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  • Open Access

    ARTICLE

    A Hybrid Deep Learning Approach for Real-Time Cheating Behaviour Detection in Online Exams Using Video Captured Analysis

    Dao Phuc Minh Huy1, Gia Nhu Nguyen1, Dac-Nhuong Le2,*

    CMC-Computers, Materials & Continua, Vol.86, No.3, 2026, DOI:10.32604/cmc.2025.070948 - 12 January 2026

    Abstract Online examinations have become a dominant assessment mode, increasing concerns over academic integrity. To address the critical challenge of detecting cheating behaviours, this study proposes a hybrid deep learning approach that combines visual detection and temporal behaviour classification. The methodology utilises object detection models—You Only Look Once (YOLOv12), Faster Region-based Convolutional Neural Network (RCNN), and Single Shot Detector (SSD) MobileNet—integrated with classification models such as Convolutional Neural Networks (CNN), Bidirectional Gated Recurrent Unit (Bi-GRU), and CNN-LSTM (Long Short-Term Memory). Two distinct datasets were used: the Online Exam Proctoring (EOP) dataset from Michigan State University and… More >

  • Open Access

    ARTICLE

    Enhanced Thermal Performance of a Shell and Coil Tube Heat Exchanger Using Fins and Slots

    Najiba Hasan Hamad1,*, Ranj Sirwan Abdullah2, Ahmed Mohammed Adham2

    Energy Engineering, Vol.123, No.1, 2026, DOI:10.32604/ee.2025.073377 - 27 December 2025

    Abstract Coiled tube heat exchangers are widely preferred in shell structures due to their superior heat transfer performance, driven by favorable flow characteristics. This study investigates the effect of modifying coil and shell configurations on heat transfer efficiency. Two key enhancements were examined: adding fins to the outer coil surface and integrating longitudinal slots within a hollowed shell. These modifications promote turbulence and extend heat transfer duration, thereby improving performance. However, they also introduce challenges, including increased pressure loss and manufacturing complexity. Numerical simulations were conducted using ANSYS Fluent 2024R1 under identical boundary conditions. With a… More > Graphic Abstract

    Enhanced Thermal Performance of a Shell and Coil Tube Heat Exchanger Using Fins and Slots

  • Open Access

    ARTICLE

    Optimal Allocation of Multiple Energy Storage Capacity in Industrial Park Considering Demand Response and Laddered Carbon Trading

    Jingshuai Pang1,2, Songcen Wang1, Hongyin Chen1,2,*, Xiaoqiang Jia1, Yi Guo1, Ling Cheng1, Xinhe Zhang1, Jianfeng Li1

    Energy Engineering, Vol.123, No.1, 2026, DOI:10.32604/ee.2025.070256 - 27 December 2025

    Abstract To achieve the goals of sustainable development of the energy system and the construction of a low-carbon society, this study proposes a multi-energy storage collaborative optimization strategy for industrial park that integrates the laddered carbon trading mechanism with demand response. Firstly, a dual dimensional DR model is constructed based on the characteristics of load elasticity. The alternative DR enables flexible substitution of energy loads through complementary conversion of electricity/heat/cold multi-energy sources, while the price DR relies on time-of-use electricity price signals to guide load spatiotemporal migration; Secondly, the LCT mechanism is introduced to achieve optimal… More >

  • Open Access

    ARTICLE

    Determining the Energy Potential of Deep Borehole Heat Exchangers in Croatia and Economic Analysis of Oil & Gas Well Revitalization

    Marija Macenić, Tomislav Kurevija*, Tin Herbst

    Energy Engineering, Vol.123, No.1, 2026, DOI:10.32604/ee.2025.067067 - 27 December 2025

    Abstract The increased interest in geothermal energy is evident, along with the exploitation of traditional hydrothermal systems, in the growing research and projects developing around the reuse of already-drilled oil, gas, and exploration wells. The Republic of Croatia has around 4000 wells, however, due to a long period since most of these wells were drilled and completed, there is uncertainty about how many are available for retrofitting as deep-borehole heat exchangers. Nevertheless, as hydrocarbon production decreases, it is expected that the number of wells available for the revitalization and exploitation of geothermal energy will increase. The… More >

  • Open Access

    ARTICLE

    Privacy-Preserving Gender-Based Customer Behavior Analytics in Retail Spaces Using Computer Vision

    Ginanjar Suwasono Adi1, Samsul Huda2,*, Griffani Megiyanto Rahmatullah3, Dodit Suprianto1, Dinda Qurrota Aini Al-Sefy3, Ivon Sandya Sari Putri4, Lalu Tri Wijaya Nata Kusuma5

    CMC-Computers, Materials & Continua, Vol.86, No.1, pp. 1-23, 2026, DOI:10.32604/cmc.2025.068619 - 10 November 2025

    Abstract In the competitive retail industry of the digital era, data-driven insights into gender-specific customer behavior are essential. They support the optimization of store performance, layout design, product placement, and targeted marketing. However, existing computer vision solutions often rely on facial recognition to gather such insights, raising significant privacy and ethical concerns. To address these issues, this paper presents a privacy-preserving customer analytics system through two key strategies. First, we deploy a deep learning framework using YOLOv9s, trained on the RCA-TVGender dataset. Cameras are positioned perpendicular to observation areas to reduce facial visibility while maintaining accurate More >

