SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-026-4479-8
The von Neumann architecture is increasingly constrained by energy consumption and data-transfer efficiency as artificial intelligence and data-intensive applications expand. Neuromorphic computing, inspired by the human brain's information-processing mechanisms, offers an alternative paradigm. Two-dimensional (2D) ferroelectric materials are promising candidates due to their intrinsic non-volatility, atomic-scale thickness, ultra-low power consumption, excellent fatigue endurance, and dangling-bond-free surfaces. This review examines recent advances in 2D ferroelectric materials and associated device architectures for neuromorphic applications. It first introduces ferroelectric mechanisms and representative 2D ferroelectrics, then surveys key device architectures including ferroelectric tunnel junctions, diodes, transistors, and photovoltaic devices. Their applications in in-memory computing and in-sensor neuromorphic systems are discussed, with emphasis on artificial neural networks, spiking neural networks, reservoir computing, and neuromorphic perception for efficient information processing and intelligent sensing. The unique properties of 2D ferroelectrics enable integrated sensing, memory, and computing functionalities, demonstrating potential for future neuromorphic and brain-inspired intelligent systems.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-026-4267-y
The synthesis of two-dimensional MBenes from MAB-phase ceramics is impeded by uncontrolled etching kinetics that compromise structural integrity and yield. This study introduces a vacuum molten salt strategy to regulate space-charge accumulation during the selective removal of Al from Mo2AlB2, producing honeycomb-like architectures. The vacuum environment suppresses oxidative side reactions and modulates ionic transport, enabling precise control over etching depth and morphology. The resulting Mo2AlB2 exhibits exceptional electromagnetic wave absorption, with a minimum reflection loss of -56.3 dB at 2.4 mm and an effective absorption bandwidth of 6.8 GHz. These metrics surpass conventional etching-derived MBenes by a factor of 2.5 in attenuation capacity. The space-charge-regulated mechanism is elucidated through in situ spectroscopic and computational analyses, revealing that vacancy-induced charge redistribution governs the etching front propagation. This work establishes a scalable route for high-purity MBenes with tailored porosity, addressing critical bottlenecks in energy absorption and catalytic applications. The vacuum molten salt approach eliminates the need for hazardous HF, offering a safer and more environmentally benign pathway for industrial translation.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-025-3683-y
Effective management of traumatic hemorrhage requires rapid blood loss control and facile removal of hemostatic materials to minimize secondary tissue damage. We fabricated a strongly adhesive aerogel (OPA) via Schiff-base crosslinking of oxidized hyaluronic acid (OHA) and ε-polylysine (ε-PL), enabling rapid hemostasis in lethal arterial trauma and on-demand removal via phase transition. OPAs exhibited tunable porosity and rapid blood absorption. Surface hydroxyl, amino, and carboxyl groups promoted strong hydrogen bonding with tissues, blood cells, and plasma proteins, enhancing tissue adhesion and platelet capture/activation. In a rabbit femoral-artery-injury model, OPA4 shortened hemostatic time by ~80% and reduced blood loss to 38% of the blank group. Notably, OPAs retained only 2% of initial adhesion after hydration, allowing gentle removal. OPAs also demonstrated excellent antibacterial activity, biocompatibility, and biodegradability. The simple one-step freeze-drying process and tailorable shapes offer scalable production and versatile applications. This study provides a versatile strategy for emergency and surgical hemostasis, combining rapid control of life-threatening arterial bleeding with on-demand atraumatic removal, promising improved patient outcomes and streamlined postoperative care.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-025-3727-0
Lead halide perovskites are promising scintillators for X-ray imaging due to high X-ray absorption efficiency, excellent luminescence, and facile synthesis. However, their ionic nature challenges simultaneous high photoluminescence efficiency and environmental robustness. This work introduces a multilevel encapsulation strategy: CsPbBr3 quantum dots (QDs) are sequentially coated with Cs4PbBr6, SiO2, and polydimethylsiloxane (PDMS). Cs4PbBr6 passivates surface defects, while SiO2 and PDMS provide barriers against moisture, heat, and radiation. The resulting CsPbBr3@Cs4PbBr6/SiO2/PDMS flexible films exhibit a photoluminescence quantum yield (PLQY) of 85%, outstanding mechanical flexibility, and durability under stretching, bending, and compressing. Films retain emission stability under elevated temperatures, prolonged X-ray irradiation, and extended water immersion. X-ray imaging demonstrates spatial resolution of 12 lp/mm, enabling distortion-free imaging of curved objects; superior water resistance allows long-term underwater imaging. This work highlights hierarchical encapsulation in balancing luminescence efficiency and stability, offering a pathway toward practical flexible perovskite scintillators.
