Barbara Lavina , Enrique Zanardi , Andrés Mujica , Hyunchae Cynn , Yue Meng , Vitali Prakapenka , Jesse S. Smith
{"title":"Low-symmetry polymorph of GaP upends bonding paradigms of metallic high-pressure III–V compounds","authors":"Barbara Lavina , Enrique Zanardi , Andrés Mujica , Hyunchae Cynn , Yue Meng , Vitali Prakapenka , Jesse S. Smith","doi":"10.1016/j.mtphys.2025.101686","DOIUrl":"10.1016/j.mtphys.2025.101686","url":null,"abstract":"<div><div>The pressure-induced polymorphism of binary octet compounds has long been considered a settled problem although the possible atomic disordering of some phases remains a puzzling observation. Taking GaP as a case study, we conclude, through x-ray microdiffraction and first-principles calculations, that its high-pressure metallic phase (previously reported as being disordered) adopts in fact an ordered base-centered monoclinic structure previously unknown in this class of compounds. The formation of layered patterns with variable degrees of interlayer dimerization, as observed in GaP, marks a paradigm shift of our understanding of ordering in octet high-pressure phases which calls for a more extensive re-examination. A rich polymorphism with fine tuning of chemical and physical properties can be envisioned.</div></div>","PeriodicalId":18253,"journal":{"name":"Materials Today Physics","volume":"53 ","pages":"Article 101686"},"PeriodicalIF":10.0,"publicationDate":"2025-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143569660","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
A-Jun Chang , Chao-Hua Xue , Jiao-Jiao Sun , Meng-Xia Shen , Xiao-Jing Guo , Bing-Ying Liu , Meng-Chen Huang , Jing Li , Hong-Wei Wang
{"title":"Hierarchically porous coatings as durable radiative coolers with easy-cleaning property","authors":"A-Jun Chang , Chao-Hua Xue , Jiao-Jiao Sun , Meng-Xia Shen , Xiao-Jing Guo , Bing-Ying Liu , Meng-Chen Huang , Jing Li , Hong-Wei Wang","doi":"10.1016/j.mtphys.2025.101694","DOIUrl":"10.1016/j.mtphys.2025.101694","url":null,"abstract":"<div><div>Radiative cooling, as a sustainable and environmentally friendly cooling technology, holds promise for effectively addressing global energy challenges. However, the primary challenge to radiative cooling materials lies in achieving a balance between cooling capacity and application performances, including mechanical strength, durability, and nighttime insulation. In this study, we have successfully developed a hierarchically porous radiative cooling coating using the composite of thermoplastic polyurethane and hydrophobic silica through a scalable phase separation method. This cooling coating can be applied to various common materials in daily life such as polyester, glass, aluminum plates, wood, and paper products. When applied to polyester fabrics, the fabricated hierarchically porous radiative cooling coating (PRCC) demonstrates high solar reflectivity of 92 %, strong infrared emissivity of 95 % with low thermal conductivity of 0.015 W m<sup>−1</sup> K<sup>−1</sup>, and favorable mechanical properties with a strength of 21.8 MPa, easy-cleaning features, exceptional durability to UV aging and high-temperature exposure. Outdoor testing results showed that the PRCC achieved an average diurnal cooling of 13.4 °C while exhibiting an average nocturnal warming of 1.5 °C. Furthermore, the PRCC maintains outstanding cooling performance even after twelve months of outdoor exposure. This work is expected to promote the long-term application of radiative cooling materials in outdoor settings.</div></div>","PeriodicalId":18253,"journal":{"name":"Materials Today Physics","volume":"53 ","pages":"Article 101694"},"PeriodicalIF":10.0,"publicationDate":"2025-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143560852","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Kai Ren , Ke Wang , Yi Luo , Minglei Sun , Tariq Altalhi , Boris I. Yakobson , Gang Zhang