  • Open Access

    ARTICLE

    Effect of Fin Spacing on Frost Growth and Airflow Dynamics in ASHP Evaporators

    Zhengqing Zhang1,2,3,*, Xiaojun Yuan2, Hui Wu2

    FDMP-Fluid Dynamics & Materials Processing, Vol.21, No.12, pp. 2927-2943, 2025, DOI:10.32604/fdmp.2025.071115 - 31 December 2025

    Abstract Frost accumulation on the evaporator fins of air source heat pumps (ASHPs) severely degrades heat transfer performance and overall system efficiency. To address this, the present study employs computational fluid dynamics (CFD) to investigate how fin spacing influences frosting behavior, emphasizing the coupled evolution of frost thickness, density, airflow, and temperature distribution within fin channels. Results reveal that fin spacing is a key parameter governing both the extent and rate of frost growth. Wider fin spacing enhances frost accumulation, with a final frost mass of 6.41 g at 12 mm, about 71.8% higher than at More >

  • Open Access

    ARTICLE

    Chitosan-Selenate Complex Improves Bioactive Profile and Antioxidant Response in Wheat Sprouts (Triticum aestivum L.)

    Jazmín Montserrat Gaucin-Delgado1, Cristian Oswaldo Solis-López2, Pablo Preciado-Rangel3, Bernardo Espinosa-Palomeque4, Francisco Gerardo Veliz-Deras2, Viridiana Contreras-Villarreal2, Ricardo Israel Ramírez-Gottfried5,*

    Phyton-International Journal of Experimental Botany, Vol.94, No.12, pp. 3961-3973, 2025, DOI:10.32604/phyton.2025.072536 - 29 December 2025

    Abstract Selenium (Se) deficiency is a global health problem affecting more than 500 million people; crop biofortification is a sustainable strategy for its mitigation. This study investigated the effect of the application of selenate nanoparticles (SeO42−) and the combination of selenate (SeO42−) and chitosan (CS) (forming a SeO42−-CS complex) on the antioxidant profile, growth, biomass, bioactive compounds, enzymes, and Se accumulation of wheat (Triticum spp.) sprouts. Fourteen treatments were applied using a factorial design combining seven concentrations and two formulations: SeO42− and SeO42−-CS. It was identified that chitosan increased Se uptake efficiency by 30% versus conventional selenate. The optimal… More >

  • Open Access

    ARTICLE

    Genetic Mapping of Grain Length-and Width-Related Genes in the Local Wheat Variety Guizi 1×Zhongyan 96-3 Hybrid Population Using Genome Sequencing

    Shaoyan Wu1,2, Jie Tian1,2, Yiyan Wang1,2, Muhammad Arif1,2, Shuyao Wang1,2, Jing Wang1,2, Zhuoyao Yang1,2, Ruhong Xu1,2,*, Luhua Li1,2,*

    Phyton-International Journal of Experimental Botany, Vol.94, No.12, pp. 3913-3924, 2025, DOI:10.32604/phyton.2025.072229 - 29 December 2025

    Abstract Wheat grain morphology, particularly grain length (GL) and width (GW), is a key determinant of yield. To improve the suboptimal grain dimensions of the local anthocyanin-rich variety Guizi 1 (GZ1), we crossed it with Zhongyan 96-3 (ZY96-3), an elite germplasm known for faster grain filling and superior grain size. A genotyping-by-sequencing (GBS) approach was applied to an F2 population of 110 individuals derived from GZ1 × ZY96-3, resulting in the identification of 23,134 high-quality SNPs. Most of the SNPs associated with GL and GW were clustered on chromosomes 2B, 3A, and 3B. QTL mapping for GL… More >

  • Open Access

    ARTICLE

    Experimental Study on the Flow Boiling of R134a in Sintered Porous Microchannels

    Shuo Wang1,2,*, Huiming Wang1,2, Ying Zhang1,2, Zhiqiang Zhang1,3, Li Jia1,2

    Frontiers in Heat and Mass Transfer, Vol.23, No.6, pp. 1721-1740, 2025, DOI:10.32604/fhmt.2025.073226 - 31 December 2025

    Abstract This experimental investigation was conducted on the flow boiling performance of refrigerant R134a in two types of parallel microchannels: sintered porous microchannels (PP-MCs) and smooth parallel microchannels (SP-MCs). The tests were performed under controlled conditions including an inlet subcooling of 5 ± 0.2°C, saturation temperature of 33°C, mass fluxes of 346 and 485 kg/m2·s, and a range of heat fluxes. Key findings reveal that the sintered porous microstructure significantly enhances bubble nucleation, reducing the wall superheat required for the onset of nucleate boiling (ONB) to only 0.13°C compared to 2.2°C in smooth channels. The porous structure… More >

  • Open Access

    ARTICLE

    Analytical Modeling of Internal Thermal Mass: Transient Heat Conduction in a Sphere under Constant, Exponential, and Periodic Ambient Temperatures

    Liangjian Lei1,2, Yihang Lu1,2,*

    Frontiers in Heat and Mass Transfer, Vol.23, No.6, pp. 2109-2126, 2025, DOI:10.32604/fhmt.2025.072643 - 31 December 2025

    Abstract Internal thermal mass, such as furniture and partitions, plays a crucial role in enhancing building energy efficiency and indoor thermal comfort by passively regulating temperature fluctuations. However, the irregular geometry of these elements poses a significant challenge for accurate modeling in building energy simulations. This study addresses this gap by developing a rigorous analytical model that idealizes internal thermal mass as a sphere, thereby capturing multi-directional heat conduction effects that are neglected in simpler one-dimensional slab models. The transient heat conduction within the sphere is solved analytically using Duhamel’s theorem for three representative indoor air… More >

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