Chinese Journal of Environmental Engineering•2026•DOI: 10.12030/j.cjee.202507111
This study investigated the effects of a ring-shaped pulsed electric field (PEF) (1.5 V, 4 h on-time per cycle) on nitrogen removal performance and microbial community structure of anammox granular sludge (AnGS). Two anaerobic sequencing batch reactors (R1 control, R2 with PEF) were operated under stepwise increasing nitrogen loading rates (NLR). At NLR below 1,155 mg·(L·d)−1, R2 exhibited total nitrogen removal efficiency (TRE) 7.5%–17.0% higher than R1, with biomass, specific anammox activity (SAA), and extracellular polymeric substances (EPS) increased by 5%–7%, 21%–71%, and 54%–77%, respectively. However, at NLR above 1,320 mg·(L·d)−1, the toxic effect of nitrite dominated, and PEF enhancement diminished or even reversed to inhibition. Microbial community analysis revealed that at low-to-moderate NLR, PEF increased the relative abundance of Planctomycetes and key anammox bacteria (Candidatus Brocadia and Candidatus Jettenia), along with enhanced community richness (Chao1) and diversity (Shannon/Simpson indices). At high NLR, PEF decreased microbial richness compared to R1. Principal component analysis and redundancy analysis indicated that PEF was the key factor driving community differences at low-to-moderate NLR, whereas nitrite concentration became the dominant factor at high NLR. This study provides theoretical support for enhancing the resilience and engineering application of anammox processes.
New Carbon Materials•2026•DOI: 10.1016/S1872-5805(26)61099-2
The first molecular dynamics (MD) simulation dataset is reported for the interfacial shear behavior of carbon fiber/thermoplastic composites (CFRTPs), aimed at overcoming the critical interfacial problem that limits their high-end applications such as aerospace and new energy vehicles. The study features two key advances. First, we use the newly developed CHONSi-2024 reactive force field (ReaxFF), which provides high-precision parameters specifically for CFRTP interfacial systems. Second, the atomic models are constructed based on experimental characterization data and rigorously validated across multiple parameters, including shear modulus, yield behavior, stress-strain curves, and fracture morphology, ensuring quantitative agreement with experimental results. This dataset provides a complete record of the simulations, encompassing atomic trajectories, local structural changes, interfacial stress-strain responses, and system thermodynamic behaviors. These data offer direct atomic-scale insights into the interfacial strengthening mechanisms. The generated trajectories are compatible with mainstream software for visualization and analysis. Moreover, the dataset constitutes a high-quality resource for developing machine learning force fields, building structure-property relationships, and enabling the predictive modeling and high-throughput screening of composite interfaces. This dataset is anticipated to advance the fundamental understanding of composite interfaces and facilitate the rational design of high-performance CFRTPs.
Chinese Journal of Environmental Engineering•2026•DOI: 10.12030/j.cjee.202508036
To address the issues of insufficient carbon sources and low denitrification efficiency in rural domestic wastewater, this study developed and optimized a composite slow-release carbon source using corncob, rice husk, reed straw, polyvinyl alcohol (PVA), and sodium alginate (SA). The preparation conditions and raw material ratios were systematically optimized using Plackett-Burman (PB) design, response surface methodology (Box-Behnken design, BBD), and mixture-optimal design (MOD). The denitrification performance was evaluated through carbon release characteristics and denitrification experiments. The optimal preparation conditions were determined as PVA 8.64 g, SA 2.41 g, rice husk 3.82 g, corncob 4.47 g, reed straw 6.06 g, freezing time 19.11 h, and crosslinking time 12 h. The 7-day cumulative carbon release was (43.38 ± 1.3) mg·(g·h)−1. The release process followed first-order kinetics, Higuchi, Ritger-Peppas, and Weibull models, indicating that carbon release is controlled by multiple mechanisms including diffusion and skeleton erosion, ensuring stable slow-release characteristics. In denitrification experiments with influent NO3−-N concentration of 50 mg·L−1, the composite carbon source (RCR-PVA-SA) achieved a maximum NO3−-N removal rate of 90.8% after 10 days of operation, with a removal rate of 0.079 mg·(g·h)−1. Under dynamic conditions with hydraulic retention time (HRT) of 3 h, the average removal rate remained at 87.9%, demonstrating efficient and stable denitrification performance under both static and dynamic conditions. This research provides a reference for the preparation of natural slow-release carbon sources and the resource utilization of agricultural waste.
