Suzhou Research Institute

Pretrained 3D Molecular Representations Enable Data-Efficient Discovery of High-Energy-Density Fuels

High-energy-density hydrocarbon (HEDH) fuels are essential for aerospace propulsion, yet the design of such fuels is limited by the scarcity of reliable property data. In this work, we fine-tuned Uni-Mol, a pretrained three-dimensional (3D) molecular representation learning frame...

Mechanism of pressurised pyrolysis of Australian brown coal for hydrogen-rich syngas formation

Conversion of fossil fuels to hydrogen-rich syngas is a promising approach for efficient utilisation of these fuels. This study aims to investigate the mechanism of pyrolysis of Australian brown coal into high-value-added products, such as hydrogen-rich syngas. A custom-designed...

Ultramicropore‐Matched Molecular Transport in Low‐Loading Mixed‐Matrix Membranes via Trace‐Oxygen‐Mediated Thermal Reorganization

ABSTRACT The complementary structural tunability of polymers of intrinsic microporosity (PIMs) and metal–organic frameworks (MOFs) redefines the design space for engineering precise transport channels in mixed‐matrix membranes (MMMs). Herein, we present that trace‐oxygen‐mediated...

Conformation‐Locking in Thiazole‐Rich Mixed‐Linkage Covalent Organic Frameworks for Spontaneous Exciton Dissociation and Efficient Photocatalysis

ABSTRACT The formidable exciton effect inherent in organic semiconductors fundamentally restricts free charge carrier generation, thereby impeding photocatalytic redox efficiency. Facilitating spontaneous exciton dissociation and lowering exciton binding energy are essential for...

Infrared‐Guided Super‐Resolution of Remotely Sensed Passive Microwave Sea Surface Temperature

Abstract High‐resolution sea surface temperature (SST) is essential for weather forecasting and climate applications. Passive microwave (MW) SST offers largely cloud‐penetrating coverage but is coarse and spatially smoothed, whereas infrared (IR) SST resolves fine‐scale structure...

Three-Electrode Electrochromic Energy Storage Devices with Enhanced Multicolor Functionality

Electrochromic (EC) technology has garnered attention for its low energy consumption and aesthetic versatility. Among various EC materials, tungsten trioxide (WO3) is notable for its high optical contrast, durability, and coloration efficiency. However, its single-color output li...

Recent Advances in 3D Object and Scene Generation: A Survey

In recent years, the demand for 3D content has grown exponentially with the intelligent upgrade of interactive media, extended reality (XR), and Metaverse industries. In order to overcome the limitations of traditional manual modeling approaches, such as labor-intensive workflows...

Pharmacological interventions targeting cognition and related clinical outcomes in vascular dementia: a systematic review and meta-analysis of randomized controlled trials

Abstract Purpose Randomized evidence for pharmacological interventions in vascular dementia (VaD) is fragmented. We conducted a VaD-focused, scale-specific systematic review and meta-analysis. Methods We searched four databases for English-language parallel-group randomized contr...

Solvation‐Gradient Thin‐Film Composite Membranes Decouple Ferricyanide Rejection From Hydroxide Conduction in Alkaline Zinc–Iron Flow Batteries

ABSTRACT The long‐standing trade‐off between ion selectivity and ionic conductivity in membrane materials stems from the difficulty in rapidly transporting ions through chemically homogeneous channels while simultaneously excluding large ions. Here, we report a solvation‐gradient...

Solvation‐Gradient Thin‐Film Composite Membranes Decouple Ferricyanide Rejection From Hydroxide Conduction in Alkaline Zinc–Iron Flow Batteries

ABSTRACT The long‐standing trade‐off between ion selectivity and ionic conductivity in membrane materials stems from the difficulty in rapidly transporting ions through chemically homogeneous channels while simultaneously excluding large ions. Here, we report a solvation‐gradient...

Magnetically Tunable Chiral Phonon Polaritons withMagneto-Optical Bound States in the Continuum

Abstract Chiral phonon-polaritonic states are of interest for handedness-dependent light–matter interactions, yet their realization and magnetic control remain challenging, while direct magneto-optical tunability of phonon-polaritonic media is limited. Here, we propose a hybrid p...

Post-Printing Manipulation of Material Mechanical Properties via Synergistic Engineering of Dynamic Polymer Network and Phase Separation

Abstract The coupling of 3D printing process constraints and material molecular design makes it difficult to simultaneously achieve sophisticated structural fidelity and desirable mechanical performance. Topological reconfiguration of dynamic covalent polymer networks imparts mat...

Construction of In Vitro-In Vivo Correlation (IVIVC) Degradation Evaluation Model of Absorbable PCL/β-TCP Alveolar Bone Repair Scaffold and Exploration of a Biosafety Evaluation Idea Based on “Homeostasis”

Abstract Traditional in vivo degradation assessments for resorbable medical devices face challenges due to extreme durations, high costs, and a lack of criteria for reaching tissue-response steady states. This study investigates a 3D-printed PCL/β-TCP bone grafting scaffold by de...

Compression failure analysis of composite grid-stiffened structures: Effects of skin layup schemes and grid layout configurations

Advanced grid-stiffened (AGS) composite structures are widely used in aerospace engineering due to their excellent specific strength and high damage tolerance. Previous studies have predominantly focused on the optimization of grid stiffener configurations, while the effects of s...

Programmable multifunctional microrobots for synergistic cuproptosis-immunotherapy

Abstract Oral microrobots as drug carriers have shown great promise in enhancing the therapeutic efficacy of colorectal cancer (CRC). However, existing platforms frequently lack the programmable temporal precision required to execute complex, multi-stage dosing regimens. Here, we...

External‐Field‐Enhanced Helmholtz‐Layer Local Charge Density Enables C─C Coupling in Pure‐H 2 O‐Fed CO 2 Electroreduction To C 2+ Products

ABSTRACT Electrochemical CO 2 reduction (ECO 2 R) is a promising decarbonization technology but is limited by the trade‐off between catalytic performance and system stability. Here, we present an external‐field‐assisted strategy to enhance the local charge density of the Helmholt...

Atomic-scale engineering of Pt shells on chiral Au nanoparticles for enhanced oxygen reduction

Spin selection in chiral nanocatalysts enabled by the chiral-induced spin polarization (CISS) effect has emerged as a promising strategy for boosting the performance of the oxygen reduction reaction (ORR). However, achieving atomic-scale control of catalytically active surfaces o...

Electron Push–PullEffect Drives ReversibleSix-Electron Redox Reaction in Aqueous Zinc–Dual Halogen Batteries

Abstract Four-electron aqueous zinc–iodine (Zn–I2) batteries with I–/I0/I+ conversion could achieve high energy density, but the development is largely impeded by I+ hydrolysis and sluggish redox kinetics. Here, by introducing 1-ethylpyridine hydrobromide (EB) as an electrolyte a...