Few-Shot Unsupervised Domain Adaptation Based on Refined Bi-Directional Prototypical Contrastive Learning for Cross-Scene Hyperspectral Image Classification by Xuebin Tang, Hanyi Shi, Chunchao Li, Cheng Jiang, Xiaoxiong Zhang, Lingbin Zeng, Xiaolei Zhou

“…Unsupervised domain adaptation has proven its effectiveness in tackling this issue, but it has a fatal limitation of intending to narrow the disparity between source and target domains by utilizing fully labeled source data and unlabeled target data. …”
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Editorial by Teddy Surya Gunawan

“…Contributions on flexible antenna designs, mobile applications for dyslexic learners, and modified grey relational analysis further showcase how electronics and AI are increasingly embedded in daily societal functions. In Materials and Manufacturing Engineering, the research on MSW-derived biochar for iron production and voltage-induced void formation in boiler tubes exemplifies innovation in resource utilization and reliability of industrial systems. …”
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Efficient Electrochemical CO2 Reduction Using AgN3 Single‐Atom Sites Embedded in Free‐Standing Electrodes for Flow Cell Applications by M. Nur Hossain, Ali Malek, Zhangsen Chen, Lei Zhang, Shuhui Sun, Hanshuo Liu, Roberto Neagu, Jigang Zhou, Hui Yuan, Christopher S. Allen, Gianluigi Botton

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Application of marine bacterial alginate lyases in wastewater treatment, biofilm removal and green technology by M.U.K. Anjung, H. Nursyam, A.A. Prihanto, E. Chasanah

“…In recent years, marine bacteria have emerged as a valuable and diverse source of these enzymes, owing to their unique adaptations to extreme marine conditions such as high salinity, variable potential of hydrogen, and fluctuating temperatures. …”
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Cross-Subject Motor Imagery Electroencephalogram Decoding with Domain Generalization by Yanyan Zheng, Senxiang Wu, Jie Chen, Qiong Yao, Siyu Zheng

“…Decoding motor imagery (MI) electroencephalogram (EEG) signals in the brain–computer interface (BCI) can assist patients in accelerating motor function recovery. To realize the implementation of plug-and-play functionality for MI-BCI applications, cross-subject models are employed to alleviate time-consuming calibration and avoid additional model training for target subjects by utilizing EEG data from source subjects. …”
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Recent Advances in Cellulose Nanofiber Modification and Characterization and Cellulose Nanofiber-Based Films for Eco-Friendly Active Food Packaging by Jiaojiao Sun, Xi Yang, Yifan Bai, Zhisheng Fang, Shuai Zhang, Xiaoyu Wang, Yali Yang, Yurong Guo

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Evaluation of engineering, physiochemical and nutritional properties of three different varieties of pomelo fruit by Simple Sharma, Barinderjit Singh, Yashi Srivastava

“…The assessment of physicochemical and nutritional properties provides knowledge of nutrients, essential minerals (boron, magnesium, aluminum, silicon, phosphorous, potassium, iron, copper, zinc), and quality of fruit, making it an expert functional food ingredient and can be utilized for various applications in food industries. …”
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Enhancing PQQ production in Acinetobacter calcoaceticus through uniform design and support vector regression by Yu-han Li, Yu-han Li, Su-hang Yao, Su-hang Yao, Yan Zhou, Xiu-lan He, Xiu-lan He, Zhe-ming Yuan, Zhe-ming Yuan, Qiu-long Hu, Cheng-wen Shen, Xin Li, Xin Li, Yuan Chen

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Research progress on in-situ catalytic hydrodeoxygenation of lignin by ZHAO Yuying, ZHAN Jiahui, HU Rui, LUO Gang, ZHANG Shicheng*

“…In-situ catalytic HDO of lignin can be an alternative strategy. It utilizes solvents or lignin′s functional groups as hydrogen sources. …”
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Cucumber Leaf Segmentation Based on Bilayer Convolutional Network by Tingting Qian, Yangxin Liu, Shenglian Lu, Linyi Li, Xiuguo Zheng, Qingqing Ju, Yiyang Li, Chun Xie, Guo Li