Journal of Environmental Engineering Technology•2026•DOI: 10.13205/j.hjgc.202605010
The underwater light environment is a critical limiting factor for the colonization of submerged macrophytes and the ecological restoration of shallow lakes. Previous studies rarely quantified the contribution of aquatic environmental factors to the water quality–underwater light–macrophyte relationship, nor did they comprehensively consider factor correlations or establish thresholds for macrophyte colonization. This study, conducted in a typical national wetland nature reserve (Hongze Lake), measured photosynthetically active radiation, light attenuation coefficient (Kd), euphotic depth (Zeu), water transparency (SD), total suspended solids (TSS), chlorophyll-a (Chl-a), total nitrogen (TN), and total phosphorus (TP). A simulation model for Kd was developed, spatial distributions of environmental factors were analyzed, and contribution rates to light attenuation were quantified. Results showed that the mean Kd was 10.31±3.76 m⁻¹, and the mean Zeu (0.53±0.24 m) was lower than the mean water depth (0.94±0.29 m), with a spatial pattern of shallower Zeu in the west and deeper in the east. TSS and Chl-a were the primary direct influencing factors, while TN acted mainly indirectly. To achieve effective macrophyte colonization under average water depth conditions, thresholds were determined: Zeu ≥ 0.94 m, SD ≥ 0.41 m, Kd ≤ 4.95 m⁻¹, and Chl-a ≤ 3.8 μg/L. These findings provide quantitative guidance for lake restoration and water quality management.
Journal of Environmental Engineering Technology•2026•DOI: 10.13205/j.hjgc.202605008
Vegetable production is a significant source of greenhouse gas emissions, yet national-scale assessments comparing cultivation modes remain scarce. Using life cycle assessment (LCA) and provincial statistical data from 2018–2022 across 27 provinces, we quantified the carbon footprint (CF) per unit yield for 10 typical vegetables under open-field and facility farming. Results show annual average CFs range from 65.5 to 293.8 g CO2-eq/kg, with open-field radish lowest and open-field green bean highest. Spatial heterogeneity is pronounced, especially for facility eggplant and open-field green bean. CF exhibits distinct clustering: fruit vegetables emit more in central-southern open-field and northern facility systems, while leafy vegetables follow a 'south-high, north-low' pattern. Fertilizer production and field N2O emissions dominate, contributing up to 80.4% of total CF. In facility systems, irrigation electricity and agricultural film inputs become significant, reaching 57.87% contribution. These findings support region- and crop-specific mitigation strategies for China's agricultural dual-carbon goals.
Journal of Environmental Engineering Technology•2026•DOI: 10.13205/j.hjgc.202605016
BiOX (X=Cl, Br, I) photocatalytic materials were synthesized via a chemical precipitation method. Their structures and properties were characterized using scanning electron microscopy, X-ray diffraction, X-ray photoelectron spectroscopy, nitrogen adsorption-desorption, and ultraviolet-visible diffuse reflectance spectroscopy. Results showed that BiOBr exhibits a flower-like nanomicrosphere structure composed of nanosheets, providing a more three-dimensional morphology, larger specific surface area, and moderate light absorption range, resulting in superior visible light absorption. Consequently, BiOBr demonstrated the best photocatalytic degradation of NO under xenon lamp irradiation. The study further investigated the effects of light intensity, NO flow rate, and oxygen presence on the NO degradation performance of BiOBr. Optimal NO removal rate of 58% was achieved under conditions of a light source distance of 15 cm, NO flow rate of 15 mL/min, and in the presence of oxygen. The degradation rate constant for BiOBr was 11×10⁻⁴ min⁻¹, significantly higher than that of BiOCl and BiOI. BiOBr also exhibited good reusability and stability. These findings provide an important experimental basis for the application of BiOBr in the photocatalytic degradation of NO.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-025-3750-6
SnSe is a promising thermoelectric material for medium-temperature applications due to its ultralow lattice thermal conductivity. However, the poor electrical conductivity of n-type polycrystalline SnSe significantly hinders its practical application. Here, we propose a dual-functional strategy employing InBr3 doping to synergistically enhance electrical transport while suppressing lattice thermal conductivity. For the first time, we demonstrate the successful construction of a Br-enriched conductive network within the SnSe matrix. The incorporation of In3+ and Br− introduces high-density charge carriers, while Br forms percolative conductive networks, resulting in a remarkable enhancement of carrier mobility to ~20.64 cm2 V−1 s−1. Simultaneously, the lattice thermal conductivity is substantially reduced to ~0.25 W m−1 K−1 through the formation of multi-scale defects, including dislocations and Br-rich nanowires, which effectively enhance phonon scattering. As a result, we achieve a peak figure of merit of ZT ~1.41 at 823 K, with an average figure of merit of ~0.42 over the temperature range of 323–823 K. This work provides a universal paradigm for decoupling electron-phonon interactions in thermoelectric materials, offering new insights for the optimization of thermoelectric performance.
