# Latest

**URL:** https://community.materialssquare.com/latest.md?page=3

[Latest](https://community.materialssquare.com/latest.md) · [Categories](https://community.materialssquare.com/categories.md) · [Tags](https://community.materialssquare.com/tags.md)

**Page:** 4

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## [Chemtrain: Learning Deep Potential Models via Automatic Differentiation and Statistical Physics](https://community.materialssquare.com/t/chemtrain-learning-deep-potential-models-via-automatic-differentiation-and-statistical-physics/1057)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 17, 2024, 7:27pm UTC](https://community.materialssquare.com/t/chemtrain-learning-deep-potential-models-via-automatic-differentiation-and-statistical-physics/1057 "2024-12-17T19:27:41Z")

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This article introduces chemtrain, a modular and customizable software framework for training neural network (NN) potential models, which enhance molecular dynamics (MD) simulations by accurately modeling interactions at…

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## [Crab shell-based hierarchical micro/meso-porous carbon as an efficient nano-adsorbent for CO2/CH4 separation: experiments and DFT modeling](https://community.materialssquare.com/t/crab-shell-based-hierarchical-micro-meso-porous-carbon-as-an-efficient-nano-adsorbent-for-co2-ch4-separation-experiments-and-dft-modeling/1056)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 17, 2024, 5:51pm UTC](https://community.materialssquare.com/t/crab-shell-based-hierarchical-micro-meso-porous-carbon-as-an-efficient-nano-adsorbent-for-co2-ch4-separation-experiments-and-dft-modeling/1056 "2024-12-17T17:51:07Z")

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This study explores the development of hierarchical porous carbon materials derived from crab shells (CSs) for efficient CO₂/CH₄ gas separation. Using KOH activation, the researchers optimized synthesis parameters like t…

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## [Excited state dynamics unlock potential for organics LEDs and bioimaging](https://community.materialssquare.com/t/excited-state-dynamics-unlock-potential-for-organics-leds-and-bioimaging/1055)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 17, 2024, 4:44pm UTC](https://community.materialssquare.com/t/excited-state-dynamics-unlock-potential-for-organics-leds-and-bioimaging/1055 "2024-12-17T16:44:29Z")

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This article explores how the excited state dynamics of specific molecules, BF₂DBM derivatives, influence fluorescence behavior, impacting their use in organic LEDs (OLEDs) and bioimaging technologies. Researchers from J…

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## [Simulation sheds light on Earth's magnetic field generation while advancing neuromorphic computing](https://community.materialssquare.com/t/simulation-sheds-light-on-earths-magnetic-field-generation-while-advancing-neuromorphic-computing/1054)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 17, 2024, 4:22pm UTC](https://community.materialssquare.com/t/simulation-sheds-light-on-earths-magnetic-field-generation-while-advancing-neuromorphic-computing/1054 "2024-12-17T16:22:47Z")

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This article presents a breakthrough simulation method that provides new insights into Earth’s magnetic field generation and advances neuromorphic computing. Researchers combined molecular dynamics and spin dynamics to s…

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## [2D materials boost p-type transistor performance, paving way for future tech](https://community.materialssquare.com/t/2d-materials-boost-p-type-transistor-performance-paving-way-for-future-tech/1053)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 17, 2024, 4:15pm UTC](https://community.materialssquare.com/t/2d-materials-boost-p-type-transistor-performance-paving-way-for-future-tech/1053 "2024-12-17T16:15:39Z")

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This article highlights a breakthrough in p-type field-effect transistors (FETs) using two-dimensional (2D) materials, specifically molybdenum diselenide (MoSe₂) and tungsten diselenide (WSe₂). Researchers at Penn State …

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## [Electrons Make Their Mark! Scientific Breakthrough Observes Quantum Scarring](https://community.materialssquare.com/t/electrons-make-their-mark-scientific-breakthrough-observes-quantum-scarring/1052)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 17, 2024, 3:34pm UTC](https://community.materialssquare.com/t/electrons-make-their-mark-scientific-breakthrough-observes-quantum-scarring/1052 "2024-12-17T15:34:59Z")

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This article highlights a groundbreaking scientific achievement where researchers observed quantum scars—predictable and repetitive electron paths—directly for the first time. Quantum scars, proposed decades ago, were de…

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## [The top 10 material innovations of 2024](https://community.materialssquare.com/t/the-top-10-material-innovations-of-2024/1051)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 16, 2024, 6:14pm UTC](https://community.materialssquare.com/t/the-top-10-material-innovations-of-2024/1051 "2024-12-16T18:14:40Z")

