Xinru Nie, Ruiyi Jing, Fukang Chen, Leiyang Zhang, Yule Yang, Zupei Yang, Shirui Zhang, Huan Jiao, Haibo Zhang, Haibo Yang, Li Jin
{"title":"Synergistic Phase Boundary and Defect Engineering Enables Ultrahigh Electrostrain in Lead‐Free Ceramics","authors":"Xinru Nie, Ruiyi Jing, Fukang Chen, Leiyang Zhang, Yule Yang, Zupei Yang, Shirui Zhang, Huan Jiao, Haibo Zhang, Haibo Yang, Li Jin","doi":"10.1002/adfm.202513360","DOIUrl":"https://doi.org/10.1002/adfm.202513360","url":null,"abstract":"Piezoelectric ceramics serve as essential materials for electromechanical transduction; however, they face two critical limitations: the environmental toxicity associated with conventional lead‐based systems and the inadequate strain performance, typically below 0.5%, observes in current lead‐free alternatives. In this work, a synergistic design approach is presented to address both challenges by simultaneously modulating the room‐temperature nonergodic relaxor to ergodic relaxor phase boundary and introducing engineered defect dipoles (<jats:italic>P</jats:italic><jats:sub>d</jats:sub>) in (Bi<jats:sub>0.5</jats:sub>Na<jats:sub>0.5</jats:sub>)<jats:sub>0.93</jats:sub>Ba<jats:sub>0.07</jats:sub>TiO<jats:sub>3</jats:sub> (BNBT) ceramics through B‐site co‐substitution with aliovalent (Sn<jats:sub>0.5</jats:sub>Sb<jats:sub>0.4</jats:sub>)<jats:sup>4+</jats:sup> complex ions. This dual‐modulation strategy leverages field‐induced phase transitions, the morphotropic phase boundary effect, and the cooperative alignment between spontaneous polarization and defect dipole polarization. As a result, the material system exhibits markedly suppressed negative strain, a substantial internal bias field that facilitates reversible domain switching, and an exceptional electromechanical response. Specifically, an ultrahigh electrostrain of 1.06%, a giant effective piezoelectric coefficient of 1317 pm V<jats:sup>−1</jats:sup>, and an ultralow strain hysteresis of 7.2% are achieved. These metrics rival those of benchmark lead‐based ceramics such as Pb(Zr<jats:sub>1‐</jats:sub><jats:italic><jats:sub>x</jats:sub></jats:italic>Ti<jats:italic><jats:sub>x</jats:sub></jats:italic>)O<jats:sub>3</jats:sub>. The proposed methodology offers a promising pathway for the development of high‐performance, environmentally benign actuator materials suitable for advanced electromechanical applications.","PeriodicalId":112,"journal":{"name":"Advanced Functional Materials","volume":"27 1","pages":""},"PeriodicalIF":19.0,"publicationDate":"2025-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145002925","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yiming Yang, Tao Zhang, Zihao Zheng, Jiasheng Guo, Haojie Han, Jingrui Cui, Jing Ma, Jinming Guo, Di Yi, Ce‐Wen Nan
{"title":"Thickness‐Driven Transition of Switching Kinetics in Wurtzite Ferroelectrics","authors":"Yiming Yang, Tao Zhang, Zihao Zheng, Jiasheng Guo, Haojie Han, Jingrui Cui, Jing Ma, Jinming Guo, Di Yi, Ce‐Wen Nan","doi":"10.1002/adfm.202511380","DOIUrl":"https://doi.org/10.1002/adfm.202511380","url":null,"abstract":"Wurtzite ferroelectrics, such as aluminum scandium nitride (AlScN), provide promising candidates to develop complementary‐metal‐oxide‐semiconductor (CMOS)‐integrated non‐volatile memory devices. A comprehensive understanding of ferroelectric switching kinetics in AlScN film is critical to fully exploit its potential, which, however, remains to be explored. In this work, a thickness‐driven transition of switching kinetics from the Kolmogorov‐Avrami‐Ishibashi model to nucleation‐limited switching behavior is reported in AlScN films through pulsed transient electrical measurements. In addition, an asymmetry of switching between N‐polar and M‐polar states is observed, which decreases as the film thickness reduces. Integrated differential phase contrast scanning transmission electron microscopy reveals an inhomogeneous distribution of defects between interfacial and bulk regions, as well as the pinning of ferroelectric domains near the interface during switching, which could account for the change of switching behaviors with thickness scaling. The thickness‐dependent switching kinetics and their correlation to defects present an alternative route to engineer the wurtzite ferroelectrics, potentially enabling novel applications in multi‐state ferroelectric memory and neuromorphic computing architecture.","PeriodicalId":112,"journal":{"name":"Advanced Functional Materials","volume":"42 1","pages":""},"PeriodicalIF":19.0,"publicationDate":"2025-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145002927","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Xin Gao, Xu Fang, Hao Wang, Nengan Tian, Junqi Sun
