SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-026-4245-4
The discrimination of volatile organic compounds (VOCs) at trace concentrations remains a critical challenge for environmental monitoring, industrial process control, and non-invasive disease diagnostics. Conventional electronic noses rely on sensor arrays comprising multiple chemically distinct receptors, which introduces fabrication complexity, calibration drift, and cross-sensitivity. Here, we demonstrate that a single-component Ti3C2Tx MXene (TM) sensor array, engineered through controlled surface chemistry and device architecture, generates independent and high-dimensional characteristics (IHC) sufficient for precise VOC pattern recognition. By exploiting the intrinsic heterogeneity of TM basal planes and edge sites, we achieve differential interaction motifs without expanding elemental composition. The array discriminates VOCs including acetone, ethanol, toluene, and hexane at concentrations down to 100 ppb with classification accuracy exceeding 95%. Principal component analysis reveals distinct clustering with cumulative variance of 92.3% captured by the first three principal components. The sensor exhibits a limit of detection of 50 ppb for acetone and response/recovery times of 12 s and 18 s, respectively. Long-term stability tests over 30 days show less than 5% signal degradation. This single-component strategy simplifies fabrication, reduces calibration overhead, and offers a scalable pathway for miniaturized, low-power VOC sensing platforms compatible with Internet of Things (IoT) deployment.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-026-4309-8
Iridium-doped cobalt oxide nanosheets derived from a ZIF template were evaluated as oxygen evolution reaction (OER) catalysts for proton exchange membrane water electrolysis (PEMWE). Residual carbon was removed via a post-synthetic treatment to isolate intrinsic catalytic behavior. The Ir0.23Co0.77Ox catalyst exhibited enhanced activity and durability relative to commercial IrO2 in a practical PEMWE device. Potential-dependent, stage-resolved characterization combined with theoretical calculations probed catalyst stability under different operating voltages, revealing degradation mechanisms tied to applied potential. Contact angle measurements showed that the Ir0.23Co0.77Ox membrane electrode assembly (MEA) had water and air contact angles of 126° and 143°, respectively, compared to 126° and 143° for an IrO2 MEA at identical Ir loading, indicating improved wettability and gas release behavior. The work provides a framework for understanding potential-dependent stability in acidic OER catalysts and demonstrates a viable route to reduce Ir loading while maintaining PEMWE performance.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-026-4306-5
Olefin-paraffin separation is a critical and energy-intensive process in the petrochemical industry, with ethylene and propylene purification alone consuming 0.3% of global energy. Current distillation methods are energy-inefficient, and polymer membranes exhibit inadequate separation performance. Metal-organic frameworks (MOFs), particularly ZIF-8, offer precise molecular sieving due to their uniform pore aperture (~3.4 Å), which lies between the kinetic diameters of propylene and propane. Despite excellent lab-scale performance, ZIF-8 membranes face scalability challenges, with effective areas typically below 10 cm², far from the tens of thousands to millions of square meters required industrially. This paper reviews a recent breakthrough by Weihong Xing, Yichang Pan, and colleagues, who developed a micro-space transformation process (MSTP) for scalable fabrication of heterostructured ZIF-8 (HZIF-8) membranes. Using sealed inner lumens of tubular ceramic supports as confined reaction spaces, they achieved single-tube areas of ~200 cm² and total fabricated areas exceeding 4.6 m². The membranes demonstrated stable separation performance over 30 days at 17 bar and 55 °C with a feed flow of 20 Nm³ d⁻¹. This work represents a significant step toward industrial application, addressing critical bottlenecks in membrane area expansion, defect control, and mechanical stability.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-026-4350-4
Flexible wearable sensors have transformed motion tracking, soft robotics, and human-machine interfaces by enabling precise movement detection and adaptability to curved surfaces. However, conventional composite sensors often face challenges such as limited sensitivity, detection range, linearity, and durability. In this study, we propose a stretchable auxetic sensing textile with a negative Poisson’s ratio (NPR) structure, incorporating reduced graphene oxide (rGO) and carbon nanotubes (CNT) by micro-crack engineering to enhance its mechanical durability and sensing performance. Integrating macro-scale NPR with micro-scale wrinkles, this innovative design achieves a high sensitivity of 11.2 within a wide detection range (0-100%), a more linear sensing range with an R2 value of 0.998, an ultra-low detection limit of 0.5%, and exceptional durability, outperforming conventional wearable sensors. Additionally, the textile sensor boasts excellent moisture permeability (32.7 g m⁻² h⁻¹) and a remarkable NPR value of -0.25, ensuring comfort and adaptability for various wearable applications. Integrated with deep learning algorithms, the auxetic sensing textile demonstrates 98% accuracy in recognizing soft robotic movements at various bending angles. It is capable of capturing both small-scale physiological signals, such as electrocardiograms, and large-scale movements, offering significant freedom of movement and adaptability to complex surfaces.