Environmental Chemistry•2026•DOI: 10.7524/j.issn.0254-6108.2025022102
Organophosphate pesticides (OPs), the most extensively used insecticides globally, are ubiquitous in environmental matrices and agricultural products, leading to widespread human exposure. This systematic review evaluates the impact of OP exposure on pregnancy complications and adverse birth outcomes, synthesizing evidence from 58 epidemiological studies published between January 2001 and July 2024. Exposure assessment methods, including biomarkers such as urinary dialkyl phosphates, are critically examined. The review finds significant associations between OP exposure and increased risks of spontaneous abortion, gestational diabetes mellitus, gestational hypertension, preeclampsia, preterm birth, and adverse birth outcomes such as low birth weight and reduced head circumference. Potential mechanisms include paraoxonase 1 (PON1) genotype polymorphisms affecting detoxification capacity, oxidative stress, inflammation, metabolic disruption, and altered placental gene networks. The review highlights inconsistencies across studies due to variability in exposure assessment, timing, and population susceptibility. Future research should prioritize longitudinal designs, repeated biomarker measurements, and consideration of PON1 genetic variants to clarify causal relationships and susceptible windows. This comprehensive synthesis provides critical insights for regulatory policies and clinical interventions aimed at mitigating maternal and child health risks from OP exposure.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-025-3880-8
Formaldehyde oxidation reaction (FOR) demonstrates significant potential in energy conversion and chemical synthesis, yet developing catalysts for efficient operation at high current densities remains a challenge. Herein, we fabricated a Cu/Cu2O heterostructure nanowire catalyst on copper foam (Cu/Cu2O@CF) via interface engineering and investigated its FOR performance. Electrochemical tests show that Cu/Cu2O@CF exhibits excellent activity: it achieves 100 mA cm−2 at an ultra-low potential of −0.05 V (vs. RHE), outperforming most reported catalysts. Notably, this catalyst overcomes the deactivation limitation of conventional Cu-based catalysts above 0.5 V, maintaining a current density of 735 mA cm−2 at 0.6 V with excellent stability during long-term electrolysis. SCN−-induced Cu0 poisoning experiments confirm that Cu/Cu2O@CF retains a Cu/Cu2O mixed structure at 0.6 V, where Cu0-Cu+ synergy dominates its high activity. Density functional theory (DFT) calculations reveal two key advantages of this structure: it weakens OH− adsorption to avoid active site occupation, and reduces C–H bond cleavage barriers while promoting H* combination into H2. Product analysis shows Faradaic efficiencies for formate and H2 production are both ~100%. When coupled with the hydrogen evolution reaction (HER), the system's hydrogen production energy consumption is as low as 0.57 kWh m−3 H2, much lower than traditional water electrolysis. This work elucidates the regulatory mechanism of interface engineering on the FOR performance of Cu-based catalysts, expands the application of Cu-based heterostructures in high-current FOR, and guides the development of industrial-grade electrocatalysts.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-025-3823-4
The global demand for chlorine gas continues to rise, driven by its indispensable role in chemical synthesis, disinfection, and wastewater treatment. Electrocatalytic chlorine evolution from seawater presents a promising alternative to the energy-intensive chlor-alkali process, yet it is hampered by the competing oxygen evolution reaction and the sluggish kinetics of chlorine evolution on conventional catalysts. Here, we report a novel hollow porous CoNiSe2/NiSe2 heterostructure nanosheet array synthesized via ion exchange and calcination, which exhibits exceptional catalytic activity and selectivity for the chlorine evolution reaction in acidic seawater-like electrolytes. The unique hollow porous morphology provides a high specific surface area, facilitating mass transport and exposing abundant active sites. Crucially, the heterointerface between CoNiSe2 and NiSe2 promotes d-p orbital hybridization between Co/Ni 3d and Se 4p states, which lowers the reaction energy barrier for chlorine evolution. The catalyst achieves a low overpotential of 108 mV to reach a current density of 100 mA cm−2 in 4.0 M NaCl acidic medium, with excellent stability and Cl2 selectivity. This work demonstrates the potential of non-noble metal selenides as efficient and durable catalysts for chlorine production, offering a pathway toward more sustainable chlor-alkali technology.
