Analysis of fibrous material deformation in the roll contact zone by Khurramov Shavkat, Abrorov Akbar, Abdullaev Akhror, Norov Nusiratjon, Baymatov Shakhriddin

“…The analytical description of the shape of contact curves and the thickness of processed material in the technological zone of a two-roll module in a dynamic mode is given, considering the deformation pattern of the processed material. …”
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Inventory control strategy based on neural network and fuzzy algorithm in intelligent warehousing system by Chunmei Xie, Cong Xie

“…After removing the fuzzy logic decision module, the comprehensive average turnover rate drops to 18.0, and the comprehensive average out-of-stock rate rises to 5.1%. …”
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Context-aware data augmentation for enhanced speech command recognition in industrial environments by Giuseppe De Simone, Antonio Greco, Francesco Rosa, Alessia Saggese, Mario Vento

“…Advanced context-aware data augmentation techniques and dynamic noise injection further enhance the model’s robustness. …”
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A Focal Attention-Based Large Convolutional Kernel Network for Anomaly Detection of Coated Fuel Particles by Zhaochuan Hu, Jiang Yu, Hang Zhang, Jian Liu, Ning Chen, Rong Li

“…Third, the Focal Attention Module employs a dynamic convolutional attention mechanism to strengthen the saliency representation of critical regions. …”
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Temporal Pyramid Alignment and Adaptive Fusion of Event Stream and Image Frame for Keypoint Detection and Tracking in Autonomous Driving by Peijun Shi, Chee-Onn Chow, Wei Ru Wong

“…For multimodal fusion, we design a module that employs adaptive fusion to dynamically adjust the contribution of each modality based on scene complexity and feature quality. …”
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Research on data transmission based on DDPG algorithm by Yan Danting, Jiao Xinquan

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Wireless Authentication Method Based on Near-Field Feature Fusion Network by QIU Jiefan, ZHOU Kezhong, ZHU Dongfu, ZHANG Jinhong, CHI Kaikai

“…The WFFN consisted of three key modules: the dynamic feature extraction module, the LOS feature extraction module, and the feature fusion module. …”
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The permissible concentration of abrasive particles in the machine oil by Madaminov S.M., Irgashev B.A., Boltoev A.Sh.

“…The wear rate of a gear wheel tooth is assessed taking the dust level and the size of abrasive fractions; the geometrical, kinematic, and dynamic parameters that are characteristic of toothed gears; and the mechanical properties of gear wheel materials into account. …”
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A Lightweight Method for Detecting Bearing Surface Defects Based on Deep Learning and Ontological Reasoning by Xiaolin Shi, Haisong Xu, Han Zhang, Yi Li, Xinshuo Li, Fan Yang

“…In this paper, YOLOv5s is chosen as the baseline model. First, the dynamic convolution is fused with the Ghost module and the combined structure is embedded into the C3 module, thus constructing a new module named C3-GhostDynamicConv (C3-GDConv) module, which achieves network lightweighting while maintaining efficient computation. …”
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Design and trial of precision spraying system for weeds in winter wheat field at tillering stage by Bo Li, Peijie Guo, Yu Chen, Jun Chen, Haiying Wang, Jing Zhang, Zhixing Zhang

“…In this study, a precision spraying control method is proposed to reduce the effect of camera frame rate on weed localization failure through three sets of position determination regions, and to address the effect of solenoid valve response frequency on precision spraying by controlling the spray nozzle to continuously spray herbicides on clustered weeds through a velocity-adaptive dynamic overlap region. …”
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The best angle correction of basketball shooting based on the fusion of time series features and dual CNN by Meicai Xiao

“…However, the current method is limited by the variability of the shape base, ignoring dynamic features and visual information, and there are some problems in the process of feature extraction and correction of related actions. …”
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MDCFVit-YOLO: A model for nighttime infrared small target vehicle and pedestrian detection. by Huiying Zhang, Qinghua Zhang, Yifei Gong, Feifan Yao, Pan Xiao

“…The CSM module dynamically adjusts the weights of feature maps, enhancing the model of sensitivity to small targets. …”
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Utilizing cohort-level and individual networks to predict best response in patients with metastatic triple negative breast cancer by Daniel Bottomly, Christina Zheng, Allison L. Creason, Zahi I. Mitri, Gordon B. Mills, Shannon K. McWeeney

“…Refinements of this module were significantly associated with pathological complete response and survival in the CALGB and METABRIC cohorts, as well as dramatically improving the call rate in a CLIA setting. …”
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Performance Evaluation of Robotic Harvester with Integrated Real-Time Perception and Path Planning for Dwarf Hedge-Planted Apple Orchard by Tantan Jin, Xiongzhe Han, Pingan Wang, Yang Lyu, Eunha Chang, Haetnim Jeong, Lirong Xiang

“…A lightweight approach was introduced by integrating the Faster module within the C2f module of the You Only Look Once (YOLO) v8n architecture to optimize the real-time apple detection efficiency. …”
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Action-Curiosity-Based Deep Reinforcement Learning Algorithm for Path Planning in a Nondeterministic Environment by Junxiao Xue, Jinpu Chen, Shiwen Zhang

“…The method’s adaptability and stability in intricate or dynamic scenarios are augmented through a dynamically adjusted reward mechanism. …”
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SAT: Spectrum-Adaptive Transformer with Spatial Awareness for UAV Target Tracking by Wanying Xu, Haijiang Sun, Shuai Wang

“…Additionally, we introduce a spectrum-adaptive attention module, allowing the network to adapt to UAV targets with dynamic scale variations. …”
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Autonomous Quadrotor Path Planning Through Deep Reinforcement Learning With Monocular Depth Estimation by Mahdi Shahbazi Khojasteh, Armin Salimi-Badr

“…The proposed method employs a two-stage structure comprising a depth estimation and a decision-making module. The former module uses a convolutional encoder-decoder network to learn image depth from visual cues self-supervised, with the output serving as input for the latter module. …”
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Frequency-bin-encoded entanglement-based quantum key distribution in a reconfigurable frequency-multiplexed network by Anahita Khodadad Kashi, Michael Kues

“…Our approach offers an adaptive frequency-multiplexing capability to increase the number of channels without hardware overhead, enabling increased secret key rate and reconfigurable multi-user operations. In perspective, our approach enables dynamic resource-minimized quantum key distribution among multiple users across diverse network topologies, and facilitates scalability to large-scale quantum networks.…”
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The Talent Cultivation Model of Study Travel Majors in Universities Based on the Internet of Things and Deep Learning by Yanjie Zhan

“…Moreover, the introduction of the sentiment analysis module enables the precise detection of students’ emotional changes during the learning process, achieving an accuracy rate of 0.91. …”
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ResNet-Driven Joint Decision-Making for VVC Optimization via Gradient Search by Fangmei Liu, Jiyuan Wang, Qiuwen Zhang

“…To mitigate the exponential computational demands inherent in quad-tree based partitioning, this research establishes a rate-distortion aware optimization framework. The proposed dynamic decision-making mechanism coordinates coding unit hierarchy configuration with spatial prediction modalities, achieving Pareto efficiency in computational resource allocation. …”
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