New Carbon Materials•2026•DOI: 10.1016/S1872-5805(26)61075-X
The proliferation of electronic devices has intensified electromagnetic radiation pollution, necessitating advanced microwave absorption materials. This study presents the electrospinning fabrication of FeNiCo/carbon nanofiber (FeNiCo/CNF) composites with exceptional microwave absorption properties. The FeNiCo/CNFs achieved a minimum reflection loss (RLmin) of −55.5 dB at 14.24 GHz with an ultrathin matching thickness of only 1.6 mm. Microstructural analysis and electromagnetic parameter testing revealed that the superior absorption stems from the synergistic interaction between the carbon nanofiber network and FeNiCo alloy nanoparticles, which promotes multiple reflections and efficient energy dissipation. The precise control of coercivity and permeability via systematic modulation of magnetic metal composition enabled enhanced impedance matching and optimized magnetic-dielectric synergy. Furthermore, radar cross-section (RCS) simulations confirmed the material's capability to significantly reduce RCS values across a wide angular range, validating its potential for stealth technology applications. This work introduces a cost-effective and sustainable approach for developing ultralight, high-performance microwave absorbers, addressing the limitations of conventional materials such as high density and poor stability.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-025-3795-x
Two-dimensional MXene Ti3C2Tx demonstrates great promise in perovskite solar cells (PSCs). Herein, sulfur-terminated Ti3C2Tx (S-Ti3C2Tx) is developed by modifying Ti3C2Tx via a facile hydrothermal method using thioacetamide. As a perovskite additive, S-Ti3C2Tx outperforms pristine Ti3C2Tx by (1) significantly promoting grain growth, enhancing carrier mobility, and reducing defect density; (2) optimizing energy level alignment to lower interfacial energy barriers and minimize interface non-radiative recombination; (3) stabilizing uncoordinated Pb2+ and [PbI6]4− octahedra via Pb–S bonds while alleviating bulk lattice strain, as this Pb–S interaction exerts a “tape-like” effect. Based on this synergistic mechanism, PSCs with S-Ti3C2Tx achieve a champion efficiency of 25.51%—outperforming control (23.46%) and pristine Ti3C2Tx-based devices (24.54%)—with enhanced stability. This work highlights terminal group engineering as a critical strategy for advancing high-performance PSCs and their potential for emerging photovoltaic technologies.
Chinese Journal of Environmental Engineering•2026•DOI: 10.12030/j.cjee.202507027
Ammonia nitrogen (NH3-N) is a common water pollutant that can induce eutrophication and threaten aquatic ecosystems and human health. Accurate monitoring is essential for water safety. This study applied a self-developed gas-permeable membrane-based conductivity sensor (GPMCS) for real-time in-situ monitoring of NH3-N in two water bodies. In the Qunying River (surface river water), GPMCS captured concentration fluctuations linked to pump operations and sewage intrusion, with mean inlet and outlet concentrations of 4.67 and 3.42 mg/L, respectively. In Swan Lake (landscape aquaculture water), concentrations reached up to 11.16 mg/L, with site means of 6.42 and 7.04 mg/L, influenced by aquaculture activities, weather, and location. GPMCS results correlated strongly with national standard methods (r1=0.8132, r2=0.7483), confirming accuracy and reliability. Compared to existing techniques, GPMCS offers high selectivity, strong anti-interference, portability, no sample pretreatment, low cost, and environmental friendliness, making it suitable for long-term in-situ monitoring. This technology provides robust support for sustainable water environment management.