{"title":"Ultralow frequency interlayer mode from suppressed van der Waals coupling in polar Janus SMoSe/SWSe heterostructure","authors":"Kai Ren , Ke Wang , Yi Luo , Minglei Sun , Tariq Altalhi , Boris I. Yakobson , Gang Zhang","doi":"10.1016/j.mtphys.2025.101689","DOIUrl":"10.1016/j.mtphys.2025.101689","url":null,"abstract":"<div><div>The broken mirror symmetry in Janus SMoSe and SWSe monolayers induces novel properties for photocatalytic, thermoelectric and photocatalytic devices. Interlayer coupling is critical in van der Waals (vdW) heterostructure for quantum transport and polaritonics. We investigate Janus SMoSe/SWSe vdW heterostructures with three stacking interfaces: S-S, S-Se, and Se-Se. The S-Se SMoSe/SWSe vdW heterostructure with lowest symmetry exhibits ultralow frequencies of in-plane shear (1.94 cm<sup>−1</sup>) and out-of-plane breathing (4.47 cm<sup>−1</sup>) modes due to weaker interlayer vdW restoring forces and a significant intrinsic vertical dipole moment. The reduced restoring forces are caused by the critical charge transfer across the vdW interface. Thus, the larger interlayer spacing in the S-Se SMoSe/SWSe heterostructure results in the suppressed vdW interlayer coupling for ultralow phonon frequencies. These findings advance understanding of tuning vdW coupling in polar Janus SMoSe/SWSe heterostructures by stacking engineering, providing theoretical insights for designing tunable nanoelectronic devices.</div></div>","PeriodicalId":18253,"journal":{"name":"Materials Today Physics","volume":"53 ","pages":"Article 101689"},"PeriodicalIF":10.0,"publicationDate":"2025-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143546438","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Di Zhang, Min Liu, Tao Jin, Long Yang, Wen Li, Yanzhong Pei
{"title":"(AgSbTe2)1-x(Bi2Te3)x-based thermoelectric device for low-grade heat recovery","authors":"Di Zhang, Min Liu, Tao Jin, Long Yang, Wen Li, Yanzhong Pei","doi":"10.1016/j.mtphys.2025.101692","DOIUrl":"10.1016/j.mtphys.2025.101692","url":null,"abstract":"<div><div>Near room-temperature thermoelectric materials have promising applications for recovering low-grade waste heat, but high-performance <em>p</em>-type thermoelectric candidates are quite limited if compared with <em>n</em>-type ones. It is thus important to design new <em>p</em>-type materials with superior thermoelectric performance. AgSbTe<sub>2</sub> has received plenty of attention as a promising <em>p</em>-type material candidate due to its intrinsically low thermal conductivity, which is further decreased by introducing vacancies and substitutional point defects by alloying with Bi<sub>2</sub>Te<sub>3</sub> in this work. With the additional help of Cd substitution at the Sb site, the optimized carrier concentration leads to a peak <em>zT</em> value of 0.93 at 450 K for (AgSb<sub>0.98</sub>Cd<sub>0.02</sub>Te<sub>2</sub>)<sub>0.9</sub>(Bi<sub>2</sub>Te<sub>3</sub>)<sub>0.1</sub>, and the corresponding single-leg device achieves a conversion efficiency of <em>∼</em>4.2 % at a temperature gradient Δ<em>T</em> of ∼162 K. By further pairing with an <em>n</em>-type Ag<sub>2</sub>Se leg, a conversion efficiency of ∼1.8 % is realized at a Δ<em>T</em> of ∼93 K for the obtained module, suggesting its potential applications in the low-grade heat recovery.</div></div>","PeriodicalId":18253,"journal":{"name":"Materials Today Physics","volume":"52 ","pages":"Article 101692"},"PeriodicalIF":10.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143560854","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yunpu Zhang , Yang Li , Wenyi Mao , Xinyue Zhang , Jiye Zhang , Jun Luo
{"title":"Balancing structural stability and thermoelectric performance of GeMnTe2 by manipulating the complexity of cation sublattice","authors":"Yunpu Zhang , Yang Li , Wenyi Mao , Xinyue Zhang , Jiye Zhang , Jun Luo","doi":"10.1016/j.mtphys.2025.101693","DOIUrl":"10.1016/j.mtphys.2025.101693","url":null,"abstract":"<div><div>GeTe, known for its superior thermoelectric performance, undergoes a structural transition from low temperature rhombohedral to high temperature cubic phase at around 700 K. This phase transition is the primary obstacle to its practical applications. Alloying Mn at the Ge site can inhibit the phase transition and stabilize the cubic structure down to room temperature, while simultaneously degrading thermoelectric properties. In this work, room-temperature cubic GeMnTe<sub>2</sub>, is chosen as the matrix, and then the complexity of cation sublattice is manipulated to achieve the best balance between structural stability and thermoelectric performance. Alloying