Journal of Environmental Engineering Technology•2026•DOI: 10.13205/j.hjgc.202607011
Anaerobic digestion (AD) is a viable route for energy recovery from food waste (FW), yet it often suffers from process instability due to volatile fatty acids (VFAs) accumulation and subsequent pH drop. This study modified red mud (RM) with hydrochloric acid to produce acid-modified red mud (AMRM), aiming to optimize its alkalinity and physicochemical properties. The efficacy of AMRM as an additive in FW anaerobic digestion was systematically evaluated. Results demonstrated that adding 3% AMRM significantly enhanced the buffering capacity and controlled VFAs accumulation, particularly propionic acid. This was attributed to the developed pore structure of AMRM, whose specific surface area increased by 347% compared to raw RM, facilitating rapid VFAs adsorption. Furthermore, AMRM enriched hematite (Fe2O3), which elevated electron transport system (ETS) activity and coenzyme F420 content, suggesting its role as an electron carrier promoting direct interspecies electron transfer (DIET) between syntrophic bacteria and methanogens. Consequently, the cumulative methane yield reached 633.9 mL/g VS, which was 175.1% and 55.2% higher than the control and raw RM groups, respectively. The VS removal efficiency was 75.1%. This study provides a dual-pathway mechanism—adsorption and electron transfer—for enhancing AD performance, offering a cost-effective and sustainable strategy for FW treatment and RM valorization.
Chinese Journal of Environmental Engineering•2026•DOI: 10.12030/j.cjee.202511005
To enhance the adsorption performance of volcanic rock for nitrogen in water, an α-Fe2O3/volcanic rock composite was successfully prepared via ferric citrate impregnation and calcination. Its adsorption characteristics for NH4+-N and NO3−-N and application in tidal flow constructed wetlands (TFCWs) were systematically investigated. Results showed that the adsorption kinetics of both nitrogen forms followed a pseudo-second-order model, indicating chemisorption dominance. Langmuir and Freundlich isotherm models both fitted the data, suggesting coexistence of monolayer and multilayer adsorption. The saturated adsorption capacities of α-Fe2O3/volcanic rock for NH4+-N and NO3−-N were 0.055 mg·g−1 and 0.067 mg·g−1, respectively. In TFCWs using this composite as substrate, average removal efficiencies for NH4+-N and NO3−-N reached 72.51% and 68.13%, respectively. Furthermore, microbial community abundance and diversity in the wetland system significantly increased, indicating that α-Fe2O3 introduction effectively enhanced microbial activity, thereby improving nitrogen removal efficiency.