{"title":"Fully Erasable Amphibious Adhesives Derived from Soybean Oil with Record‐High Underwater Adhesion Strength","authors":"Xin Gao, Xu Fang, Hao Wang, Nengan Tian, Junqi Sun","doi":"10.1002/adma.202507894","DOIUrl":"https://doi.org/10.1002/adma.202507894","url":null,"abstract":"Developing amphibious adhesives that combine high adhesion strength with on‐demand erasability in both dry and wet environments remains a significant challenge. In this study, biomass‐derived, amphibious, and erasable adhesives are fabricated by grafting 3‐aminobenzoic acid and 3‐aminobenzeneboronic acid onto epoxidized soybean oil (ESO), yielding ESO‐Am adhesives. These adhesives are dynamically cross‐linked with boroxines, hydrogen bonds, and hydrogen‐bonded hydrophobic nanodomains. ESO‐Am adhesives exhibit strong and durable adhesion to a wide range of substrates under dry conditions, with adhesion strengths comparable to those of commercial counterparts. Remarkably, they also demonstrate exceptional underwater adhesion without the need for post‐curing, achieving an adhesion strength of 5.2 MPa on iron, surpassing previously reported underwater adhesives. This outstanding performance is attributed to the synergistic effect of dynamic boroxine linkages and hydrogen‐bonded hydrophobic nanodomains, which enhance both cohesive strength and interfacial interactions. Importantly, the dynamic cross‐links allow for complete and on‐demand removal of the adhesive by simple ethanol rinsing. In addition, ESO‐Am adhesives are biocompatible, degradable in soil, and reusable, retaining 96% of their original adhesion strength after ten cycles of reuse. The combination of strong amphibious adhesion, full erasability, biodegradability, and reusability makes ESO‐Am adhesives highly promising for a wide range of sustainable and advanced applications.","PeriodicalId":114,"journal":{"name":"Advanced Materials","volume":"470 1","pages":""},"PeriodicalIF":29.4,"publicationDate":"2025-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145003074","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Hanseul Lee,Hye Ri Jung,Sooyeon Pak,Namhee Kwon,Sang Hoon Kim,Junhong Na,Seoyeon Ko,Seokhyun Yoon,Won Mok Kim,Jeung-Hyun Jeong,Donghwan Kim,Soohyung Park,Gee Yeong Kim
{"title":"Unveiling NiOx/Perovskite Interfaces: Charge Transport and Device Performance in Perovskite Solar Cells.","authors":"Hanseul Lee,Hye Ri Jung,Sooyeon Pak,Namhee Kwon,Sang Hoon Kim,Junhong Na,Seoyeon Ko,Seokhyun Yoon,Won Mok Kim,Jeung-Hyun Jeong,Donghwan Kim,Soohyung Park,Gee Yeong Kim","doi":"10.1021/acsami.5c13836","DOIUrl":"https://doi.org/10.1021/acsami.5c13836","url":null,"abstract":"NiOx is a p-type semiconductor widely used as a hole transport material in perovskite solar cells (PSCs), yet the impact of fabrication methods on its interfacial properties and the underlying mechanisms remains unclear. This study investigates how the fabrication process─nanoparticle precursor (NP NiOx) and sputtering deposition (SP NiOx)─and interfacial space charge effects influence charge transport and device performance in NiOx/perovskite systems. SP NiOx exhibits a higher Ni3+/Ni2+ ratio and greater conductivity but induces significant hole depletion and band bending at the interface, leading to reduced open-circuit voltage and efficiency. In contrast, NP NiOx shows weaker hole depletion and a negligible hole barrier and enhances hole extraction, achieving a higher efficiency. The improved interfacial behavior of NP NiOx is attributed to the presence of carbon ligands, which mitigate interfacial recombination. These findings highlight the critical role of interfacial engineering in optimizing charge transport and performance in PSCs, providing valuable insights into the design of efficient hole transport layers (HTLs).","PeriodicalId":5,"journal":{"name":"ACS Applied Materials & Interfaces","volume":"141 1","pages":""},"PeriodicalIF":9.5,"publicationDate":"2025-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145003239","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}
Khalid Alhamdan,M Obaid,Jehad K El-Demellawi,Najat A Amin,Ananda Rao Hari,Yongjiu Lei,Pascal E Saikaly,Husam N Alshareef,Noreddine Ghaffour
