Optimizing Convolution Operations for YOLOv4-based Object Detection on GPU by Guerrouj Fatima Zahra, Rodríguez Flórez Sergio, El Ouardi Abdelhafid, Abouzahir Mohamed, Ramzi Mustapha

“…This study examines the performance of YOLOv4 [3] for real-time object detection on an embedded architecture. We focus on optimizing the computationally intensive convolution operations by employing the cuDNN library to achieve efficient inference. …”
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Optimization of biosensor based on nitride-photonic crystal operating in visible range for Glucose detection by Hassen Dakhlaoui, Walid Belhadj

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Models and Algorithms of Conflict Detection and Scheduling Optimization for High-Speed Train Operations Based on MPC by Zhihui Wang, Yonghua Zhou, Deng Liu

“…In order to improve the capability, this paper mainly explores the models and algorithms of conflict detection and scheduling optimization of high-speed train operations. …”
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NHPP Software Reliability Model with Rayleigh Fault Detection Rate and Optimal Release Time for Operating Environment Uncertainty by Kwang Yoon Song, In Hong Chang

“…Further, whereas the existing models applied to the cost model do not change after a certain operation period, the proposed model yields changes in release time even for long operating periods.…”
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Sparse Adaptive Optimization Based on Low Rank Decomposition for Image Defect Detection by Daihong Jiang, Zhixiang Chen, Sanyou Zhang, Yunfei Li, Lu Zhao

“…To solve the resulting optimization problem efficiently, we develop a tailored algorithm based on operator splitting techniques, significantly improving computational efficiency without sacrificing accuracy. …”
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Optimization of pathogen detection in abscess specimens: a 6-year retrospective study by Qiangsheng Feng, Xiaoqing Ha, Wenyun Guo, Yuan Xing, Juling zhang, Chenchen Zhang, Qi Zhang, Yuejuan Song

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Enhancing Wi-Fi 7: Traffic Flow Intelligence and Multi-Link Operation for Optimal Efficiency by Neha Dawar, Khuong N. Nguyen, Abhishek Sehgal, Yuming Zhu, Boon Loong Ng, Junsu Choi

“…Our solution utilizes machine learning to detect latency-sensitive applications with up to 99% accuracy and optimizes link settings based on the Quality of Experience (QoE) of the user relative to the application, detected by our QoE Monitoring Classifier with 99.7% recall for bad QoE and 88% accuracy overall. …”
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A Novel Detection-and-Replacement-Based Order-Operator for Differential Evolution in Solving Complex Bound Constrained Optimization Problems by Sichen Tao, Sicheng Liu, Shoya Ohta, Ruihan Zhao, Zheng Tang, Yifei Yang

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Breaking the paradigm: Optimized Case Finding multiplies tuberculosis detection among key populations in Ukraine by Liliia Masiuk, Olga Denisiuk, Evgenia Geliukh, Zahedul Islam, Garry Aslanyan, Rony Zachariah

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Innovative framework for fault detection and system resilience in hydropower operations using digital twins and deep learning by Jun Tan, Raoof Mohammed Radhi, Kimia Shirini, Sina Samadi Gharehveran, Zamen Parisooz, Mohsen Khosravi, Hossein Azarinfar

“…This study presents an innovative framework combining Digital Twin technology with Deep Learning to enhance fault detection, optimize operations, and improve system resilience. …”
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Unified Dynamic Dictionary and Projection Optimization With Full-Rank Representation for Hyperspectral Anomaly Detection by Hongran Li, Chao Wei, Yizhou Yang, Zhaoman Zhong, Ming Xu, Dongqing Yuan

“…By using projection operators to optimize the background dictionary, we overcome the limitations of traditional methods that rely on static dictionaries. …”
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Research of Rail Application Geometrical Parameter Calculation by LIU Tiejun, LI Jia

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K-Complex Detection Based on Synchrosqueezing Transform by Z. Ghanbari, M. H. Moradi

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DEVELOPMENT OF A MODEL TO OPTIMIZE THE OPERATIONAL RISKS FOR THE ENTERPRISE by Andrey Kandybko

“…The problem of development of the model optimization of operational risks, the risks accompanying the direct activity of the enterprise, it becomes especially important.…”
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Optimization of Parameters and Comparison of Detection Signals for Planar Coil Particle Detection Sensors with Different Core Materials by Changzhi Gu, Chao Liu, Bo Liu, Wenbo Zhang, Chenzhao Bai, Chenyong Wang, Yuqing Sun, Hongpeng Zhang

“…In this study, we present a magnetic-core-type planar coil particle detection sensor. The detection accuracy and detection limit are improved by optimizing the magnetic field inside the sensor. …”
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An islanding detection method for grid-connect inverter based on parameter optimized variational mode decomposition and deep learning by Yan Xia, Yan Xia, Yuli Lv, Feihong Yu, Yiqiang Yang, Yili Yang, Wei Li, Ke Li

“…To address the drawbacks of active methods and passive methods, an intelligent islanding detection strategy based on parameter-optimized variational mode decomposition (VMD) and deep learning was developed. …”
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Novel shortcut strategies in copositivity detection: Decomposition for quicker positive certificates by Johannes Zischg, Immanuel Bomze

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Optimizing operational efficiency in the footwear industry through continuous audit monitoring by Mariuxi Lissette Arroyo-Montaño, Juan Carlos Erazo-Álvarez, Pedro Enrique Zapata-Sánchez

“…Based on these findings, it is concluded that the design of a continuous audit monitoring system will optimize the operational efficiency of the footwear industry by strengthening internal controls, automating data analysis and early detection of irregularities, provided that its implementation is regular.   …”
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Oral cancer detection via Vanilla CNN optimized by improved artificial protozoa optimizer by Yulong Chai, Xiuqing Chai, Lan Zhang, Gang Ye, Fatima Rashid Sheykhahmad

“…In this study, a dataset of 1000 images of patients had published which will be preprocessed with contrast enhancement, noise reduction and data augmentation (like rotation, flipping and cropping) to generate the robust targeted model for oral cancer detection. The experimental results are evaluated against benchmark performance measures (accuracies, precision, recall, F1-score and area under the receiver operating characteristic (ROC) curve (AUC-ROC). …”
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Detection and Tracking of Environmental Sensing System for Construction Machinery Autonomous Operation Application by Junyi Chen, Qipeng Cai, Xinhai Hu, Qihuai Chen, Tianliang Lin, Haoling Ren

“…The superiority of the optimized detection model is verified through real-time target detection tests at different speeds and under different states. …”
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