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The top 10 material innovations of 2024 The realities of climate change have driven another big year in material innovation in 2024. Here are 10 of the best solutions that have put a promising spin on cement, plastic, f…

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## [Quantum algorithms can break generative AI bottlenecks](https://community.materialssquare.com/t/quantum-algorithms-can-break-generative-ai-bottlenecks/1050)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 16, 2024, 6:07pm UTC](https://community.materialssquare.com/t/quantum-algorithms-can-break-generative-ai-bottlenecks/1050 "2024-12-16T18:07:23Z")

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Researchers at the University of Waterloo’s Institute for Quantum Computing have explored how quantum algorithms can alleviate bottlenecks in generative AI, particularly for problems with periodic structures such as mole…

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## [Sonic Breakthrough: MIT Unlocks Ultrasound Control With Advanced Metamaterials](https://community.materialssquare.com/t/sonic-breakthrough-mit-unlocks-ultrasound-control-with-advanced-metamaterials/1049)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 16, 2024, 5:10pm UTC](https://community.materialssquare.com/t/sonic-breakthrough-mit-unlocks-ultrasound-control-with-advanced-metamaterials/1049 "2024-12-16T17:10:08Z")

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MIT researchers have developed a novel framework for controlling ultrasound wave propagation using advanced acoustic metamaterials at the microscale. By designing a lattice structure with precisely positioned spherical m…

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## [Copper Catalysts Show Unexpected Role in Solar-Driven Carbon Dioxide Conversion](https://community.materialssquare.com/t/copper-catalysts-show-unexpected-role-in-solar-driven-carbon-dioxide-conversion/1048)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 16, 2024, 4:10pm UTC](https://community.materialssquare.com/t/copper-catalysts-show-unexpected-role-in-solar-driven-carbon-dioxide-conversion/1048 "2024-12-16T16:10:17Z")

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Copper Catalysts Show Unexpected Role in Solar-Driven Carbon Dioxide Conversion Copper is a promising catalyst for sustainably converting carbon dioxide into substances with more electrons (called reduced species). This…

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## [Sustainable high-entropy materials?](https://community.materialssquare.com/t/sustainable-high-entropy-materials/1047)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 16, 2024, 3:52pm UTC](https://community.materialssquare.com/t/sustainable-high-entropy-materials/1047 "2024-12-16T15:52:59Z")

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This article reviews the sustainability challenges and opportunities associated with High-Entropy Materials (HEMs), which are alloys with multiple principal elements exhibiting remarkable structural and functional proper…

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## [Cracking the Code for Materials That Can Learn](https://community.materialssquare.com/t/cracking-the-code-for-materials-that-can-learn/1046)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 16, 2024, 3:42pm UTC](https://community.materialssquare.com/t/cracking-the-code-for-materials-that-can-learn/1046 "2024-12-16T15:42:43Z")

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This article explores groundbreaking research by physicists at the University of Michigan on mechanical neural networks (MNNs)—materials capable of autonomous learning and problem-solving. Using an algorithm inspired by …

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## ['AI-at-scale' method accelerates atomistic simulations for scientists](https://community.materialssquare.com/t/ai-at-scale-method-accelerates-atomistic-simulations-for-scientists/1045)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 13, 2024, 6:47pm UTC](https://community.materialssquare.com/t/ai-at-scale-method-accelerates-atomistic-simulations-for-scientists/1045 "2024-12-13T18:47:56Z")

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Researchers from UC Berkeley and Lawrence Berkeley National Laboratory have introduced a novel AI-driven method, Efficiently Scaled Attention Interatomic Potential (EScAIP), to accelerate atomistic simulations. This mach…

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## [Fraunhofer ISE concludes perovskite-silicon tandem solar cell project](https://community.materialssquare.com/t/fraunhofer-ise-concludes-perovskite-silicon-tandem-solar-cell-project/1044)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 13, 2024, 6:15pm UTC](https://community.materialssquare.com/t/fraunhofer-ise-concludes-perovskite-silicon-tandem-solar-cell-project/1044 "2024-12-13T18:15:18Z")

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The Fraunhofer Institute for Solar Energy Systems (ISE) recently concluded its five-year MaNiTU project, focusing on perovskite-silicon tandem solar cells. This initiative involved six Fraunhofer institutes and achieved …

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## [Techno-economic assessment of thin lithium metal anodes for solid-state batteries](https://community.materialssquare.com/t/techno-economic-assessment-of-thin-lithium-metal-anodes-for-solid-state-batteries/1043)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 13, 2024, 5:22pm UTC](https://community.materialssquare.com/t/techno-economic-assessment-of-thin-lithium-metal-anodes-for-solid-state-batteries/1043 "2024-12-13T17:22:08Z")

