and stabilizing the reversibility of NMCP-Si. The introduction of SiO4 resulted in enhanced rate capability and cycling stability of the electrode material. This work addresses the challenge of stabilizing the structure of Mn-based NASICONs and provides a breakthrough in understanding how to improve Na+ conductivity by regulating local structure.
Article
Chemistry, Multidisciplinary
Haidong Bian, Wubin Wu, Yuanyi Zhu, Chi Him Tsang, Yulin Cao, Jingyou Xu, Xingan Liao, Zhouguang Lu, Xiao-Ying Lu, Chen Liu, Zheming Zhang
Summary: The increasing demand for portable electronic devices and electric vehicles has led to the growth of the rechargeable Li-ion battery market. However, the large amount of spent batteries poses a challenge for environmental protection and resource reclamation. This study demonstrates a successful synthesis of a porous Co9S8/Co3O4 heterostructure from spent LiCoO2 cathode materials, which exhibits high catalytic activity for oxygen evolution reaction in an alkaline solution.
ACS SUSTAINABLE CHEMISTRY & ENGINEERING
(2023)
Article
Chemistry, Multidisciplinary
Ningning Liu, Lanlan Yu, Baojun Liu, Fei Yu, Liqing Li, Yi Xiao, Jinhu Yang, Jie Ma
Summary: This study reports a simple alkalized treatment method for the in situ synthesis of 1D TiO2 nanowires on the surface of 2D Ti3C2 nanosheets, forming a Ti3C2-MXene partially derived hierarchical 1D/2D TiO2/Ti3C2 heterostructure as the cathode electrode. The heterostructure exhibits favorable hybrid CDI performance, including high desalination capacity, fast salt adsorption rate, and satisfactory cycling stability.
Article
Nanoscience & Nanotechnology
Qiong Liu, Wei Zheng, Guiyu Liu, Jing Hu, Xuan Zhang, Ning Han, Zhenyu Wang, Zhouguang Lu, Jan Fransaer, Jiangshui Luo
Summary: P2-type layered transition-metal oxides with anionic redox reactions have shown promise as cathodes for sodium-ion batteries. This study focuses on a high-sodium content P2-type Na7/9Li1/9Mg1/9Cu1/9Mn2/3O2 (NLMC) cathode material, in which Li/Mg/Cu are substituted for Mn sites in Na2/3MnO2. The results demonstrate a high reversible capacity originating from both cationic and anionic redox activities, as well as good capacity retention after cycling. The study also provides insights into the migration energy barrier, Na ion diffusion kinetics, and the structural evolution of Na-deficient oxides.
ACS APPLIED MATERIALS & INTERFACES
(2023)
Article
Chemistry, Multidisciplinary
Farong Zhang, Hongyu Xia, Tongye Wei, Bei Liu, Huaming Li, Zhouguang Lu, Mei Yang
Summary: In this study, a novel aqueous and conductive binder (OXP/CNT-1.5) composed of carbon nanotubes (CNTs) interwoven with a flexible nano-film of oxidized pullulan (OXP) is designed. The binder exhibits high flexibility, rapid ion transport, and excellent mechanical integrity, thanks to the rotatable methylene ether bridge units within the OXP chain. The binder also forms continuously conductive and flexible skeletons with CNTs, ensuring high conductivity and stability of the electrodes.
ADVANCED FUNCTIONAL MATERIALS
(2023)
Article
Chemistry, Multidisciplinary
Yi Xiao, Chen Shen, Zhengwei Xiong, Yingchun Ding, Li Liu, Weibin Zhang, Yimin A. Wu
Summary: This study proposes a new strategy for the electrocatalytic upgrading of 5-(hydroxymethyl)furfural (HMF) based on metal supported on Mo2B2 MBene nanosheets. The HMF amination to 5-(hydroxymethyl) aldiminefurfural (HMMAMF) via electrocatalytic biomass upgrading is identified as a promising technology for pharmaceutical intermediate production.
Editorial Material
Energy & Fuels
Zhiqiang Li, Ning Qin, Zhouguang Lu
Review
Electrochemistry
Zhiqiang Wang, Jing Hu, Zhouguang Lu
Summary: Covalent organic frameworks (COFs) are promising energy storage materials due to their adjustable thickness, designable topology, superior stability, and controllable pore size distribution. They provide diverse high-rate carrier transport pathways and their performance can be easily improved by adjusting the skeleton types, overlapping p-electron clouds, and modifying open channels. Recent advancements in synthetic methods and electrochemical performance of COFs electrode materials, as well as their application in metal ion batteries, are discussed in this review.
