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Text-trained LLMs can zero-shot extrapolate PDE dynamics, revealing a three-stage in-context learning mechanism

Jiajun Bao、Nicolas Boullé、Toni J. B. Liu 等 5 位作者2026-08-20Machine Learning Science and Technology

Abstract Large language models (LLMs) have demonstrated emergent in-context learning (ICL) capabilities across a range of tasks, including zero-shot time-series forecasting. We show that text-trained foundation models can accurately extrapolate spatiotemporal dynamics from discretized partial differential equation (PD…

Topic ModelingMachine Learning in Materials ScienceComputational and Text Analysis Methods

Simulation studies of the characteristics of an induction motor operating with a 50Hz/150Hz magnetic frequency converter and a 3/2 number of phases

Ryszard GOLEMAN2026-08-20PRZEGLĄD ELEKTROTECHNICZNY

Wydawnictwo SIGMA-NOT wydaje czasopisma fachowe informujące swoich czytelników o najnowszych osiągnięciach naukowych i nowoczesnych rozwiązaniach technicznych w Polsce i na świecie, popularyzuje problemy techniczne oraz poszerza wiedzę i kulturę techniczną.

Sensorless Control of Electric MotorsMagnetic Properties and ApplicationsElectric Motor Design and Analysis

Contact modeling of fractal surface topography based on a revised length scale

Chifeng Tian、Lihua Wang、Junqiang Zhang 等 4 位作者2026-08-20Surface Topography Metrology and Properties

Abstract Fractal contact models are widely used in rough surface contact analysis due to their multi-scale characteristics. Traditional fractal contact models are based on the Mandelbrot area distribution law, and analyze rough surfaces by extending the asperity model. This method assumes that asperities with an equal…

Adhesion, Friction, and Surface InteractionsForce Microscopy Techniques and ApplicationsSurface Modification and Superhydrophobicity

The Preparation and Optoelectronic Properties of Symmetric and Asymmetric Multilayered Transparent Conductive Films with ZnS-TiO2-Ag Material System

Kai Tao、Hanbin Chen、Fangzi Zhao 等 5 位作者2026-08-20Metals

Flexible transparent conductive films with symmetric and asymmetric multilayered structures are studied using the ZnS–TiO2–Ag material system, in order to capitalize on the divergent properties of the two dielectric layers for improved performance. The dielectric/metal/dielectric-structured films were deposited by mag…

Nanomaterials and Printing TechnologiesZnO doping and propertiesOptical Coatings and Gratings

Characterization of quasi-static and dynamic failure in AA7075-based hybrid aluminum composites

Kousik Kumaar Rajagopal、K. Vinoth、R. Jini Raj2026-08-20Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science

This study aims to explore and understand the tensile strength and fatigue performance of AA7075 aluminum alloy by reinforcing it with cenospheres and molybdenum disulfide (MoS 2 ), targeting applications that demand high strength and low weight, such as those in the aerospace and automotive sectors. Hybrid composites…

Advanced ceramic materials synthesisAluminum Alloys Composites PropertiesAluminum Alloy Microstructure Properties

Site‐Selective Dearomative [2+2] Photocycloaddition of Naphthalene Derivatives With Alkenes

Muzi Li、Ruihua Pu、Zhe‐Qi Wang 等 12 位作者2026-08-20Angewandte Chemie

ABSTRACT Photocycloaddition between aromatics and alkenes is a fundamental class of reactions in organic chemistry. Conventional approaches have predominantly harnessed triplet‐state manifolds to achieve [4+2] cycloadditions. However, reversing the intrinsic site‐selectivity from [4+2] to [2+2] cycloaddition under tri…

Synthesis and Properties of Aromatic CompoundsRadical Photochemical ReactionsPhotochromic and Fluorescence Chemistry

Fluorescence Event Counting for miRNA Detection Enabled by Surface-Confined Hybridization Chain Reaction with Integrated Optical Gain

Wei Ye、Lianyu Lu、Hu Shi 等 8 位作者2026-08-20ACS Sensors

MicroRNAs (miRNAs) are key biomarkers for disease diagnosis and biological research, yet their reliable quantification in complex samples remains challenging. Fluorescence-based detection is often limited by heterogeneous amplification efficiency and the inherent variability of intensity-based readouts, making measure…