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Operational Modes and Technical Points for Empowering Urban Park Green Spaces by Digital Technology by Yang ZHANG, Changlin LI, Ninglu ZHANG, Fei WU

“…ObjectiveAs an important urban public open space, park green spaces bear multiple social functions such as ecology, recreation, and culture. …”
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Lipidomics profile shows differences of polar lipids between donkey and bovine colostrum: a comparative study by Yumeng Zhang, Jiali Chen, Zhenmin Liu, Shengyi Zhang, Jiale Wang, Junhua Shao, Xiqing Yue, Mohan Li

“…Donkey colostrum (DC) is recognized as a valuable nutritional source; however, its extremely low lipid content (especially polar lipids) demands lipid supplementation during processing through the addition of fish oils, vegetable oils, or functional lipids. …”
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Thickness and Wavelength Optimizations of a High-Performance SPR Sensor Employing a Silver Layer and Black Phosphorus in Principal Directions by Jakub Chylek, Dalibor Ciprian, Petr Hlubina

“…In this paper, we propose an innovative approach based on the wavelength optimization of a light source for a simple, high-performance surface plasmon resonance (SPR) sensor utilizing comprehensive reflectance analysis in the angular domain. …”
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A Transition Metal‐Free Approach for the Conversion of Real‐Life Cellulose‐Based Biomass into Formate by Tong Zhang, Peng Ren, Yuman Qin, Thanh Huyen Vuong, Ana V. Cunha, Remco W. A. Havenith, Jabor Rabeah, Shoubhik Das

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Large language models open new way of AI-assisted molecule design for chemists by Shoichi Ishida, Tomohiro Sato, Teruki Honma, Kei Terayama

“…Scientific contribution ChatChemTS is an open-source application that assists users in utilizing an AI-based molecule generator, ChemTSv2, solely through chat interactions. …”
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Changes in potential pathogenicity-associated proteins of Helicobacter cinaedi upon infection of macrophage cells by A. K. Voronina, B. A. Efimov, B. A. Efimov, M. V. Malakhova, P. V. Shnaider, O. M. Ivanova, M. Bogomiakova, V. O. Shender, V. O. Shender, M. A. Lagarkova, G. P. Arapidi, G. P. Arapidi, G. P. Arapidi

“…Beyond known virulence factors (HcaA, Cdt, AhpC), we identified poorly characterized proteins with toxic or immunomodulatory functions. Notably, some upregulated proteins enable cholesterol utilization as a carbon source, while others may participate in a toxin injection mechanism disrupting host cell metabolism—potentially linked to foam cell formation.ConclusionOur findings provide new insights into H. cinaedi pathogenicity, highlighting previously unexplored virulence mechanisms. …”
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The Impact of Various Filling Patterns and Building Orientations on the Mechanical Characteristics and Building Time of PLA Using FDM by M. Hamoud, Sachin Salunkhe, Lenka Cepova, H. M. A. Hussien

“…The study could help with the growth of producing mechanically functional parts, such as prosthetics, using LM. In addition, the part can be built with high strength, hardness, and minimum building time, which is useful information for the best utilization of the 3DP machine. …”
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Screening and identification of marine alginate lyase-producing bacteria and optimization of enzyme production conditions by HU Mengdi, LI Yaozu, ZHANG Xiaoyong, MO Meiqing, GAO Xiangyang

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In Vitro Ruminal Metagenomic Profiles and Ruminal Fermentation Variables of Aromatic Plant Pulps by Kanber Kara, Sena Yilmaz Öztaş, Erol Baytok

“…Conclusion Due to their fermentability and favourable microbial responses, aromatic plant pulps, particularly yarrow, show promise as functional ruminant feed ingredients. These byproducts may enhance ruminal fibre utilization while modulating microbial ecology and reducing methane‐associated archaea.…”
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AESware: Developing AES-enabled low-power multicore processors leveraging open RISC-V cores with a shared lightweight AES accelerator by Eunjin Choi, Jina Park, Kyuseung Han, Woojoo Lee

“…As open-source RISC-V cores continue to be released, the development of low-power multicore processors utilizing these cores is invigorating the edge/IoT device market. …”
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