equal amount of Ag and Sb atoms at the Ge site induces lattice softening, local chemical fluctuation, and lattice anharmonicity, leading to a lower sound velocity and significantly reducing the lattice thermal conductivity. Further doping of Sb synergistically modulates the thermoelectric performance by optimizing the electrical properties and reducing the electronic thermal conductivity. Consequently, a dimensionless thermoelectric figure of merit <em>zT</em> of 1.35 at 773 K and an average <em>zT</em> of 0.8 across the temperature range of 300–773 K are achieved for the Ge<sub>0.575</sub>Ag<sub>0.25</sub>Sb<sub>0.375</sub>Mn<sub>0.8</sub>Te<sub>2</sub>, demonstrating its promising potential as a high-performance thermoelectric material.</div></div>","PeriodicalId":18253,"journal":{"name":"Materials Today Physics","volume":"52 ","pages":"Article 101693"},"PeriodicalIF":10.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143560853","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Z.J. Cheng , J.P. Qu , Y.J. Liu , W.J. Wu , P.C. He , S. Li , J. Zhao , J.L. Mo
{"title":"Enhancing atmospheric water harvesting on hydrophilic-superhydrophobic hybrid surfaces through wettability gradient and synergistic diversion channel","authors":"Z.J. Cheng , J.P. Qu , Y.J. Liu , W.J. Wu , P.C. He , S. Li , J. Zhao , J.L. Mo","doi":"10.1016/j.mtphys.2025.101691","DOIUrl":"10.1016/j.mtphys.2025.101691","url":null,"abstract":"<div><div>Climate change and resource depletion have exacerbated freshwater shortages, underscoring the urgent need for sustainable water resources. Atmospheric water harvesting technology, inspired by natural structures-especially fog collection on hydrophilic-superhydrophobic hybrid surfaces-offers a feasible solution due to its simple fabrication process, high collection efficiency, and zero energy consumption. While hydrophilic-superhydrophobic hybrid surfaces show potential for improving water collection efficiency, research on the mechanisms of droplet nucleation, growth, detachment, and transport remains limited. In this study, a hydrophilic porous hybrid surface with tunable wettability was fabricated by adjusting laser processing parameters, achieving a maximum collection efficiency of 1874.7 mg/cm<sup>2</sup>/h at a contact angle of 6°. The surface energy difference caused by the wettability gradient on this superhydrophilic-superhydrophobic hybrid surface accelerated droplet detachment and transport. Additionally, the introduction of single-row and multi-row diversion channels disrupted the droplet's force equilibrium and enhanced its directional sliding, further increasing the collection efficiency to 3623.1 mg/cm<sup>2</sup>/h and 4016.9 mg/cm<sup>2</sup>/h, respectively. Simulation results indicate that the combined effects of wettability-driven forces and Laplace pressure significantly improve the efficiency of droplet nucleation, growth, detachment, and sliding. The tunable wettability hybrid surface developed in this study is highly versatile and can be applied to a wide range of substrates, showcasing substantial potential for atmospheric water harvesting offering a sustainable water resource solution for arid regions.</div></div>","PeriodicalId":18253,"journal":{"name":"Materials Today Physics","volume":"52 ","pages":"Article 101691"},"PeriodicalIF":10.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143532899","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Zeming Li , Rensheng Shen , Yuantao Zhang , Guoqiang Zhong , Yuchun Chang , Hongwei Liang , Gaoqiang Deng , Xiaochuan Xia , Wancheng Li , Baolin Zhang
{"title":"Ultrahigh responsivity solar-blind high electron mobility photodetector utilizing a β-Ga2O3/GaN heterojunction","authors":"Zeming Li , Rensheng Shen , Yuantao Zhang , Guoqiang Zhong , Yuchun Chang , Hongwei Liang , Gaoqiang Deng , Xiaochuan Xia , Wancheng Li , Baolin Zhang","doi":"10.1016/j.mtphys.2025.101683","DOIUrl":"10.1016/j.mtphys.2025.101683","url":null,"abstract":"<div><div>β gallium oxide (β-Ga<sub>2</sub>O<sub>3</sub>) is considered as a primary choice for solar-blind ultraviolet (SBUV) detection because of its advantages such as intrinsic solar-blindness and robust stability. Nevertheless, the inherent low electron mobility of