Innovative Microfluidic and Catalytic Techniques InnovationPhotochromic and Fluorescence ChemistryAdvanced biosensing and bioanalysis techniques

Mammalian reproductive and developmental toxicity of micro- and nanoplastics: a critical appraisal of evidence using the SciRAP tool

Ida Due Würtzner Koch、Laura Rubio、Julia Catalán 等 8 位作者2026-08-20Critical Reviews in Toxicology

Human exposure to micro- and nanoplastics (MNPs) is increasingly documented, yet their potential effects on reproductive and developmental health remain inadequately explored. Preliminary findings presented in scientific literature suggest that MNPs may translocate systemically and localize in reproductive tissues, pr…

Effects and risks of endocrine disrupting chemicalsNanoparticles: synthesis and applicationsMicroplastics and Plastic Pollution

Superior effects of root-applied Fe 2 O 3 nanoparticles synthesized from safflower seeds on growth and photosynthesis in safflower

Şeküre Çulha Erdal、Gözde Koşarsoy Ağçeli2026-08-20Journal of Plant Nutrition

Iron (Fe) is vital for plant growth and metabolism, and green synthesis provides an eco-friendly approach to produce nanoparticles (NPs) using plant extracts. In this study, iron oxide NPs (Fe2O3NPs) were greenly synthesized from safflower (Carthamus tinctorius) seed extract and characterized for their structural, opt…

Sunflower and Safflower CultivationPolymer-Based Agricultural EnhancementsNanoparticles: synthesis and applications

A Photoresponsive Azo-Functionalized 2,4-Dinitrophenylhydrazone Polymer for Selective Fluoride Sensing in Environmental and Biological Media

Chandan Kumar、Sangita Rajwar、Shaunak Das 等 7 位作者2026-08-20ACS Sensors

Fluoride (F-) plays an essential role in dental health and osteoporosis treatment; however, excessive intake can lead to severe disorders, including dental fluorosis and urolithiasis, necessitating sensitive monitoring in environmental and biological systems. Herein, we report a photoresponsive azo-2,4-dinitrophenylhy…

Molecular Sensors and Ion DetectionMetal-Organic Frameworks: Synthesis and ApplicationsLuminescence and Fluorescent Materials

Phytolith Morphotype Composition in Some Members of Zingiberales From Eastern Himalayas and Their Taxonomic Significance

Biswajit Mukherjee、Madhab Naskar、Oindrila Biswas 等 5 位作者2026-08-20New Zealand Journal of Botany

Phytoliths are microscopic silica particles that aid taxonomic differentiation and reconstruction of vegetation and climate in both modern and past contexts. Members of the order Zingiberales constitute important components of tropical and subtropical vegetation, yet their phytolith diversity remains poorly documented…

Geomagnetism and Paleomagnetism StudiesClay minerals and soil interactionsSilicon Effects in Agriculture

Spiro[16]arene: A Spirocycle‐Bridged Macrocycle With Nanocarbon Recognition

Yifei Zhang、Kailin Hu、Yu Zhou 等 14 位作者2026-08-20Angewandte Chemie International Edition

ABSTRACT The development of new bridging chemistry for macrocyclic arenes is crucial for creating supramolecular hosts with well‐defined structures and practical functions. In this work, we report a spirocycle‐bridged macrocycle named spiro[16]arene ( SP16 ). In contrast to conventional single‐ or double‐stranded macr…

Supramolecular Chemistry and ComplexesSynthesis and Properties of Aromatic CompoundsSupramolecular Self-Assembly in Materials

Dual‐Group Surface Functionalization of TiO 2 Enabling Efficient Cd‐free Sb 2 (S,Se) 3 Solar Cells

Yue Hu、Zhang Ruan、Jianyu Li 等 10 位作者2026-08-20Advanced Functional Materials

ABSTRACT Sb 2 (S,Se) 3 is a promising absorber for next‐generation thin‐film solar cells owing to its excellent stability, tunable bandgap, and high absorption coefficient. In the device application, CdS is currently the most efficient electron transport layer, while its narrow bandgap (Eg = 2.4 eV) causes parasitic l…

TiO2 Photocatalysis and Solar CellsChalcogenide Semiconductor Thin FilmsPhase-change materials and chalcogenides

Ultrafast Scintillation in Co2+-Codoped GAGG:Ce Crystals via Excited-State Lifetime Engineering