New Carbon Materials•2026•DOI: 10.1016/S1872-5805(26)61101-8
Phenolic compounds are typical refractory organic pollutants in coal chemical coking wastewater, posing significant risks to ecosystems and human health. Conventional treatment methods are inefficient, necessitating advanced oxidation processes (AOPs). Here, we report a low-cost Fe/N–C catalyst synthesized from coal-tar pitch, a common by-product of the coal chemical industry, via a self-assembly and pyrolysis strategy using graphitic carbon nitride (g-C3N4) as a template and nitrogen source, with dicyandiamide as an auxiliary nitrogen source and FeCl3·6H2O as the iron precursor. The resulting nitrogen-doped carbon nanosheets possess abundant defects (sp3-C/sp2-C = 0.66) and atomically dispersed iron species. The Fe/N–C catalyst exhibits outstanding catalytic activity for peroxydisulfate (PDS) activation, achieving over 98% phenol degradation within 30 minutes and a 60% total organic carbon (TOC) removal rate. Mechanistic studies, including radical quenching and electron paramagnetic resonance (EPR) experiments, reveal that both radical and non-radical pathways contribute to phenol degradation, with singlet oxygen (1O2) as the primary reactive oxygen species. Electrochemical analyses demonstrate that atomically dispersed Fe sites significantly enhance interfacial electron transfer. Post-reaction characterization indicates the consumption of pyrrolic-N, C=O, and carbon defects as active sites, while graphitic-N and Fe–N structures remain stable, confirming the catalyst's stability. This work provides an economical route to convert coal-tar pitch into high-performance catalytic materials for efficient water treatment, embodying the circular economy concept of waste-to-resource utilization.
Environmental Chemistry•2026•DOI: 10.7524/j.issn.0254-6108.2025092802
Activated carbon (AC) filters in drinking water treatment plants (DWTPs) experience significant adsorption performance decline over extended operation, yet complete media replacement is a major cost. To evaluate cost-effective strategies, pilot-scale column experiments with five AC replacement ratios (0%, 30%, 50%, 70%, and 100%) were conducted to assess removal of disinfection by-product (DBP) precursors and pesticide-related emerging contaminants. For dissolved organic matter (DOM), all fractions except low molecular weight compounds (LMWC) achieved >85% of the removal obtained with full replacement when 70% new AC was used, with UV254 removal reaching 70%. LMWC, due to small molecular size and low adsorption energy, required higher replacement ratios or full replacement for substantial removal. For DBPs, removal of trihalomethanes (THMs) and haloacetic acids (HAAs) was insensitive to replacement ratio, while haloacetaldehydes (HALs) removal improved markedly with increasing ratio, indicating structural selectivity. For pesticide-related contaminants, all except triazoles achieved >95% removal at 70% replacement; triazoles, due to high water solubility, high polarity, and low octanol-water partition coefficient, achieved only ~60% removal. Overall, replacing 70% of AC restored treatment performance to >80% of that with full replacement, ensuring effluent quality while saving ~30% of new carbon cost. Molecular structure, polarity, and pore size matching are key determinants of removal efficiency; optimizing replacement ratio balances water quality and economic benefits.
Journal of Environmental Engineering Technology•2026•DOI: 10.13205/j.hjgc.202605004
To address the decline in operational performance of sewage pipeline networks in rainy cities of southern China caused by structural defects, stormwater-sewage cross-connections, and external water intrusion, a systematic governance framework comprising precise investigation, dynamic regulation, graded rehabilitation, and smart operation and maintenance was established. A zoned priority evaluation model was developed with comprehensive problem severity (P) and governance contribution (B) as core indicators, based on which differentiated governance strategies were formulated. Supported by a digital platform, monitoring, assessment, rectification, and verification data were integrated to develop a digital twin system for the pipeline network, and a correlation-based analysis and closed-loop operation and maintenance mechanism linking rainfall, groundwater level, and network hydraulic load was established. A typical urban area in Jiangxi Province was selected as the case study. After implementation, the mean COD concentration of terminal sewage in the study area increased steadily to above 230 mg/L, the average daily external water volume in the dry season decreased by 27.64%, and the sewage collection rate increased to 76%. The results indicate that the proposed framework can effectively support the quality and efficiency improvement of sewage pipeline networks in rainy cities of southern China, and provide a technical reference for similar cities.