β-Ga<sub>2</sub>O<sub>3</sub> poses a significant challenge to its application. Here, β-Ga<sub>2</sub>O<sub>3</sub> films were integrated with gallium nitride (GaN) substrates through metal-organic chemical vapor deposition (MOCVD). Based on the obtained heterojunctions, a solar-blind high electron mobility photodetector (HEMPD) was developed. With the help of the minimal conduction band offset (0.12 eV), the photo-generated carriers are able to almost unhindered move between β-Ga<sub>2</sub>O<sub>3</sub> and GaN, and drift in GaN under an external field. Leveraging the high electron mobility advantage of GaN, the HEMPD achieves a responsivity (R) of 2.96 × 10<sup>4</sup> A/W and an external quantum efficiency (EQE) of 1.44 × 10<sup>7</sup> %, even surpassing some β-Ga<sub>2</sub>O<sub>3</sub>-based avalanche photodetectors (APDs). Furthermore, the indirect contact between GaN and electrodes significantly improves the SBUV/UV-A rejection ratio of our HEMPD compared to other vertical PDs based on β-Ga<sub>2</sub>O<sub>3</sub>/GaN heterojunctions. This study provides crucial insights for overcoming the low electron mobility limit of β-Ga<sub>2</sub>O<sub>3</sub>-based PDs.</div></div>","PeriodicalId":18253,"journal":{"name":"Materials Today Physics","volume":"52 ","pages":"Article 101683"},"PeriodicalIF":10.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143477571","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Wei Chen , Yuping Duan , Da Ma , Meng Wang , Shude Gu , Jiangyong Liu , Yupeng Shi , Yang Yang
{"title":"Neural network–enabled accelerated discovery of multifunctional metamaterials for adaptive multispectral stealth applications","authors":"Wei Chen , Yuping Duan , Da Ma , Meng Wang , Shude Gu , Jiangyong Liu , Yupeng Shi , Yang Yang","doi":"10.1016/j.mtphys.2025.101696","DOIUrl":"10.1016/j.mtphys.2025.101696","url":null,"abstract":"<div><div>The development of advanced multispectral compatible stealth materials (CSMs) based on metamaterials faces significant challenges, including computational inefficiency, prohibitive costs, and the persistent issue of local optima in conventional design approaches. This study presents a transformative inverse design framework that revolutionizes the field by enabling rapid optimization within a quasi-infinite solution space. Departing from traditional low-dimensional design paradigms that are constrained by limited solution spaces and excessive reliance on manual intervention, our innovative approach introduces three key advancements: (1) a randomized cut-line coding methodology that generates an expansive, high-dimensional design space capable of addressing diverse stealth requirements; (2) a novel hybrid intelligence system combining genetic algorithms with neural networks for unprecedented computational efficiency and design flexibility; and (3) a multilayer architecture integrating conductive surface materials that achieves remarkable multispectral performance. The resulting CSMs, with a mere 1.24 mm thickness and 2.22 kg/m<sup>2</sup> surface density, demonstrate exceptional capabilities, including ultrabroadband antireflection (reflectivity <0.1 across 8.9–18 GHz), dynamic multiband performance modulation (tunable within 6–18 GHz), radar cross-section reduction, and beam deflection - all programmable through customized fitness functions. Furthermore, the materials exhibit superior infrared stealth characteristics, achieving emissivity values as low as 0.3. This work establishes a new paradigm for the development of adaptive multispectral stealth materials, offering unprecedented versatility in diverse detection environments.</div></div>","PeriodicalId":18253,"journal":{"name":"Materials Today Physics","volume":"52 ","pages":"Article 101696"},"PeriodicalIF":10.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143561280","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Mingqiang Zhang , Yabei Wu , Ye Sheng , Jing Huang , Yanxiao Hu , Xiaoxin Xu , Xuezhi Ke , Wenqing Zhang
