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  • Open Access

    ARTICLE

    Privacy-Preserving Personnel Detection in Substations via Federated Learning with Dynamic Noise Adaptation

    Yuewei Tian1, Yang Su2, Yujia Wang1, Lisa Guo1, Xuyang Wu3,*, Lei Cao4, Fang Ren3

    CMC-Computers, Materials & Continua, Vol.86, No.3, 2026, DOI:10.32604/cmc.2025.072081 - 12 January 2026

    Abstract This study addresses the risk of privacy leakage during the transmission and sharing of multimodal data in smart grid substations by proposing a three-tier privacy-preserving architecture based on asynchronous federated learning. The framework integrates blockchain technology, the InterPlanetary File System (IPFS) for distributed storage, and a dynamic differential privacy mechanism to achieve collaborative security across the storage, service, and federated coordination layers. It accommodates both multimodal data classification and object detection tasks, enabling the identification and localization of key targets and abnormal behaviors in substation scenarios while ensuring privacy protection. This effectively mitigates the single-point… More >

  • Open Access

    REVIEW

    Systematic Literature Review for Mechanisms and Costs of Plant Adaptation to Biotic and Abiotic Stresses

    Mohammed Majid Abed1,2,*, Murat Aydin1, Esma Yiğider1, Melek Ekinci3, Ertan Yildirim3

    Phyton-International Journal of Experimental Botany, Vol.94, No.12, pp. 3845-3860, 2025, DOI:10.32604/phyton.2025.073163 - 29 December 2025

    Abstract Plants are continuously exposed to abiotic and biotic stresses that threaten their growth, reproduction, and survival. Adaptation to these stresses requires complex regulatory networks that coordinate physiological, molecular, and ecological responses. However, such adaptation often incurs significant costs, including reduced growth, yield penalties, and altered ecological interactions. This review systematically synthesizes recent advances published between 2018 and 2025, following PRISMA criteria, on plant responses to abiotic and biotic stressors, with an emphasis on the trade-offs between adaptation and productivity. It also highlights major discrepancies in the literature and discusses strategies for enhancing plant stress tolerance More >

  • Open Access

    ARTICLE

    National Common Language Proficiency (NCLP) and social adaptation among high school students: The chain mediating role of prosocial tendency and language communication strategies

    Baobao Dang1,*, Wenjing Li1, Haiyan Zhao2, Shifeng Li3

    Journal of Psychology in Africa, Vol.35, No.6, pp. 749-759, 2025, DOI:10.32604/jpa.2025.071932 - 30 December 2025

    Abstract This study investigated the relationship between NCLP and social adaptation among high school students, as mediated by prosocial tendency and language communication strategies. The sample comprised 547 Tibetan high school students aged 15–18 years (female = 69.5%, mean age = 16.67 years, SD = 0.95) from the Gannan Tibetan Autonomous Prefecture, China. They completed questionnaires surveys on NCLP, social adaptation, prosocial tendency, and language communication strategies. The mediation analysis results indicated that NCLP significantly predicted social adaptation. Prosocial tendency and language communication strategies independently and significantly mediated the relationship between NCLP and social adaptation. Prosocial tendency More >

  • Open Access

    REVIEW

    Metabolic Adaptations of Cyanobacteria to Environmental Stress: Mechanisms and Biotechnological Potentials

    Riya Tripathi, Varsha K. Singh, Palak Rana, Sapana Jha, Ashish P. Singh, Payel Rana, Rajeshwar P. Sinha*

    Phyton-International Journal of Experimental Botany, Vol.94, No.11, pp. 3371-3399, 2025, DOI:10.32604/phyton.2025.070712 - 01 December 2025

    Abstract Cyanobacteria are photosynthetic prokaryotes. They exhibit remarkable metabolic adaptability, enabling them to withstand oxidative stress, high salinity, temperature extremes, and UV radiation (UVR). Their adaptive strategies involve complex regulatory networks that affect gene expression, enzyme activity, and metabolite fluxes to maintain cellular homeostasis. Key stress response systems include the production of antioxidants such as peroxidases (POD), catalase (CAT), and superoxide dismutase (SOD), which detoxify reactive oxygen species (ROS). To withstand environmental stresses, cyanobacteria maintain osmotic balance by accumulating compatible solutes, such as glycine betaine, sucrose, and trehalose. They also adapt to temperature and light fluctuations… More >

  • Open Access

    ARTICLE

    MNTSCC: A VMamba-Based Nonlinear Joint Source-Channel Coding for Semantic Communications

    Chao Li1,3,#, Chen Wang1,3,#, Caichang Ding2,*, Yonghao Liao1,3, Zhiwei Ye1,3

    CMC-Computers, Materials & Continua, Vol.85, No.2, pp. 3129-3149, 2025, DOI:10.32604/cmc.2025.067440 - 23 September 2025

    Abstract Deep learning-based semantic communication has achieved remarkable progress with CNNs and Transformers. However, CNNs exhibit constrained performance in high-resolution image transmission, while Transformers incur high computational cost due to quadratic complexity. Recently, VMamba, a novel state space model with linear complexity and exceptional long-range dependency modeling capabilities, has shown great potential in computer vision tasks. Inspired by this, we propose MNTSCC, an efficient VMamba-based nonlinear joint source-channel coding (JSCC) model for wireless image transmission. Specifically, MNTSCC comprises a VMamba-based nonlinear transform module, an MCAM entropy model, and a JSCC module. In the encoding stage, the… More >