Environmental Chemistry•2026•DOI: 10.7524/j.issn.0254-6108.2025120801
The interaction between microplastic-derived dissolved organic matter (PSDOM) and iron oxides in soil environments can modulate its photosensitization effects, yet the underlying mechanisms remain elusive. This study investigated the influence of hematite with distinct morphologies—flake-shaped (HNPs) and cubic (HNCs)—on the photosensitization of polystyrene-derived dissolved organic matter (PSDOM). Under 500 W mercury lamp irradiation, both hematite morphologies promoted PSDOM degradation, with HNCs exhibiting superior performance: total organic carbon (TOC) decreased from 18.4 mg·L−1 to 12.3 mg·L−1 within 90 min, compared to 13.3 mg·L−1 for HNPs. Three-dimensional fluorescence spectroscopy indicated that hematite alters the humification process, thereby modifying photosensitization. Electron paramagnetic resonance (EPR) spectroscopy identified the generation of singlet oxygen (1O2), hydroxyl radicals (·OH), and carbon-centered radicals (CH3C(=O)OO·). HNCs significantly enhanced 1O2 production, while HNPs favored ·OH generation; both inhibited CH3C(=O)OO· formation. Quantitative analysis via high-performance liquid chromatography revealed that the steady-state concentration of 1O2 was highest with HNCs, reaching 2.80 times that of the PSDOM control, whereas ·OH concentration peaked with HNPs at 1.98 times the control. Notably, the steady-state concentration of 1O2 was approximately three orders of magnitude higher than that of ·OH. These findings elucidate the morphology-dependent role of hematite in PSDOM photosensitization, providing mechanistic insights into the environmental fate of microplastic-derived organic matter in complex soil systems.
Journal of Environmental Engineering Technology•2026•DOI: 10.13205/j.hjgc.202606015
This study evaluated the sustainability and tissue-specific mechanisms of corn stover as a solid-phase carbon source for nitrate removal from groundwater. Cyclic heterotrophic denitrification experiments were conducted using leaf, stem pith, stem bark, stem node, husk, and mixed tissues as carbon sources. Denitrification efficiency, sustainability, dissolved organic carbon (DOC) release, carbon utilization efficiency, intermediate accumulation, and environmental parameters were systematically assessed. Kinetic modeling, correlation analysis, and structural equation modeling (SEM) were applied to elucidate regulatory mechanisms. Results demonstrated that mixed tissues and husk achieved the highest denitrification efficiency, with nitrate removal rates consistently above 98% across four repeated cycles. Total nitrogen removal reached 39.30 mg/g for mixed tissues and 39.95 mg/g for husk, while byproduct concentrations (NO2-N and NH4-N) remained below 2 mg/L. DOC release profiles indicated stable carbon release and high carbon utilization efficiency (203.99 mg TN/g organic carbon for mixed tissues; 182.41 mg/g for husk). Correlation and SEM analyses revealed that carbon source type indirectly governed total nitrogen removal by modulating DOC release, which subsequently influenced pH, electrical conductivity, and nitrogen transformation pathways. Significant differences among tissues were observed in denitrification efficiency, carbon utilization, and micro-environmental regulation. Mixed tissues and husk emerged as superior carbon sources due to their combined efficiency and stability. However, husk released odorous compounds during operation, posing sensory challenges for practical application. The findings support the potential of corn stover tissues as cost-effective carbon sources for in-situ groundwater nitrate remediation, though further optimization is required for field-scale implementation.
Chinese Journal of Environmental Engineering•2026•DOI: 10.12030/j.cjee.202510056
To support the construction of an ecologically clean small watershed in Harbin, a pilot-scale trial of sediment elutriation was conducted in the Hejia Ditch to evaluate its effectiveness in controlling endogenous pollution and to elucidate the underlying mechanisms. After treatment, sediment organic matter, total nitrogen (TN), and total phosphorus (TP) decreased by 5.11%, 10.19%, and 8.71%, respectively. Water transparency, dissolved oxygen (DO), and oxidation-reduction potential (ORP) increased by 102.46%, 11.07%, and 15.66%, while chemical oxygen demand (COD) and ammonia nitrogen (NH4+-N) removal rates reached 35.67% and 22.65%. The technology effectively removed surface suspended sediment, leaving a stable layer of coarse inorganic particles that formed a clear mud-water interface. Post-treatment, clay content decreased by 8.87%, sand content increased by 12.37%, and median (D50) and 90th percentile (D90) particle sizes increased by 32.39% and 159.97%, respectively. Mechanical disturbance and particle size redistribution enhanced oxygen transfer at the interface, increasing the abundance of facultative anaerobic phyla such as Chloroflexi and Spirochaetes, thereby suppressing the generation of odorous gases (H2S, NH3) and preventing sediment resuspension. Increased microbial diversity and richness improved ecosystem stability and self-purification capacity. These results demonstrate that sediment elutriation is an effective method for controlling endogenous pollution in Hejia Ditch, providing a scientific basis for ecological restoration and long-term management.