{"title":"Interlaced nanotwinned diamond and its deformation mechanism under pure shear strain","authors":"Mingqiang Zhang , Yabei Wu , Ye Sheng , Jing Huang , Yanxiao Hu , Xiaoxin Xu , Xuezhi Ke , Wenqing Zhang","doi":"10.1016/j.mtphys.2025.101685","DOIUrl":"10.1016/j.mtphys.2025.101685","url":null,"abstract":"<div><div>While there is a relatively clear understanding of the deformation mechanisms of parallel nanotwinned diamonds with a single-orientated twin plane under shear strain from both experimental and theoretical studies, significant discrepancies remain between single-orientated parallel twins and experimentally observed twinned structures. These discrepancies hinder a comprehensive explanation of the structural evolution and deformation mechanisms in real twinned diamonds. To address this gap, we constructed an interlaced nanotwinned diamond structure with coexisting twins of different orientations and investigated its deformation mechanisms under pure shear strain. The interlaced twins with different orientations inevitably lead to the coexistence of <em>sp</em><sup>3</sup> bonds and <em>sp</em><sup>2</sup> line defects at the intersecting sites. Our findings reveal that under shear strain, the ideal twin interfaces in the interlaced nanotwinned diamond structure first undergo flip, transforming into a defective parallel nanotwinned diamond structure. As shear strain increases, this defective structure evolves into a unique diamond/graphite interface structure. Due to the strong local carbon bonds associated with <em>sp</em><sup>2</sup> defects, graphitization lags behind that of <em>sp</em><sup>3</sup> carbon bonds, leading to the formation of pentagonal ring structures at the interface. This imparts edge dislocation characteristics to the interface structure, which is significantly different from the diamond/graphite interfaces observed in high-temperature and high-pressure experiments on graphite. Calculations further indicate that continued increase in shear strain may lead to a series of transformations among diamond/graphite interface structures, defective diamond structures, and back to diamond/graphite interface structures. This study provides important insights into the deformation mechanisms of interlaced nanotwinned diamonds under extreme conditions and reveals a new type of diamond/graphite interface structure.</div></div>","PeriodicalId":18253,"journal":{"name":"Materials Today Physics","volume":"52 ","pages":"Article 101685"},"PeriodicalIF":10.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143496028","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Hao Sun, Siyuan Li, Xiaofei Dong, Fengxia Yang, Xiang Zhang, Jianbiao Chen, Xuqiang Zhang, Jiangtao Chen, Yun Zhao, Yan Li
{"title":"Multi-functional synaptic memristor for neuromorphic pattern recognition and image compression","authors":"Hao Sun, Siyuan Li, Xiaofei Dong, Fengxia Yang, Xiang Zhang, Jianbiao Chen, Xuqiang Zhang, Jiangtao Chen, Yun Zhao, Yan Li","doi":"10.1016/j.mtphys.2025.101684","DOIUrl":"10.1016/j.mtphys.2025.101684","url":null,"abstract":"<div><div>A two-terminal artificial synaptic memristor capable of emulating the discrimination ability in human brain is an essential prerequisite for realizing neuromorphic computing architectures through straightforward crossbar array, however, it is still a challenge yet. Here, a multi-functional synaptic memristor is reported, based on bismuth oxybromide (BiOBr) nanosheets, in which enables advanced pattern-discriminating and image compression synaptic functionality. The device exhibits stable resistance switching with an On/Off ratio of ∼30.4 and pronounced electrically-induced synaptic plasticity. The device array can achieve a classification recognition accuracy of 70.98 % on CIFAR-10 dataset, significantly outperforming the 36.35 % accuracy obtained using traditional gradient descent algorithms. By encoding image pixel values into temporal pulse sequences, the device can enable high-precision image compression, maintaining 94.01 % classification accuracy on MNIST dataset with greatly reduced trainable parameters (from 13550 to 2630) and shortened training time (from 252 to 65 s). These findings suggest BiOBr nanosheets could facilitate efficient memristor-based artificial intelligence applications.</div></div>","PeriodicalId":18253,"journal":{"name":"Materials Today Physics","volume":"52 ","pages":"Article 101684"},"PeriodicalIF":10.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143485646","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}