Aochen Zhang、Chengyi Li、Peng Qiu 等 7 位作者2026-08-20Crystal Growth & Design

Abstract The temporal performance of Ce3+-activated oxide scintillators is fundamentally bottlenecked by the intrinsic radiative lifetime of the 5d → 4f transition. While conventional defect engineering can minimize trap-related slow decay components, it fails to accelerate the primary de-excitation pathway. Herein, w…

Radiation Detection and Scintillator TechnologiesMedical Imaging Techniques and ApplicationsLuminescence Properties of Advanced Materials

Direct Integration of Conductive, Emissive Perovskite Nanocrystals Into Efficient Light‐Emitting Diodes Without Post‐Synthetic Ligand Exchange

Jigeon Kim、Yubin Lee、Gyeong Eun Seok 等 17 位作者2026-08-20Advanced Functional Materials

ABSTRACT Colloidal perovskite nanocrystals (PNCs) have emerged as promising candidates for optoelectronic applications, leveraging their excellent optical, photophysical, and electrical properties combined with solution processability. However, the electrically insulating nature of conventional long‐chain ligands nece…

Quantum Dots Synthesis And PropertiesPerovskite Materials and ApplicationsOrganic Light-Emitting Diodes Research

Pathogenesis-Driven Drug Repurposing with a Self-Nanoemulsifying Delivery System for Parkinson’s Disease

KUNAL VERMA、Jaskiran Kaur、Mohit Kumar 等 7 位作者2026-08-20Pharmaceuticals

Background/Objectives: The aim of the present study was to investigate the mechanisms in Parkinson’s disease (PD), a progressive neurodegenerative disorder characterized by loss of dopaminergic neurons, aggregation of α-synuclein, mitochondrial dysfunction, oxidative stress, neuroinflammation, gut dysbiosis, and blood…

Ginkgo biloba and Cashew ApplicationsAdvanced Drug Delivery SystemsNanoparticle-Based Drug Delivery

Anderson Localization as Modal Phase Decoherence in Disordered Monoatomic Phononic Chains

Sondipon Adhikari2026-08-20New Journal of Physics

Abstract Anderson localization in one-dimensional disordered media is traditionally characterized through transfer-matrix growth and Lyapunov exponents in the infinite-chain limit.Although mathematically rigorous, this approach obscures the underlying physical mechanism and requires extrapolation for finite systems.We…

Topological Materials and PhenomenaRandom lasers and scattering mediaMaterial Dynamics and Properties

Plastamination in Human Brain: The Possible Role of Microplastics in Neuroinflammation and Parkinson’s Disease

Ezia Guatteo、Maria Zelinda Romano、Nicola Berretta 等 7 位作者2026-08-20Microplastics

Plastic contamination (plastamination) has become a pervasive environmental threat with growing implications for human health. Among plastic-derived contaminants, micro- and nano-plastics (MNPs) are of particular concern due to their persistence, widespread distribution, and capacity to interact with biological system…

biodegradable polymer synthesis and propertiesEffects and risks of endocrine disrupting chemicalsMicroplastics and Plastic Pollution

Electric field and current-assisted ceramic processing: Origins and mechanisms

Hidehiro Yoshida、Koji Morita2026-08-20International Materials Reviews

Ceramic components have mainly been manufactured by a sintering process, in which green compacts of ceramic raw powder are consolidated by exposure them to high temperatures for long periods. In contrast, electric field/current-assisted sintering, such as spark plasma sintering (SPS) and flash sintering, has been wide…

Aluminum Alloys Composites PropertiesElectromagnetic Effects on MaterialsAdvanced ceramic materials synthesis

Pyrolysis Kinetics and Biochar Production of Almond and Pistachio Shells in a Fixed-Bed Pyrolyzer

Hamed M. El Mashad、Abdolhossein Edalati、Bor‐Sen Chiou 等 8 位作者2026-08-20Bioresources and Bioproducts

The effects of pyrolysis temperature (400–500 °C) and time (30–90 min) on the yield and chemical and physical properties of biochar produced from almond and pistachio shells were studied using a fixed-bed pyrolyzer. Thermogravimetric analysis (TGA) was employed to characterize the kinetics of thermal degradation of th…

Heat transfer and supercritical fluidsThermochemical Biomass Conversion ProcessesThermal and Kinetic Analysis