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Efficient algorithms to generate candidate crystal structures with good stability properties can play a key role in data-driven materials discovery. Here we show that a crystal diffusion variational autoencoder (CDVAE) is capable of…

Materials Science · Physics 2022-11-18 Peder Lyngby , Kristian Sommer Thygesen

Triggered by the development of exfoliation and the identification of a wide range of extraordinary physical properties in self-standing films consisting of one or few atomic layers, two-dimensional (2D) materials such as graphene,…

Materials Science · Physics 2025-08-22 F. Javier García de Abajo , D. N. Basov , Frank H. L. Koppens , Lorenzo Orsini , Matteo Ceccanti , Sebastián Castilla , Lorenzo Cavicchi , Marco Polini , P. A. D. Gonçalves , A. T. Costa , N. M. R. Peres , N. Asger Mortensen , Sathwik Bharadwaj , Zubin Jacob , P. J. Schuck , A. N. Pasupathy , Milan Delor , M. K. Liu , Aitor Mugarza , Pablo Merino , Marc G. Cuxart , Emigdio Chávez-Angel , Martin Svec , Luiz H. G. Tizei , Florian Dirnberger , Hui Deng , Christian Schneider , Vinod Menon , Thorsten Deilmann , Alexey Chernikov , Kristian S. Thygesen , Yohannes Abate , Mauricio Terrones , Vinod K. Sangwan , Mark C. Hersam , Leo Yu , Xueqi Chen , Tony F. Heinz , Puneet Murthy , Martin Kroner , Tomasz Smolenski , Deepankur Thureja , Thibault Chervy , Armando Genco , Chiara Trovatello , Giulio Cerullo , Stefano Dal Conte , Daniel Timmer , Antonietta De Sio , Christoph Lienau , Nianze Shang , Hao Hong , Kaihui Liu , Zhipei Sun , Lee A. Rozema , Philip Walther , Andrea Alù , Michele Cotrufo , Raquel Queiroz , X. -Y. Zhu , Joel D. Cox , Eduardo J. C. Dias , Álvaro Rodríguez Echarri , Fadil Iyikanat , Andrea Marini , Paul Herrmann , Nele Tornow , Sebastian Klimmer , Jan Wilhelm , Giancarlo Soavi , Zeyuan Sun , Shiwei Wu , Ying Xiong , Oles Matsyshyn , Roshan Krishna Kumar , Justin C. W. Song , Tomer Bucher , Alexey Gorlach , Shai Tsesses , Ido Kaminer , Julian Schwab , Florian Mangold , Harald Giessen , M. Sánchez Sánchez , D. K. Efetov , T. Low , G. Gómez-Santos , T. Stauber , Gonzalo Álvarez-Pérez , Jiahua Duan , Luis Martín-Moreno , Alexander Paarmann , Joshua D. Caldwell , Alexey Y. Nikitin , Pablo Alonso-González , Niclas S. Mueller , Valentyn Volkov , Deep Jariwala , Timur Shegai , Jorik van de Groep , Alexandra Boltasseva , Igor V. Bondarev , Vladimir M. Shalaev , Jeffrey Simon , Colton Fruhling , Guangzhen Shen , Dino Novko , Shijing Tan , Bing Wang , Hrvoje Petek , Vahagn Mkhitaryan , Renwen Yu , Alejandro Manjavacas , J. Enrique Ortega , Xu Cheng , Ruijuan Tian , Dong Mao , Dries Van Thourhout , Xuetao Gan , Qing Dai , Aaron Sternbach , You Zhou , Mohammad Hafezi , Dmitrii Litvinov , Magdalena Grzeszczyk , Kostya S. Novoselov , Maciej Koperski , Sotirios Papadopoulos , Lukas Novotny , Leonardo Viti , Miriam Serena Vitiello , Nathan D. Cottam , Benjamin T. Dewes , Oleg Makarovsky , Amalia Patanè , Yihao Song , Mingyang Cai , Jiazhen Chen , Doron Naveh , Houk Jang , Suji Park , Fengnian Xia , Philipp K. Jenke , Josip Bajo , Benjamin Braun , Kenneth S. Burch , Liuyan Zhao , Xiaodong Xu

The study of graphene, since its discovery around 2004, is possibly the largest and fastest growing field of research in material science, because of its exotic mechanical, thermal, electronic, optical and chemical properties. The studies…

Materials Science · Physics 2013-06-05 Gautam Mukhopadhyay , Harihar Behera

A new two-dimensional material { Mg2B4C2, belonging to the family of the conventional superconductor MgB2, is theoretically predicted to exhibit superconductivity with critical temperature Tc estimated in the 47-48 K range (predicted using…