{"title":"Sustainable Antimicrobial Silver@MXene Nanofiber Membranes for Enhanced Photothermal Membrane Distillation Performance.","authors":"Khalid Alhamdan,M Obaid,Jehad K El-Demellawi,Najat A Amin,Ananda Rao Hari,Yongjiu Lei,Pascal E Saikaly,Husam N Alshareef,Noreddine Ghaffour","doi":"10.1021/acsami.5c10788","DOIUrl":"https://doi.org/10.1021/acsami.5c10788","url":null,"abstract":"Solar-driven desalination has emerged as a sustainable and efficient solution for addressing global water scarcity, especially beneficial in remote, off-grid, and disaster-affected regions. Among emerging technologies, photothermal membrane distillation (PMD) stands out due to its effective solar-energy conversion, scalability, and simplicity. Here, we report a hybrid PMD membrane fabricated by electrospinning MXene (Ti3C2Tx) nanosheets integrated with silver nanoparticles (AgNPs) onto a poly(vinylidene fluoride-co-hexafluoropropylene) (PH) substrate. The hybrid membrane synergistically combines MXene's exceptional photothermal conversion capabilities and the broad-spectrum antibacterial properties of AgNPs, thereby achieving enhanced permeate flux, excellent salt rejection (>99.99%), and superior resistance to biofouling. Under simulated solar irradiation (1 sun), the fabricated PMD membranes demonstrated permeate fluxes of 0.94 LMH and 3.08 LMH at ambient temperature (∼20 °C) and 30 °C, respectively, achieving a remarkable photothermal efficiency of 63.5% at ambient temperature, with a 35 g/L NaCl feed solution. When challenged with real Red Sea water (39 g/L salinity), the permeate flux showed only a marginal reduction (8.5%), underscoring excellent antifouling performance under realistic conditions. Beyond its desalination performance, the membrane demonstrated excellent antibacterial properties with a 99.8% killing effect. These findings underscore the potential of the Ag@MXene/PHNF membrane as a robust, scalable, and sustainable solution for decentralized water production, capable of producing approximately 24 L of potable water per square meter per day.","PeriodicalId":5,"journal":{"name":"ACS Applied Materials & Interfaces","volume":"40 1","pages":""},"PeriodicalIF":9.5,"publicationDate":"2025-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145003240","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}
{"title":"Influence of monolayer MoS2 grain boundaries on MoS2 cluster nucleation during layer-by-layer growth of bilayer MoS2","authors":"Lina Chen, Zhaofang Cheng, Shaodan He, Zipeng Wu, Xudong Zhang, Zhengwei Ren, Dehua Zong, Kelun Deng, Minggang Xia","doi":"10.1016/j.apsusc.2025.164549","DOIUrl":"https://doi.org/10.1016/j.apsusc.2025.164549","url":null,"abstract":"Bilayer transition-metal dichalcogenides (TMDs) have promising applications in photoelectronic devices due to their unique physical and chemical properties. Grain boundaries (GBs) are an inevitable defect in the synthesis of TMDs, which will affect the nucleation behavior of the next-layer material, thereby altering the materials’ properties and their applications as devices. However, it remains unclear how the GBs of monolayer MoS<sub>2</sub> regulate the nucleation of the next-layer MoS<sub>2</sub> clusters. Here, we present a statistical analysis of the crystallographic orientation of MoS<sub>2</sub> grown on GBs via chemical vapor deposition, and calculate the energy landscape between MoS<sub>2</sub> cluster molecule and underlying MoS<sub>2</sub> containing GBs. Our results reveal that the interlayer energy strongly depends on the size, termination edge type and nucleation position of MoS<sub>2</sub> cluster. Additionally, the regulatory effect of GBs on MoS<sub>2</sub> clusters is notably effective within ∼4 Å but negligible outside. Theoretically, the most favorable stacking configurations at GBs are bilayer MoS<sub>2</sub> with 0° and small deflection angles (defined as the angle deviating from the regulation of perfect lattice), consistent with our experimental results. Our work clarifies the nucleation mechanism of MoS<sub>2</sub> on GBs, which is scientifically important for optimizing the controlled growth of TMDs","PeriodicalId":247,"journal":{"name":"Applied Surface Science","volume":"13 1","pages":""},"PeriodicalIF":6.7,"publicationDate":"2025-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145003325","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}
Rui Luo, Liyuan Liu, Zhaowen Teng, Jianhong Yi, Caiju Li