  • Open Access

    ARTICLE

    Enhancing Fall Detection in Alzheimer’s Patients Using Unsupervised Domain Adaptation

    Nadhmi A. Gazem1, Sultan Noman Qasem2,3, Umair Naeem4, Shahid Latif5, Ibtehal Nafea6, Faisal Saeed7, Mujeeb Ur Rehman8,*

    CMES-Computer Modeling in Engineering & Sciences, Vol.144, No.1, pp. 407-427, 2025, DOI:10.32604/cmes.2025.066517 - 31 July 2025

    Abstract Falls are a leading cause of injury and morbidity among older adults, especially those with Alzheimer’s disease (AD), who face increased risks due to cognitive decline, gait instability, and impaired spatial awareness. While wearable sensor-based fall detection systems offer promising solutions, their effectiveness is often hindered by domain shifts resulting from variations in sensor placement, sampling frequencies, and discrepancies in dataset distributions. To address these challenges, this paper proposes a novel unsupervised domain adaptation (UDA) framework specifically designed for cross-dataset fall detection in Alzheimer’s disease (AD) patients, utilizing advanced transfer learning to enhance generalizability. The… More >

  • Open Access

    ARTICLE

    Adaptive Responses of Secale Cereale to Moderate Soil Drought: Role of Phytohormones, Free Amino Acids, and Phenolic Compounds

    Lesya Voytenko1,*, Mykola Shcherbatiuk1, Valentyna Vasyuk1, Kateryna Romanenko1, Lidiya Babenko1, Oleksandr Smirnov2,3, Iryna Kosakivska1

    Phyton-International Journal of Experimental Botany, Vol.94, No.7, pp. 2195-2214, 2025, DOI:10.32604/phyton.2025.067772 - 31 July 2025

    Abstract Prolonged lack of rain and high-temperature lead to soil water deficits, inhibiting cereal crop growth in early ontogenesis and reducing grain quality and yield. Rye (Secale cereale L.) is a key grain crop, particularly in regions where wheat cultivation is challenging or unfeasible. To clarify its drought adaptation mechanisms, we analyzed the effects of moderate soil drought on growth, hormonal homeostasis, and the dynamics and distribution of free amino acids and phenolic compounds in rye at early vegetative stages and post-recovery. Drought triggered both general and organ-specific changes in endogenous phytohormones. A nonspecific response involved the… More >

  • Open Access

    ARTICLE

    Differential Responses of Common Bean (Phaseolus vulgaris) Cultivars to Exogenous Indole-3-Butyric Acid Application

    Gülay Zulkadir*

    Phyton-International Journal of Experimental Botany, Vol.94, No.7, pp. 2117-2129, 2025, DOI:10.32604/phyton.2025.066762 - 31 July 2025

    Abstract Bean (Phaseolus vulgaris) is a globally important legume crop valued for its nutritional content and adaptability. Establishing a robust root system during early growth is critical for optimal nutrient uptake, shoot development, and increased resistance to biotic stress. This study evaluated the effects of exogenous indole-3-butyric acid (IBA) on root and shoot development in two bean cultivars, Onceler-98 and Topcu, during the seedling stage. IBA was applied at four concentrations: 0 (control), 50, 100, and 150 μM. Morphological parameters measured included root length (RL), root fresh weight (RFW), root dry weight (RDW), root nodule number (RNN), More >

  • Open Access

    ARTICLE

    Interplay of Temporal Variation in Nectar Parameters and Pollinator-Mediated Adaptations in Epimedium wushanense

    Lanying Chen1,2, Yifu Cai3, Qiumei Quan3,*, Yunxiang Li3

    Phyton-International Journal of Experimental Botany, Vol.94, No.5, pp. 1519-1532, 2025, DOI:10.32604/phyton.2025.064112 - 29 May 2025

    Abstract This study investigates the diurnal patterns of nectar secretion, sugar content, and caloric value in Epimedium wushanense, and their interaction mechanisms with pollinator behavior under varying environmental conditions. Nectar secretion exhibited a diurnal pattern, peaking between 11:00 and 13:00, with progressive increases in both volumes (19.07 ± 1.66 μL/day) and caloric value (6.03 ± 0.55 cal/day) over four consecutive days, culminating in maximal production on Day 4 (p < 0.05). Floral bagging significantly altered nectar traits (Mann-Whitney U test, p < 0.05), with bagged inflorescences demonstrating 61.82% higher nectar volume productivity relative to unbagged controls. Pollinator visitation,… More >

  • Open Access

    ARTICLE

    Frequency Adaptive Grid Synchronization Detection Algorithm Based on SOGI

    Jie Shao1, Zihao Zhang1, Quan Xu1, Tiantian Cai1, Junye Li1, Baicheng Xiang1, Shijie Li1, Xianfeng Xu2,*

    Energy Engineering, Vol.122, No.6, pp. 2291-2307, 2025, DOI:10.32604/ee.2025.063302 - 29 May 2025

    Abstract In response to the complex working conditions of the power grid caused by the high proportion of new energy access, which leads to insufficient output accuracy of the second-order generalized integrator (SOGI) phase-locked loop, this article proposes an improved frequency adaptive phase-locked loop structure for SOGI. Firstly, an amplitude compensation branch is introduced to compensate for the SOGI tracking fundamental frequency signal, ensuring the accuracy of the SOGI output orthogonal signal under frequency fluctuation conditions. Secondly, by cascading two adaptive SOGI modules, the suppression capability of low-order harmonics and Direct Current (DC) components has been More >

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