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This article presents a techno-economic assessment of thin lithium metal anodes for solid-state batteries (SSBs), focusing on their potential to enhance energy density and efficiency for electric vehicles. SSBs offer sig…

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## [Ultrasensitive detection of nitric oxide using a conductive 2D metal–organic framework](https://community.materialssquare.com/t/ultrasensitive-detection-of-nitric-oxide-using-a-conductive-2d-metal-organic-framework/1042)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 13, 2024, 4:45pm UTC](https://community.materialssquare.com/t/ultrasensitive-detection-of-nitric-oxide-using-a-conductive-2d-metal-organic-framework/1042 "2024-12-13T16:45:06Z")

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An international research team has developed an innovative sensor material using a conductive two-dimensional metal-organic framework (2D-cMOF) based on copper and hexaiminobenzene for ultrasensitive detection of nitric …

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## [Scientists develop material with almost perfect water repellency](https://community.materialssquare.com/t/scientists-develop-material-with-almost-perfect-water-repellency/1041)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 13, 2024, 4:37pm UTC](https://community.materialssquare.com/t/scientists-develop-material-with-almost-perfect-water-repellency/1041 "2024-12-13T16:37:18Z")

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Scientists from Karlsruhe Institute of Technology and the Indian Institute of Technology Guwahati have developed a superhydrophobic material using metal-organic frameworks (MOFs) modified with hydrocarbon chains. These M…

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## [Stabilized ferrocene molecules result in the world's smallest electrically controlled molecular machine](https://community.materialssquare.com/t/stabilized-ferrocene-molecules-result-in-the-worlds-smallest-electrically-controlled-molecular-machine/1040)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 13, 2024, 4:27pm UTC](https://community.materialssquare.com/t/stabilized-ferrocene-molecules-result-in-the-worlds-smallest-electrically-controlled-molecular-machine/1040 "2024-12-13T16:27:03Z")

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This article highlights the development of the world’s smallest electrically controlled molecular machine by researchers at Chiba University in Japan. Utilizing ferrocene molecules, which are known for their unique abili…

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## [Why Asia is leading the field in green materials](https://community.materialssquare.com/t/why-asia-is-leading-the-field-in-green-materials/1039)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 13, 2024, 4:03pm UTC](https://community.materialssquare.com/t/why-asia-is-leading-the-field-in-green-materials/1039 "2024-12-13T16:03:34Z")

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This article from Nature discusses the rapid advancements in green materials research across Asia, highlighting the region’s leadership in sustainable technologies. It explores innovative solutions like passive cooling m…

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## [Why materials science is key to unlocking the next frontier of AI development](https://community.materialssquare.com/t/why-materials-science-is-key-to-unlocking-the-next-frontier-of-ai-development/1038)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 13, 2024, 3:43pm UTC](https://community.materialssquare.com/t/why-materials-science-is-key-to-unlocking-the-next-frontier-of-ai-development/1038 "2024-12-13T15:43:35Z")

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This MIT Technology Review article highlights the critical role of materials science in advancing AI technology as the semiconductor industry approaches the physical and economic limits of Moore’s Law. It emphasizes that…

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## [New study reveals quasiparticle loss in extreme quantum materials](https://community.materialssquare.com/t/new-study-reveals-quasiparticle-loss-in-extreme-quantum-materials/1036)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 12, 2024, 6:31pm UTC](https://community.materialssquare.com/t/new-study-reveals-quasiparticle-loss-in-extreme-quantum-materials/1036 "2024-12-12T18:31:53Z")

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This article explores groundbreaking research from Rice University, led by physicist Qimiao Si, on quantum critical metals, materials that behave unpredictably at low temperatures. The study focuses on quantum critical p…

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## [Molecularly tailorable metal oxide clusters ensured robust interfacial connection in inverted perovskite solar cells](https://community.materialssquare.com/t/molecularly-tailorable-metal-oxide-clusters-ensured-robust-interfacial-connection-in-inverted-perovskite-solar-cells/1035)

<div class="topic-metadata">

**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 12, 2024, 6:15pm UTC](https://community.materialssquare.com/t/molecularly-tailorable-metal-oxide-clusters-ensured-robust-interfacial-connection-in-inverted-perovskite-solar-cells/1035 "2024-12-12T18:15:28Z")

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This article introduces a novel approach to enhancing the performance and stability of inverted perovskite solar cells (PVSCs) using molecularly customizable cyclic titanium oxide clusters (CTOCs). These clusters form a …