BATTERIES & SUPERCAPS
(2023)
Article
Chemistry, Multidisciplinary
Zhibin Yi, Liangyu Li, Cheuk Kai Chan, Yaxin Tang, Zhouguang Lu, Chunyi Zhi, Qing Chen, Guangfu Luo
Summary: Achieving high reversibility between the electrodes and electrolyte is crucial for the durability of secondary batteries. Rechargeable zinc-air batteries (RZABs) undergo irreversible changes in the zinc anodes and air cathodes during cycling. Through experiments and calculations, it was found that nanosized mossy zinc dominates the later cycling stage due to increased zincate concentration caused by hydrogen evolution. This mossy structure catalyzes the hydrogen evolution, resulting in oxide passivation on electrodes, low true Coulombic efficiencies, and short battery life. Inspired by these findings, a novel overcharge-cycling protocol is presented to compensate for the Coulombic efficiency loss and extend battery life significantly.
Article
Nanoscience & Nanotechnology
Feitong Lu, Wei Wei, Qiang Shi, Ning Wang, Yi Xiao, Zibo Li
Summary: TiO2/graphene oxide (GO) nanocomposites with high contact interface were prepared using PEG400 as a dispersant, and exhibited improved photocatalytic efficiency compared to those prepared without PEG400. The photocatalytic performance was evaluated by measuring the degradation rate of Rhodamine B (RhB), and it was found that the mass ratio of GO in the nanocomposites played a crucial role. The highest photocatalytic performance was achieved when the mass ratio of GO reached 45%, corresponding to approximately 72%. The photocatalytic mechanism was elucidated through theoretical calculations, which showed that the presence of GO reduced the band gap of TiO2 nanoparticles, suppressed the recombination of photogenerated electron-hole pairs, and enhanced the adsorption capacity of TiO2 nanoparticles for RhB. This study facilitates the application of TiO2/GO nanocomposites in wastewater treatment.
Article
Chemistry, Physical
Yanfang Wang, Yingzhi Li, Zhiqiang Li, Ning Qin, Feng Wu, Joshua W. Makepeace, Fucai Zhang, Phoebe K. Allan, Zhouguang Lu
Summary: This study demonstrates the potential of using in situ Raman spectroscopy to decipher the local environment changes around oxygen in lithium-rich cathode materials. A Raman band, which can indicate the degree of oxygen oxidation, has been discovered.
ACS ENERGY LETTERS
(2023)
Article
Materials Science, Biomaterials
Xutao Guo, Shuxian Wang, Shubin Wang, Jun Wang, Feng Jiang, Yuhan Liu, Catherine J. Storey, Wolfgang Theis, Zhouguang Lu, Kai Li, Leigh T. Canham, Zhenghe Xu
Summary: In this study, a simple green method of magnesiothermic co-reduction was used to synthesize mesoporous, magnetic, and biodegradable iron silicide nanoparticles (FeSi NPs) for photothermal therapy (PTT). The synthesized FeSi NPs exhibited excellent optical absorption with a photothermal conversion efficiency of 76.2% and a weight extinction coefficient of 13.3 L g(-1) cm(-1) at 1064 nm (NIR-II), surpassing other Si-based and Fe-based photothermal agents. Cell viability assay and in vivo experiments on mice demonstrated the effectiveness of FeSi NPs in killing cancer cells and suppressing tumor growth. The biodegradability of FeSi NPs was also observed in simulated body fluids.
JOURNAL OF MATERIALS CHEMISTRY B
(2023)
Article
Chemistry, Multidisciplinary
Xinlong Liu, Yulin Cao, Haiou Wang, Yingqi Hu, Zhan Wang, Yingzhi Li, Weimin Yang, Hua Cheng, Zhouguang Lu
Summary: PA cross-linked PVA hydrogels strengthened by the Hofmeister effect are high-performance solid electrolytes for flexible and wearable zinc ion batteries. The addition of PA not only enhances the ionic conductivity, but also increases the affinity between the electrolyte and zinc plate, and has the ability to inhibit Zn dendrite growth.