Most functional materials possess one single outstanding property and are limited to be used for a particular purpose. Instead of integrating materials with different functions into one module, designing materials with controllable…

Materials Science · Physics 2024-12-10 Pingwei Liu , Dan Liu , Shixin Song , Kang Li , Xueyong Yuan , Jie Guan

In addition to being the core quantity in density functional theory, the charge density can be used in many tertiary analyses in materials sciences from bonding to assigning charge to specific atoms. The charge density is data-rich since it…

Starting from a single layer of NbS$_2$ grown on graphene by molecular beam epitaxy, the single unit cell thick 2D materials Nb$_{5/3}$S$_3$-2D and Nb$_2$S$_3$-2D are created using two different pathways. Either annealing under…

Traditional materials discovery approaches - relying primarily on laborious experiments - have controlled the pace of technology. Instead, computational approaches offer an accelerated path: high-throughput exploration and characterization…

Materials Science · Physics 2018-11-23 Corey Oses

Artificial intelligence is revolutionizing computational chemistry, bringing unprecedented innovation and efficiency to the field. To further advance research and expedite progress, we introduce the Quantum Open Organic Molecular (QO2Mol)…

Chemical Physics · Physics 2024-10-28 Weiqi Liu , Xi Ai , Zhijian Zhou , Chao Qu , Junyi An , Zhipeng Zhou , Yuan Cheng , Yinghui Xu , Fenglei Cao , Alan Qi

The discovery of two-dimensional (2D) materials possessing switchable spontaneous polarization with atomic thickness opens up exciting opportunities to realize ultrathin, high-density electronic devices with potential applications ranging…

Materials Science · Physics 2020-11-04 Jiawei Huang , Sang-Hoon Lee , Andrew Supka , Young-Woo Son , Shi Liu

Two-dimensional (2D) materials have attracted a great deal of interest in recent years. This family of materials allows for the realization of versatile electronic devices and holds promise for next-generation (opto)electronics. Their…

Finding new materials with previously unknown atomic structure or materials with optimal set of properties for a specific application greatly benefits from computational modeling. Recently, such screening has been dramatically accelerated…

Materials Science · Physics 2025-04-11 Ethan Berger , Mohammad Bagheri , Hannu-Pekka Komsa

Recent experimental reports on the realizations of two-dimensional (2D) networks of the C60-based fullerenes with anisotropic and nanoporous lattices represent a significant advance, and create exciting prospects for the development of a…

Materials Science · Physics 2023-07-13 Bohayra Mortazavi

A newly synthesized layered material C2N was investigated based on many- body perturbation theory using GW plus Bethe-Salpeter equation approach. The electronic band gap was determined to be ranging from 3.75 to 1.89 eV from monolayer to…

Materials Science · Physics 2016-11-03 Jiuyu Sun , Ruiqi Zhang , Xingxing Li , Jinlong Yang

Phonons play a crucial role in many properties of solid state systems, such as thermal and electrical conductivity, neutron scattering and associated effects or superconductivity. Hence, it is expected that topological phonons will also…

Recent intensive research on two-dimensional materials (2DMs) rekindle the interest in the intercalation of various atoms and molecules into layered compounds as a tool to manufacture 2DMs and tune their optoelectronic, magnetic and…

Mesoscale and Nanoscale Physics · Physics 2025-07-10 Arkady V. Krasheninnikov , Yung-Chang Lin , Kazu Suenaga

Copolymers are highly versatile materials with a vast range of possible chemical compositions. By using computational methods for property prediction, the design of copolymers can be accelerated, allowing for the prioritization of…

Materials Science · Physics 2025-09-16 Elaheh Kazemi-Khasragh , Rocío Mercado , Carlos Gonzalez , Maciej Haranczyk

Two-dimensional (2D) materials are categorized into van der Waals (vdW) and non-vdW types. However, no relevant descriptors have been proposed for identifying the latter. Here, we identify the non-vdW 2D materials by calculating the…

Materials Science · Physics 2025-08-05 Shota Ono

Two-dimensional (2D) materials with multifunctional properties, such as negative Poisson's ratio (NPR), magnetism, catalysis, and energy storage capabilities, are of significant interest for advanced applications in flexible electronics,…

Mesoscale and Nanoscale Physics · Physics 2025-01-22 Haidi Wang , Wei Lin , Weiduo Zhu , Zhao Chen , Zhongjun Li , Xiaofeng Liu

The exploration for novel two-dimensional (2D) materials with diverse electronic characteristics has attracted growing interest in recent years. Using density functional theory (DFT) calculations, we have predicted a new family of 2D…

Materials Science · Physics 2025-05-06 Yasin Yekta , Hamidreza Ramezani , Hanif Hadipour , Seyed Akbar Jafari