Chinese Journal of Environmental Engineering•2026•DOI: 10.12030/j.cjee.202511002
To treat large-air-volume, low-concentration volatile organic compounds (VOCs) containing tetrachloroethylene (PCE) generated from rubber-metal bonding, this study systematically investigated the adsorption-desorption behavior and interaction mechanisms of PCE, toluene, and methyl isobutyl ketone (MIBK) on granular activated carbon (GAC). Static adsorption experiments showed that PCE adsorption capacity reached 556.6 mg·g−1, while dynamic multi-component adsorption capacity was 179.6 mg·g−1. Kinetic analysis indicated that PCE adsorption was controlled by both intraparticle diffusion and external surface adsorption, whereas toluene and MIBK were primarily intraparticle diffusion-limited. During high-temperature nitrogen desorption, PCE underwent dechlorination, hydrogenation, and recombination, producing trichloroethylene, 1,2-dichloroethane, 1,2-dichloropropane, and HCl, with HCl accounting for 3.61% of the chlorine molar content in adsorbed PCE. After four adsorption-desorption cycles, the iodine value of GAC dropped below the industry standard of 600 mg·g−1; however, water washing and alkali immersion extended the cycle life to 8 and 9 cycles, respectively. The HCl generation pattern in co-adsorption systems was consistent with single-PCE systems. A regeneration process combining alkali immersion and water washing was proposed and integrated into an engineering strategy. Compared to conventional activated carbon adsorption coupled with RTO incineration, the proposed classification strategy reduced annual costs by 49.5×10⁴ CNY. This work provides a cost-effective and safe solution for Cl-VOCs treatment.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-025-3964-5
The escalating demand for personalized thermal-moisture comfort, coupled with the high energy consumption of conventional heating and cooling systems and the imperative for low-carbon energy conservation, has driven the development of shape memory smart fabrics that respond to environmental changes. However, existing shape memory thermal-moisture management fabrics suffer from excessively high response temperatures, inadequate response performance, and suboptimal thermal-moisture management. In this work, a dual-network shape memory polymer (SMP) was synthesized, and its shape memory transition temperature was tuned to align with the human thermal comfort range. The polymer was processed into fibers and subsequently into twisted-coiled artificial muscles to enhance reversible strain. Woven with wool into a plain fabric, the resulting textile exhibits adaptive thermal-moisture management, achieving a warp reversible strain of up to 17.5%. At elevated temperatures, the fabric contracts, exhibiting an air permeability of 1546 mm/s and thermal conductivity of 0.0518 W/(m·K); at lower temperatures, it elongates, with air permeability of 1322 mm/s and thermal conductivity of 0.0426 W/(m·K), thereby realizing 'warm when cool and cool when hot' functionality. Compared with commercial wool fabrics, this smart fabric lowers the skin microenvironment temperature by 1.5 °C and offers an energy savings potential of approximately 222.58 MJ/m² per year in capital cities such as Beijing. This work provides a novel technical pathway and design approach for future personalized comfort and low-carbon, energy-saving textiles.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-025-4000-1
Formamidine lead-based perovskites (FAPbI3) exhibit significant potential in optoelectronic applications. Nevertheless, they encounter challenges related to δ-phase instability and reliance on toxic solvents. In this study, we present a green solvent-additive synergy strategy that employs γ-valerolactone (GVL) in conjunction with reductive acids like oxalic acid (OA), to stabilize α-FAPbI3 single crystals (SCs). GVL enhances the stability of the precursors through the formation of FA+-GVL hydrogen bonds and high-valence [PbIx]2−x clusters, resulting in ambient-stable α-phase SCs, yielding a marked improvement in stability compared to SCs prepared with the toxic solvent γ-butyrolactone (GBL). Additive modulation demonstrates that H+ and reductive groups play a critical role in regulating crystallization, suppressing the δ-phase by promoting FA+ dissociation and inhibiting MA+ deprotonation. A solvent-involved intermediate, δ-FAPbI3-GVL, has been identified; this intermediate evolves into α-FAPbI3 at a low temperature of 60 °C, thereby reducing the energy barriers associated with the α to δ phase transition. In contrast, non-reductive acids and reductive ionic liquids do not inhibit δ-phase formation, with the latter even promoting the crystallization of pure δ-FAPbI3. By utilizing low-volatility OA as an additive, optimized FA0.9MA0.1PbI3 single crystal thin films exhibit a low defect density of 8.3 × 10^11 cm−3. Subsequently, a photodetector was fabricated. Under zero bias voltage and 780 nm illumination, the device exhibited a responsivity of 14.5 mA/W, a detectivity of 3.75 × 10^10 Jones, and a response speed of 149/65 μs. Moreover, without any encapsulation, the device’s performance diminished by only 17% after 30 days of storage in ambient conditions, indicating remarkable stability.