{"title":"Achieving strength-ductility synergy in a multi-principal element alloy via constructing multi-scale heterostructures controlled by spinodal decomposition","authors":"Rui Luo, Liyuan Liu, Zhaowen Teng, Jianhong Yi, Caiju Li","doi":"10.1016/j.jallcom.2025.183577","DOIUrl":"https://doi.org/10.1016/j.jallcom.2025.183577","url":null,"abstract":"In this work, a novel (CuFe)<sub>60</sub>Ni<sub>15</sub>Mn<sub>10</sub>Co<sub>10</sub>Al<sub>5</sub> (at. %) MPEA was developed. The aging state MPEA (AG-MPEA) has a multi-scale heterostructure controlled by spinodal decomposition: (I) Bimodal-size structure; (II) Different component regions divided by coherent diffusion phase interfaces; (III) Uniformly distributed Cu-rich and Fe-rich particles in the matrix. The multi-scale heterostructure provides more diffusion phase interfaces and different flow stress regions. The coherent diffusion phase interface hinders the hard transfer of dislocations between different compositional regions, which shortens the free path of dislocation slip. In addition, when crossing from one region to another, dislocations repeatedly face slip congestion, causing the slip band to be filled with accumulated dislocations. Different compositional regions are highly effective in delaying the movement of dislocations, which benefits from their lattice strain and surrounding strain gradient. The enhanced hetero-deformation-induced strain hardening and the formation of microscopic strain bands stabilize plastic deformation and improve ductility. The results indicate that the AG-MPEA exhibited a yield strength of 1,024<!-- --> <!-- -->MPa and an ultimate tensile strength of 1,293<!-- --> <!-- -->MPa, along with an excellent ductility of ~28%. Compared to the solid-solution state MPEA (679<!-- --> <!-- -->MPa, 865<!-- --> <!-- -->MPa and ~26%), the strength-ductility of the AG-MPEA has been synergistically enhanced. The multi-scale heterostructure design strategy controlled by spinodal decomposition provides a new solution for the long-term strength-ductility trade-off in metal materials.","PeriodicalId":344,"journal":{"name":"Journal of Alloys and Compounds","volume":"141 1","pages":""},"PeriodicalIF":6.2,"publicationDate":"2025-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145003441","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}
Zihan Ling, Burke Niego, Qingyang Li, Dhruv Bhattaram, Vanessa Serna Villa, Michael Hu, Zhuowei Gong, Lloyd M. Smith, Brian L. Frey, Xi Ren
{"title":"Chemoselective Characterization of New Extracellular Matrix Deposition in Bioengineered Tumor Tissues","authors":"Zihan Ling, Burke Niego, Qingyang Li, Dhruv Bhattaram, Vanessa Serna Villa, Michael Hu, Zhuowei Gong, Lloyd M. Smith, Brian L. Frey, Xi Ren","doi":"10.1002/adma.202505445","DOIUrl":"https://doi.org/10.1002/adma.202505445","url":null,"abstract":"In both native and engineered tissues, the extracellular matrix (ECM) supports and regulates nearly all aspects of cellular pathophysiology, and in response, cells extensively remodel their surrounding extracellular environments through new ECM protein deposition. Understanding this intricate bi‐directional cell‐ECM interaction is key to tissue engineering, but it remains challenging to investigate. This is partly due to the limited sensitivity of conventional proteomics to capture low‐abundance newly synthesized ECM (newsECM). This study presents a glycosylation‐enabled, chemoselective strategy to label, enrich, and characterize newsECM proteins with augmented specificity and sensitivity. Applying newsECM profiling to bioengineered tumor tissues, either built upon decellularized ECM materials (dECM‐tumor) or as ECM‐free tumoroids, revealed distinct ECM synthesis patterns. Tumor cells cultured within dECM scaffold present elevated ECM remodeling activities, mediated by augmented digestion of pre‐existing ECM coupled with upregulated synthesis of tumor‐associated ECM components. These findings highlight the sensitivity of newsECM profiling to capture remodeling events that are otherwise under‐represented by bulk proteomics and underscore the significance of dECM support for enabling native‐like tumor cell behaviors. The newsECM profiling described here is anticipated to be applicable to a wide range of engineered tissue models and pathophysiological processes to deliver fundamental insights regarding the mutual cell‐ECM crosstalk.","PeriodicalId":114,"journal":{"name":"Advanced