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## [Chalcogenide perovskites: The next frontier in solar technology?](https://community.materialssquare.com/t/chalcogenide-perovskites-the-next-frontier-in-solar-technology/1034)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 12, 2024, 5:42pm UTC](https://community.materialssquare.com/t/chalcogenide-perovskites-the-next-frontier-in-solar-technology/1034 "2024-12-12T17:42:30Z")

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This article explores the potential of chalcogenide perovskites, specifically BaZrS3 (BZS), as a revolutionary material in solar technology. Traditional silicon-based solar cells are nearing their efficiency limits, and …

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## [How the latest materials are taking biosensors to the next level](https://community.materialssquare.com/t/how-the-latest-materials-are-taking-biosensors-to-the-next-level/1033)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 12, 2024, 5:35pm UTC](https://community.materialssquare.com/t/how-the-latest-materials-are-taking-biosensors-to-the-next-level/1033 "2024-12-12T17:35:45Z")

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This article delves into advancements in wearable biosensors and materials designed to revolutionize medical diagnostics and patient monitoring. Highlighted innovations include soft, stretchable sensors, such as one deve…

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## [Five countries having a clear impact on the latest materials-science research](https://community.materialssquare.com/t/five-countries-having-a-clear-impact-on-the-latest-materials-science-research/1032)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 12, 2024, 5:26pm UTC](https://community.materialssquare.com/t/five-countries-having-a-clear-impact-on-the-latest-materials-science-research/1032 "2024-12-12T17:26:07Z")

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This article examines the global trends and contributions in materials science research from 2019 to 2023, focusing on five countries with notable output: South Korea, India, Singapore, Italy, and Denmark. South Korea re…

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## [Heavy-boundary mode patterning and dynamics of topological phonons in polymer chains and supramolecular lattices on surfaces](https://community.materialssquare.com/t/heavy-boundary-mode-patterning-and-dynamics-of-topological-phonons-in-polymer-chains-and-supramolecular-lattices-on-surfaces/1031)

<div class="topic-metadata">

**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 12, 2024, 5:12pm UTC](https://community.materialssquare.com/t/heavy-boundary-mode-patterning-and-dynamics-of-topological-phonons-in-polymer-chains-and-supramolecular-lattices-on-surfaces/1031 "2024-12-12T17:12:19Z")

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This article explores the dynamics and applications of topological phonons in polymers and supramolecular lattices using the Su-Schrieffer-Heeger (SSH) model. It demonstrates that topological boundary modes, robust again…

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## [Four game-changing researchers in materials science](https://community.materialssquare.com/t/four-game-changing-researchers-in-materials-science/1030)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 12, 2024, 5:06pm UTC](https://community.materialssquare.com/t/four-game-changing-researchers-in-materials-science/1030 "2024-12-12T17:06:48Z")

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This article highlights the innovative work of four materials scientists addressing global challenges through cutting-edge research. Grace Gu of UC Berkeley designs advanced composite materials inspired by mathematical p…

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## [Predicting atomic structures proves useful in energy and sustainability](https://community.materialssquare.com/t/predicting-atomic-structures-proves-useful-in-energy-and-sustainability/1029)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 11, 2024, 3:45pm UTC](https://community.materialssquare.com/t/predicting-atomic-structures-proves-useful-in-energy-and-sustainability/1029 "2024-12-11T15:45:11Z")

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Researchers at Lawrence Livermore National Laboratory (LLNL) have developed an innovative method combining generative AI and first-principles simulations to predict complex three-dimensional atomic structures. This appro…

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## [Types of Composite Matrix Materials and Their Applications](https://community.materialssquare.com/t/types-of-composite-matrix-materials-and-their-applications/1028)

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**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 11, 2024, 3:36pm UTC](https://community.materialssquare.com/t/types-of-composite-matrix-materials-and-their-applications/1028 "2024-12-11T15:36:56Z")

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Types of Composite Matrix Materials and Their Applications Composite matrix materials are engineered by combining two or more distinct substances to create a material with improved properties. Engineers select matrix an…

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## [Energetic and Durable All-Polymer Aqueous Battery](https://community.materialssquare.com/t/energetic-and-durable-all-polymer-aqueous-battery/1027)

<div class="topic-metadata">

**Author:** [@gabriele1](https://community.materialssquare.com/u/gabriele1)\
**Replies:** 0\
**Last updated:** [December 11, 2024, 3:18pm UTC](https://community.materialssquare.com/t/energetic-and-durable-all-polymer-aqueous-battery/1027 "2024-12-11T15:18:10Z")

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Energetic and Durable All-Polymer Aqueous Battery A recent article in Nature Communications presented a polymer-aqueous electrolyte for stabilizing polymer electrode redox products by modulating the solvation layers and…

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