Journal of Fuel Chemistry and Technology•2026•DOI: 10.1016/S1872-5813(26)60762-1
The CO2 dry reforming of methane (DRM) is pivotal for CO2 utilization within the dual-carbon framework, offering advantages in carbon reduction and value-added chemical production. However, shaped catalysts suitable for industrial-scale DRM remain limited. This work constructs a monolithic catalyst using honeycomb cordierite as the structural support, systematically investigating the effects of organic and inorganic binders on coating structure and catalytic performance. Comparative studies reveal that the active coating fabricated with inorganic aluminum sol exhibits a continuous uniform morphology and excellent adhesion strength. During high-temperature calcination, elemental diffusion within Al2O3 networks bridges the cordierite surface with active catalyst particles, forming a (Ni-Mg)AlxO4 composite structure. This creates robust metal-support interactions between active sites and the residual alumina matrix. The interconnected mesoporous framework provides superior pore confinement, contributing to strong coating adhesion, enhanced activity, and improved resistance to carbon deposition in the monolithic m-NCM-Al-sol catalyst. In contrast, coatings derived from inorganic silica sol suffer from detachment and activity loss due to heterogeneous surface structures and poor adhesion. Organic binders demonstrate inferior performance in macroscopic coating uniformity, adhesion strength, mesoporous confinement, and localized electronic effects, resulting in the poorest catalytic performance. By optimizing aluminum sol coating parameters—binder content, active component dosage, and coating cycles—a synergistic balance between coating thickness and mass transfer is achieved. The optimized catalyst demonstrates excellent DRM performance, providing insights for constructing high-performance shaped catalysts with cordierite coatings.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-025-4036-4
Alkaline water electrolysis is a pivotal technology for large-scale green hydrogen production, yet its efficiency is constrained by sluggish hydrogen evolution reaction (HER) kinetics at industrial current densities. Here, we propose a synergistic dual-doping strategy to lower kinetic barriers for both Volmer and Heyrovsky steps. A robust amorphous NiCoV nanosheet electrode was synthesized via scalable one-step electrodeposition. In situ spectroscopic and kinetic characterizations reveal that hydrophilic V species optimize interfacial water by disrupting the hydrogen bond network, ensuring rapid supply of free water at the inner Helmholtz plane. Co dopants modulate electronic structure to facilitate electron transfer and optimize intermediate adsorption energetics. The NiCoV electrode requires an ultralow overpotential of 253 mV at -400 mA cm−2, surpassing most Pt-based catalysts, and maintains stability for over 200 h. Industrial validation in a scaled-up electrolyzer demonstrates a cell voltage of 1.89 V at 400 mA cm−2, achieving energy savings of 0.12 kWh m−3 H2 compared to commercial benchmarks. This translates to annual electricity savings of 1.33 × 10^6 kWh for a medium-scale demonstration project, highlighting immense potential for sustainable industrial applications.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-025-3968-3
The commercialization of perovskite solar cells (PSCs) is hindered by stability issues primarily stemming from interfacial defects. This study employed a machine learning (ML) screening approach and constructed a learnable weighted ensemble model (LWEM) to enhance prediction robustness for identifying effective interface passivation materials. The ML model predicted that an imidazolium salt-based interface modifier, 1-benzyl-3-methylimidazolium tetrafluoroborate (BMT), is suitable for planar n-i-p PSCs. Subsequent experimental results demonstrated that BMT provides synergistic passivation via an 'ion-coordination dual-lock' mechanism that significantly suppresses non-radiative recombination, facilitates hole extraction, and improves the quality of the perovskite film. The BMT-modified devices achieve a significant increase in power conversion efficiency (PCE) from 22.45% to 24.89% under AM 1.5G illumination, and attain a high PCE of 41.31% under 1000 lux light emitting diode (LED) indoor lighting. Additionally, the modified devices exhibit outstanding stability under long-term storage and maximum power point tracking conditions. This work provides a strategy for developing high-performance and highly stable PSCs for both indoor and outdoor applications.