Materials","volume":"53 1","pages":""},"PeriodicalIF":29.4,"publicationDate":"2025-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145003079","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Encapsulation of carbon dots in fluorine-containing silica nanoparticles towards UV-to-blue, superhydrophobic, and self-cleaning agricultural coatings","authors":"Cuixia Wu, Junhui He","doi":"10.1016/j.apsusc.2025.164427","DOIUrl":"https://doi.org/10.1016/j.apsusc.2025.164427","url":null,"abstract":"It is significant to develop a simple preparation process to obtain a transparent, robust, and superhydrophobic agricultural coating for plant growth. Here, we obtained a sol solution containing fluorinated silica nanoparticles with encapsulated carbon dots (POS-SiO<sub>2</sub>-CDs, ∼50 nm) by co-hydrolysis of tetraethylorthosilicate (TEOS) and 1H,1H,2H,2H-perfluorooctyltriethoxysilane (POTS) under the catalysis of NH<sub>3</sub>·H<sub>2</sub>O. The sol solution was easily coated onto PE film by spraying to form a transparent UV-to-blue superhydrophobic coating. The POS-SiO<sub>2</sub>-CDs solid powder exhibited blue fluorescence emission (FL) with a quantum yield (QY) of 22.15 % and superamphiphobic properties. We introduced epoxy resin as a binder to improve the mechanical stability of the light-conversion superhydrophobic coating (POS-SiO<sub>2</sub>-CDs/Epoxy). By adjusting the ratio of epoxy resin to POS-SiO<sub>2</sub>-CDs nanoparticles, the optimal coating fabricated via a simple spraying process had a static water contact angle (WCA) of 155° and a rolling angle (SA) of less than 5°. The average transmittance of the coated glass in the visible light range (400–800 nm) reached 80.1 %. Meanwhile, the coating has stable FL emission, good anti-fouling performance, mechanical stability, and excellent flexibility. The rapidly constructed coating without complex modification may provide a potential advantage for manufacturing large-area, robust, superhydrophobic, and self-cleaning agricultural coatings.","PeriodicalId":247,"journal":{"name":"Applied Surface Science","volume":"38 1","pages":""},"PeriodicalIF":6.7,"publicationDate":"2025-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145003327","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}
Nikolay L. Kazanskiy, Nikita V. Golovastikov, Svetlana N. Khonina
{"title":"The Optic Brain: foundations, frontiers, and the future of photonic Artificial Intelligence","authors":"Nikolay L. Kazanskiy, Nikita V. Golovastikov, Svetlana N. Khonina","doi":"10.1016/j.mtphys.2025.101856","DOIUrl":"https://doi.org/10.1016/j.mtphys.2025.101856","url":null,"abstract":"Optical Neural Networks (ONNs) are emerging as a revolutionary approach in computing, utilizing the unique advantages of light to achieve high-speed and energy-efficient data processing. This paper presents a comprehensive review of ONNs, detailing their architecture, operational principles, and recent technological advancements. ONNs’ parallelism and low latency make them well-suited for real-time image recognition and large-scale ML.The study examines various implementation methods, including diffractive deep neural networks and photonic integrated circuits, and highlights innovations using nanophotonic components that enable compact and trainable optical models. Despite their potential, ONNs face significant challenges, particularly in implementing optical nonlinearity, mitigating noise sensitivity, and achieving seamless integration with electronic control systems. To address these limitations, the paper explores promising solutions such as hybrid electro-optic platforms and engineered meta-materials. A comparative evaluation between optical and traditional electronic neural networks reveals important trade-offs in performance and deployment feasibility. Although ONNs are not yet positioned to fully replace electronic systems, they offer substantial advantages in specific domains where speed and power efficiency are critical. Ultimately, the continued convergence of photonics, materials science, and artificial intelligence research will be key to unlocking the full potential of optical computing.","PeriodicalId":18253,"journal":{"name":"Materials Today Physics","volume":"103 1","pages":""},"PeriodicalIF":11.5,"publicationDate":"2025-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145003395","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}