Journal of Environmental Engineering Technology•2026•DOI: 10.13205/j.hjgc.202608006
Organic waste is a potential phosphorus reservoir, and understanding the dynamics of available phosphorus (AP) during its resource utilization is critical for efficient phosphorus recovery. Composting, a key route for organic waste valorization, involves complex transformations of phosphorus alongside organic matter degradation and humification. However, the long duration and high cost of composting experiments, coupled with multifactorial influences, hinder efficient elucidation of AP dynamics via conventional methods. This study compiled data from 33 publications, constructing a dataset of 647 samples. Data preprocessing included iterative imputation, one-hot encoding, and standardization. A stacking ensemble learning model was developed to predict AP generation during composting. The optimal ensemble comprised XGBoost and SVR as base learners and ElasticNet as the meta-learner, achieving R² values of 0.954 and 0.928 on training and test sets, respectively, with low overall error. SHAP analysis revealed that key factors influencing AP content, in descending order of importance, were feedstock type, bulking agent type, turning interval, pH, electrical conductivity (EC), and C/N ratio. Notably, livestock manure as feedstock and straw-based bulking agents contributed positively to AP predictions. Partial dependence plots indicated that lower pH and C/N ratios generally favored AP accumulation throughout composting. During the initial stage, higher moisture content and lower EC enhanced AP; in the thermophilic phase, higher temperatures corresponded to higher AP; and during cooling and maturation, maintaining moisture below 48% and C/N below 14, while extending composting beyond 43 days, promoted AP accumulation. This study demonstrates accurate AP prediction via stacking ensemble learning and identifies critical factors, offering support for optimizing phosphorus management in composting engineering.
SCIENCE CHINA Materials•2026•DOI: 10.1007/s40843-026-4184-6
The industrial production of ε-caprolactam, the essential precursor for nylon-6, is a cornerstone of the modern polymer industry. Historically, this process evolved from energy-intensive non-catalytic routes to the more atom-economical ammoximation of cyclohexanone over titanosilicate catalysts using H2O2 as a green oxidant. Despite this progress, the reliance on concentrated H2O2 presents a significant sustainability bottleneck, as its commercial production via the anthraquinone process is energy-intensive, waste-prone, and involves hazardous transportation. A more sustainable ideal reaction involves the direct use of H2 and O2 to generate active oxygen species in situ. However, implementing this bifunctional route has long been thwarted by high noble metal loadings, poor H2 efficiency due to the rapid decomposition of intermediate H2O2, and the inherent instability of catalysts in the alkaline aqueous media required for ammoximation. In the January 2026 issue of Nature Catalysis, Wu and colleagues report a breakthrough by engineering a titanium-mordenite-confined, low-loaded Pd catalyst (0.055 wt% Pd@A-Ti-MOR-R) that achieves exceptional efficiency and industrial-grade longevity for direct ammoximation in water. The researchers proposed a “structured” solution to spatial confinement by utilizing an acid-treated Ti-MOR (A-Ti-MOR) featuring specific Ti-OH defect sites adjacent to silanol nests. These defects act as precise anchors to stabilize subnanometric Pd2 clusters, ensuring that the Pd and Ti active sites remain in “atomic proximity” within the 8-ring side pockets of the zeolite. This atomic-level configuration was rigorously verified using spherical-aberration-corrected annular dark field scanning transmission electron microscopy (ADF-STEM), which identifies bright contrasts from subnanometric Pd clusters with diameters below 0.5 nm near the framework pores. Furthermore, Pd K-edge extended X-ray-absorption fine-structure (EXAFS) analysis confirms the formation of Pd–O–Ti bridges through the identification of a specific scattering path at 3.67 Å, proving that the Pd clusters are chemically bonded to the framework Ti sites.
SCIENCE CHINA Materials•2025•DOI: 10.1007/s40843-025-3574-9
Porous membranes with superhydrophobic surfaces are widely employed to prevent pore wetting during membrane distillation (MD) desalination of hypersaline wastewater. However, prolonged operation often leads to scaling and pore wetting due to depletion of surface-trapped air cushions, a degradation attributed to enhanced surface hydrophobicity rather than bulk hydrophobicity throughout the membrane. This work simultaneously enhances the hydrophobicity of both membrane surfaces and pore surfaces by constructing nanostructures using hydrophobic nanoparticles. The resulting membranes exhibit a 31.3% increase in specific liquid entry pressure of water (reaching 0.109 bar μm−1) compared to membranes with only surface superhydrophobicity, indicating improved resistance to pore wetting. Stable permeate flux (16.2 kg m−2 h−1) and high salt rejection (>99.9%) are maintained when treating 70 °C brines (105 g L−1) in MD. The high pore wetting resistance against gypsum-containing saline is further demonstrated through cyclic MD desalination over 30 h, indicating strong potential for high-performance MD membranes in hypersaline wastewater treatment.
SCIENCE CHINA Materials•2025•DOI: 10.1007/s40843-025-3499-6
Biomass-derived hard carbons (HCs) are promising anodes for sodium-ion batteries (SIBs) due to their low cost, renewable nature, and structural stability, yet their practical application is hindered by a low initial Coulombic efficiency (ICE) and inadequate rate capability. Herein, we report a tri-functional nitric acid treatment coupled with one-step carbonization to synthesize a hard carbon with a sp2-C-dominated structure. The process not only eliminates impurities but also selectively dissolves lignin in the biomass, thereby promoting the alignment of graphite microcrystals. At the same time, edge-N and C=O groups are grafted onto the carbon skeleton, which together produce an HC with an optimized interlayer spacing and abundant closed micropores. These structure modifications collectively increase Na+ adsorption kinetics in the sloping region and enable efficient sodium storage in the low-voltage plateau region, yielding a high ICE of 91.69% and a remarkable rate capability, with 83.9% capacity retention at 600 mA g−1. A full SIB cell using this HC anode with a Na3V2(PO4)3 cathode delivers an energy density of 213.14 Wh kg−1, demonstrating its practical potential. This work offers a simple and scalable engineering strategy to overcome the performance vs. manufacturing cost dilemma in developing HC anodes.