This paper proposes GAN-Solar, a novel quality optimization model for short-term solar radiation forecasting. Based on Generative Adversarial Networks (GANs), the model addresses spatial texture degradation and intensity distortion in predictions, significantly improving forecast quality and reliability for high-precision applications.

Cellulose frameworks have emerged as promising materials for light management due to their exceptional light-scattering capabilities and sustainable nature. Conventional biomass-derived cellulose frameworks face a fundamental trade-off between haze and transparency, coupled with impractical thicknesses (≥ 1 mm). Inspired by squid’s skin-peeling mechanism, this work develops a peroxyformic acid (HCOOOH)-enabled precision peeling strategy to isolate intact 10-µm-thick bamboo green (BG) frameworks—100 × thinner than wood-based counterparts while achieving an unprecedented optical performance (88% haze with 80% transparency). This performance surpasses delignified biomass (transparency < 40% at 1 mm) and matches engineered cellulose composites, yet requires no energy-intensive nanofibrillation. The preserved native cellulose I crystalline structure (64.76% crystallinity) and wax-coated uniaxial fibril alignment (Hermans factor: 0.23) contribute to high mechanical strength (903 MPa modulus) and broadband light scattering. As a light-management layer in polycrystalline silicon solar cells, the BG framework boosts photoelectric conversion efficiency by 0.41% absolute (18.74% → 19.15%), outperforming synthetic anti-reflective coatings. The work establishes a scalable, waste-to-wealth route for optical-grade cellulose materials in next-generation optoelectronics.

Perovskite solar cells (PSCs) have emerged as promising photovoltaic technologies owing to their remarkable power conversion efficiency (PCE). However, heat accumulation under continuous illumination remains a critical bottleneck, severely affecting device stability and long-term operational performance. Herein, we present a multifunctional strategy by incorporating highly thermally conductive Ti₃C₂T_X MXene nanosheets into the perovskite layer to simultaneously enhance thermal management and optoelectronic properties. The Ti₃C₂T_X nanosheets, embedded at perovskite grain boundaries, construct efficient thermal conduction pathways, significantly improving the thermal conductivity and diffusivity of the film. This leads to a notable reduction in the device’s steady-state operating temperature from 42.96 to 39.97 °C under 100 mW cm⁻² illumination, thereby alleviating heat-induced performance degradation. Beyond thermal regulation, Ti₃C₂T_X, with high conductivity and negatively charged surface terminations, also serves as an effective defect passivation agent, reducing trap-assisted recombination, while simultaneously facilitating charge extraction and transport by optimizing interfacial energy alignment. As a result, the Ti₃C₂T_X-modified PSC achieve a champion PCE of 25.13% and exhibit outstanding thermal stability, retaining 80% of the initial PCE after 500 h of thermal aging at 85 °C and 30 ± 5% relative humidity. (In contrast, control PSC retain only 58% after 200 h.) Moreover, under continuous maximum power point tracking in N₂ atmosphere, Ti₃C₂T_X-modified PSC retained 70% of the initial PCE after 500 h, whereas the control PSC drop sharply to 20%. These findings highlight the synergistic role of Ti₃C₂T_X in thermal management and optoelectronic performance, paving the way for the development of high-efficiency and heat-resistant perovskite photovoltaics.

Research groups led by Qing-Yuan Meng from the Institute of Chemistry, Chinese Academy of Sciences, and Xiu-Long Yang from Hebei University recently reported a novel acylation reaction for photocatalytic cleavage of olefin double bonds. Using a metal-free continuous photoredox catalytic strategy, they achieved a tertiary amine-mediated acylation of aromatic olefins via carbon-carbon double bond cleavage under mild conditions, resulting in the synthesis of a series of α-aryl ketones. Through controlled experiments and theoretical calculations, they explored the reaction mechanism, including the cleavage of both the π and σ bonds of the olefins, providing a new strategy for functionalization based on olefin double bond cleavage. This method exhibits excellent functional group compatibility and has potential applications in the synthesis and structural modification of bioactive molecules. These results were published as an open access article in CCS Chemistry, the flagship journal of the Chinese Chemical Society.

In a remarkable study that sheds new light on the potential of biochar to enhance phosphate solubilization, researchers are exploring how biochar can promote the solubilization of FePO4 through modulating organic acids excreted by Talaromyces pinophilus. The study, titled "Biochar Promotes FePO4 Solubilization Through Modulating Organic Acids Excreted by Talaromyces pinophilus," is led by Prof. Quan Chen and Prof. Min Wu from the Yunnan Provincial Key Laboratory of Soil Carbon Sequestration and Pollution Control at Kunming University of Science & Technology in Kunming, People's Republic of China. This research offers valuable insights into the role of biochar in enhancing phosphate availability for plants.