CHEMICAL COMMUNICATIONS
(2023)
Correction
Materials Science, Multidisciplinary
A. D. Boccardo, M. Tong, S. B. Leen, D. Tourret, J. Segurado
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
Tao Li, Qing Hou, Jie-chao Cui, Jia-hui Yang, Ben Xu, Min Li, Jun Wang, Bao-qin Fu
Summary: This study investigates the thermal and defect properties of AlN using molecular dynamics simulation, and proposes a new method for selecting interatomic potentials, developing a new model. The developed model demonstrates high computational accuracy, providing an important tool for modeling thermal transport and defect evolution in AlN-based devices.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
Shin-Pon Ju, Chao-Chuan Huang, Hsing-Yin Chen
Summary: Amorphous boron nitride (a-BN) is a promising ultralow-dielectric-constant material for interconnect isolation in integrated circuits. This study establishes a deep learning potential (DLP) for different forms of boron nitride and uses molecular dynamics simulations to investigate the mechanical behaviors of a-BN. The results reveal the structure-property relationships of a-BN, providing useful insights for integrating it in device applications.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
M. Salman, S. Schmauder
Summary: Shape memory polymer foams (SMPFs) are lightweight cellular materials that can recover their undeformed shape through external stimulation. Reinforcing the material with nano-clay filler improves its physical properties. Multiscale modeling techniques can be used to study the thermomechanical response of SMPFs and show good agreement with experimental results.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
Laura Gueci, Francesco Ferrante, Marco Bertini, Chiara Nania, Dario Duca
Summary: This study investigates the acidity of 30 Bronsted sites in the beta-zeolite framework and compares three computational methods. The results show a wide range of deprotonation energy values, and the proposed best method provides accurate calculations.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
K. A. Lopes Lima, L. A. Ribeiro Junior
Summary: Advancements in nanomaterial synthesis and characterization have led to the discovery of new carbon allotropes, including biphenylene network (BPN). The study finds that BPN lattices with a single-atom vacancy exhibit higher CO2 adsorption energies than pristine BPN. Unlike other 2D carbon allotropes, BPN does not exhibit precise CO2 sensing and selectivity by altering its band structure configuration.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
Jay Kumar Sharma, Arpita Dhamija, Anand Pal, Jagdish Kumar
Summary: In this study, the quaternary Heusler alloys LiAEFeSb were investigated for their crystal structure, electronic properties, and magnetic behavior. Density functional theory calculations revealed that LiSrFeSb and LiBaFeSb exhibit half-metallic band structure and 100% spin polarization, making them excellent choices for spintronic applications.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
Roman A. Eremin, Innokentiy S. Humonen, Alexey A. Kazakov, Vladimir D. Lazarev, Anatoly P. Pushkarev, Semen A. Budennyy
Summary: Computational modeling of disordered crystal structures is essential for studying composition-structure-property relations. In this work, the effects of Cd and Zn substitutions on the structural stability of CsPbI3 were investigated using DFT calculations and GNN models. The study achieved accurate energy predictions for structures with high substitution contents, and the impact of data subsampling on prediction quality was comprehensively studied. Transfer learning routines were also tested, providing new perspectives for data-driven research of disordered materials.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
Zhixin Sun, Hang Dong, Yaohui Yin, Ai Wang, Zhen Fan, Guangyong Jin, Chao Xin
Summary: In this study, the crystal structure, electronic structure, and optical properties of KH2PO4: KDP crystals under different pressures were investigated using the generalized gradient approximate. It was found that high pressure caused a phase transition in KDP and greatly increased the band gap. The results suggest that high pressure enhances the compactness of KDP and improves the laser damage threshold.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
Tingting Yu
Summary: This study presents atomistic simulations revealing that an increase in driving force may result in slower grain boundary movement and switches in the mode of grain boundary shear coupling migration. Shear coupling behavior is found to effectively alleviate stress and holds potential for stress relaxation and microstructure manipulation in materials.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
Y. Zhang, X. Q. Deng, Q. Jing, Z. S. Zhang
Summary: The electronic properties of C2N/antimonene van der Waals heterostructure are investigated using density functional theory. The results show that by applying horizontal strain, vertical strain, electric field, and interlayer twist, the electronic structure can be adjusted. Additionally, the band alignment and energy states of the heterostructure can be significantly changed by applying vertical strain on the twisted structure. These findings are important for controlling the electronic properties of heterostructures.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
Chad E. Junkermeier, Evan Larmand, Jean-Charles Morais, Jedediah Kobebel, Kat Lavarez, R. Martin Adra, Jirui Yang, Valeria Aparicio Diaz, Ricardo Paupitz, George Psofogiannakis
Summary: This study investigates the adsorption properties of carbon dioxide (CO2), methane (CH4), and dihydrogen (H2) in carbophenes functionalized with different groups. The results show that carbophenes can be promising adsorbents for these gases, with high adsorption energies and low desorption temperatures. The design and combination of functional groups can further enhance their adsorption performance.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
Y. Borges, L. Huber, H. Zapolsky, R. Patte, G. Demange
Summary: Grain boundary structure is closely related to solute atom segregation, and machine learning can predict the segregation energy density. The study provides a fresh perspective on the relationship between grain boundary structure and segregation properties.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
M. R. Jones, L. T. W. Fey, I. J. Beyerlein
Summary: In this work, a three-dimensional ab-initio informed phase-field-dislocation dynamics model combined with Langevin dynamics is used to investigate glide mechanisms of edge and screw dislocations in Nb at finite temperatures. It is found that the screw dislocation changes its mode of glide at two distinct temperatures, which coincides with the thermal insensitivity and athermal behavior of Nb yield strengths.
COMPUTATIONAL MATERIALS SCIENCE
(2024)
Article
Materials Science, Multidisciplinary
Joshua A. Vita, Dallas R. Trinkle
Summary: This study introduces a new machine learning model framework that combines the simplicity of spline-based potentials with the flexibility of neural network architectures. The simplified version of the neural network potential can efficiently describe complex datasets and explore the boundary between classical and machine learning models. Using spline filters for encoding atomic environments results in interpretable embedding layers that can incorporate expected physical behaviors and improve interpretability through neural network modifications.
COMPUTATIONAL MATERIALS SCIENCE
(2024)