MCBA-MVACGAN: A Novel Fault Diagnosis Method for Rotating Machinery Under Small Sample Conditions by Wenhan Huang, Xiangfeng Zhang, Hong Jiang, Zhenfa Shao, Yu Bai

“…Finally, the objective function is reconstructed by independent classification loss to improve the ability of model data generation. …”
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Bank data protection and fraud identification based on improved adaptive federated learning and WGAN by Yunjiao Zheng

“…Then, a fraud recognition model is designed based on generative adversarial networks. The experiment outcomes show that the adaptive data protection architecture designed in this study notably raises the convergence performance of the loss function after introducing adaptive gradient pruning and noise differentiation strategies, with a minimum loss value of 0.09 and excellent learning ability. …”
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Enhancing Microwave Disinfection: Impact of Sodium Chloride on Microbial Inactivation by Saleh A. Alfawaz, Ibrahim N. Alquaydheb, Amirreza Ghadimi Avval, Sara Ghayouraneh, Samir M. El-Ghazaly, Jianhong Zhou, Yuchun Du

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Modeling eye gaze velocity trajectories using GANs with spectral loss for enhanced fidelity by Shailendra Bhandari, Pedro Lencastre, Rujeena Mathema, Alexander Szorkovszky, Anis Yazidi, Pedro G. Lind

“…This study introduces a Generative Adversarial Network (GAN) framework employing Long Short-Term Memory (LSTM) and Convolutional Neural Network (CNN) generators and discriminators to generate high-fidelity synthetic eye gaze velocity trajectories. …”
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TP53 and KMT2D mutations associated with worse prognosis in peripheral T‐cell lymphomas by Lingling Wang, Lei Yang, Fangshu Guan, Jing Chen, Yuexin Cheng, Yuqing Miao, Jingsong He, Zhen Cai, He Huang, Yi Zhao

“…When mutant genes are classified by functional group, the most prevalent mutations are related to epigenetics and signal transduction. …”
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Sustained oxygen-releasing hydrogel implants enhance flap regeneration by promoting mitochondrial biogenesis under mild hypoxia by Sungmi Jeon, Seol-Ha Jeong, Mi Hyun Lee, Jeong Wook Seo, Da-Seul Kim, Nicole Joy Bassous, Javier Alejandro Lozano Soto, Cholong Choi, Montserrat Legorreta Gonzalez, Elaine Belén Nolasco Díaz, Hyunho Kim, Su Ryon Shin, Ji-Ung Park

“…Furthermore, the alleviation of the inflammatory response was more pronounced at lower cOMP concentrations than at higher concentrations. …”
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Reconstructing higher-resolution four-dimensional time-varying volumetric data by Ji Ma, Jinjin Chen

“…Our method can be applied in the context of in-situ visualisation to aid domain scientists in analysing more time-varying volumetric data more efficiently. …”
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An earned presence: studying the effect of multi-task improvisation systems on cognitive and learning capacity by Pil Hansen, Robert J. Oxoby

“…Our team set out to test the following hypothesis: Active participation in performance generating systems has a positive effect on advanced student performers’ working memory capacity, executive functions, and learning. …”
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FINANCIAL SECURITY OF SOCIAL COOPERATIVES IN THE CATERING INDUSTRY: FINDINGS FROM THE FINANCIAL ANALYSIS VS. THE MANAGEMENT’S VIEWS by Patrycja Tomczyk, Dorota Czerwińska-Kayzer, Joanna Florek

“…Managing these areas better can help ensure financial security and enable a more efficient functioning of cooperatives when faced with new economic hurdles.…”
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Breaking Seed Dormancy in Wild Lentil Species Using an Abscisic Acid Antagonist to Explore and Utilize Wild Relatives as Genetic Resources by L. Y. Gorim, O. R. Enesi, S. R. Abrams, S. Banniza

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Deep Proteome Coverage of Microglia Using a Streamlined Data-Independent Acquisition-Based Proteomic Workflow: Method Consideration for a Phenotypically Diverse Cell Type by Jessica Wohlfahrt, Jennifer Guergues, Stanley M. Stevens

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Design of Multi-Objective Energy Management for Remote Communities Connected with an Optimal Hybrid Integrated Photovoltaic–Hydropower–Battery Energy Storage System (PV-HP-BESS) Us... by Chaimongkol Pengtem, Saksit Deeum, Amirullah, Hideaki Ohgaki, Sillawat Romphochai, Pimnapat Bhumkittipich, Krischonme Bhumkittipich

“…This is mainly because of the discovery of alternative electricity generation sources, such as renewable energy, coupled with distributed generation (DG), making electricity more widely accessible. …”
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Heart abnormality classification using ECG and PCG recordings with novel PJM-DJRNN by Nadikatla Chandrasekhar, Sujatha Canavoy Narahari, Sreedhar Kollem, Samineni Peddakrishna, Archana Penchala, Babji Prasad Chapa

“…Heart Disease (HD) is a leading cause of mortality worldwide. HD causes more number of deaths per year. Hence, the early detection of HD is needed to increase the survival rate. …”
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A Multi-Year Scenario-Based Transmission Expansion Planning Model Incorporating Available Transfer Capability by Tohid Akbari, Saeed Zolfaghari Moghaddam

“…The objective function in the TEP model is to minimize the sum of investment costs (IC) and the expected operation costs (OC). …”
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Application of multigene panel testing for bleeding, thrombotic, and platelet disorders in patients and the general population in China by Yaohua Cai, Wenyi Lin, Jun Deng, Zhipeng Cheng, Yanyi Tao, Hui Lu, Yunqing Xia, Tingting Wu, Liang V. Tang, Yu Hu

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The analysis of interactive furniture design system based on artificial intelligence by Xiaohong Jiang

“…Male users focus more on convenient control functions, visualization features, and safety, with Proportion of Attractive Quality (PA) scores of 60.80%, 56.32%, and 73.18%, respectively. …”
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The usefulness of mobile applications in shaping responsible consumption by Jaska Ewa, Werenowska Agnieszka, Balińska Agata

“…The hypotheses confirmed that the most important feature of a useful application from a functionality perspective is the lack of fees for its use; from a technical solutions perspective, speed of operation, and from a security perspective, payment protection. …”
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Empowering small-scale industries food safety: Designing fuzzy controlled pulse electric field pasteurization by Ika Noer Syamsiana, Mohammad Wildan Fikri Amrullah, Muhammad Akhlis Rizza, Wahyu Aulia Nurwicaksana, Zakiyah Irfin, Ratna Ika Putri, Cahya Rahmad

“…PEF technology functions by applying a high-voltage pulse generator is developed using a flyback transformer, with duty cycle and frequency settings determined through the application of fuzzy logic control (FLC). …”
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Expanding Multilingual Co-Speech Interaction: The Impact of Enhanced Gesture Units in Text-to-Gesture Synthesis for Digital Humans by Ghazanfar Ali, Woojoo Kim, Muhammad Shahid Anwar, Jae-In Hwang, Ahyoung Choi

“…Highlighting the scalability and flexibility of our method, this study provides valuable insights into cross-lingual data and expert systems for gesture generation, contributing significantly to more engaging and immersive digital human interactions and the broader field of human-computer interaction.…”
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Assessing dynamic brain activity during verbal associative learning using MEG/fMRI co-processing by Sangeeta Nair, Jerzy P. Szaflarski, Yingying Wang, Diana Pizarro, Jeffrey F. Killen, Jane B. Allendorfer

“…Discussion: MSP analyses informed by fMRI produced more focused regional activity than reconstructions without priors suggesting this approach may result in identifying more relevant semantic information during active generation. …”
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