Environmental Chemistry•2026•DOI: 10.7524/j.issn.0254-6108.2025041502
Microplastics (MPs), defined as plastic particles smaller than 5 mm, are ubiquitous environmental contaminants with documented presence in urban, rural, marine, remote, and polar atmospheres. The atmosphere serves as a primary medium for their long-range transport, raising concerns regarding climate interactions and human health. This review synthesizes recent advances in atmospheric MPs research, encompassing sampling strategies, pretreatment protocols, analytical techniques, occurrence characteristics, and ecological ramifications. Passive and active sampling methods are delineated, with active samplers enabling quantitative flux measurements. Pretreatment typically involves sequential steps of sieving, density separation, digestion, staining, and filtration to isolate MPs from complex matrices. Identification relies on visual inspection, micro-Fourier transform infrared spectroscopy (μ-FTIR), micro-Raman spectroscopy, laser direct infrared imaging (LDIR), and mass spectrometry. Reported atmospheric MPs predominantly exhibit dimensions below 700 μm, with fibrous morphologies being most prevalent. Color distribution is dominated by black, followed by white and transparent particles. Over 20 polymer types have been identified, with textiles, tire wear, and dust identified as principal sources. Atmospheric MPs can influence solar radiation balance, cloud formation processes, and pose risks to flora, fauna, and human health. However, research remains nascent; standardization of sampling and analytical protocols, along with comprehensive toxicological assessments, are critical knowledge gaps requiring urgent attention.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-025-3974-1
MAB-phase-derived compounds exhibit promising electromagnetic wave (EMW) absorption properties due to their unique layered structure and desirable physicochemical characteristics. Among them, Cr2AlB2 is particularly attractive owing to its excellent thermal and electrical conductivity. However, conventional synthesis of Cr2AlB2 requires inert gas protection to prevent oxidation, significantly increasing production costs and limiting its application in EMW absorption. To overcome this bottleneck, we report the successful synthesis of high-purity Cr2AlB2 in ambient air using the molten salt shielded synthesis (MS3) method. This approach not only isolates the material from oxygen interference but also reduces the synthesis temperature, offering a cost-effective and scalable route. The as-synthesized Cr2AlB2 exhibits outstanding EMW absorption performance: a minimum reflection loss (RLmin) of -42.10 dB at 12.6 GHz and a maximum effective absorption bandwidth (EABmax) of 3.44 GHz at a thickness of 1.9 mm. This work not only facilitates the large-scale production of Cr2AlB2 but also provides critical insights into its practical application as a high-performance EMW absorber.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-026-4150-2
Bacterial infection and irregular wound morphology are major challenges in clinical wound management. Injectable hydrogels can conform to irregular wound geometries but often lack antimicrobial activity. Here, we report an injectable hydrogel (HPAu gel) formed by sequentially mixing phenylboronic acid-modified hyaluronic acid (HA-PBA) and chloroauric acid under alkaline conditions. The gel's internal multiple crosslinks enable uniform encapsulation of in situ-generated gold nanoparticles. Hydrogen bonds and phenylboronic acid ester bonds confer self-healing, injectability, and adhesion, allowing effective sealing of irregular cavities. In vitro, the hydrogel exhibits long-lasting photothermal stability and eliminates multiple bacterial strains. In a mouse dorsal full-thickness infected wound model, HPAu gel under near-infrared (NIR) irradiation eradicated Staphylococcus aureus, reduced inflammation (TNF-α fluorescence area significantly lower; IL-10 area 12.88‰ vs <2‰ in Blank), promoted vascular regeneration (CD31 and α-SMA expression increased), and accelerated wound healing. This work presents a promising strategy for treating irregular infected wounds.
SCIENCE CHINA Materials•2025•DOI: 10.1007/s40843-025-3587-4
Unstable zinc interfaces arising from dendrite growth and parasitic reactions impede the practical deployment of rechargeable aqueous zinc-ion batteries. This study introduces 1-(2-pyridylazo)-2-naphthol (PAN) as a parts-per-million (ppm) level electrolyte additive to stabilize the Zn anode. Theoretical and experimental analyses reveal that PAN undergoes parallel adsorption on the Zn surface, establishing strong π-π interactions between adjacent molecules that efficiently repel water. The OH, pyridine N, and azo N groups in PAN chelate Zn2+, modulating Zn2+ diffusion and promoting uniform deposition while suppressing dendrite formation. A 10 ppm (0.04 mM) PAN addition extends the lifespan of a symmetrical cell to 1500 h at 2 mA cm−2 and 1 mAh cm−2. The Zn||Cu half-cell achieves a Coulombic efficiency of 99.91% over 3500 cycles at 5 mA cm−2 and 1 mAh cm−2. Full cells with NH4V4O10 and MnO2 cathodes exhibit enhanced cycling stability. Notably, a Zn||NH4V4O10 pouch cell retains 71.1% capacity after 250 cycles at 0.8 A g−1. This work demonstrates a viable strategy for selecting high-efficiency additives for aqueous metal-based batteries.