DIGEST: Fast and Communication Efficient Decentralized Learning With Local Updates by Peyman Gholami, Hulya Seferoglu

“…Gossip algorithms (both synchronous and asynchronous versions) suffer from high communication cost, while random-walk based learning experiences increased convergence time. …”
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Online high speed detection method for end face quality of cored filter rods under complex conditions by Yuhui Zhou, Bin Wei, Guang Yang, Jie Li, Hongjie Chang

“…As the production speed of filter rods increases, the traditional inspection methods cannot meet the real-time and accuracy requirements in a high-speed environment, while the restricted production environment and more disturbing factors lead to an increase in the detection error. …”
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Dynamic Efficiency Analysis of Airborne Cross-Eye Jamming Operations by Sun Jiandong, Chen Jiabei, Gong Songtao, Xu Zhiwei, You Shixun

“…Additionally, it introduces a vector guidance algorithm incorporating physical constraints to model and assess the combat effectiveness of cross-eye jamming in dynamic operational scenarios. …”
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Intelligent Classification Method for Rail Defects in Magnetic Flux Leakage Testing Based on Feature Selection and Parameter Optimization by Kailun Ji, Ping Wang, Yinliang Jia

“…For real-world limited samples (100 sets), adaptive optimization achieved 80% accuracy while boosting minority class (“spalling”) F1-score by 0.25 with 50% false alarm reduction. …”
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NeuralMie (v1.0): an aerosol optics emulator by A. Geiss, P.-L. Ma

“…It can represent core-shell scattering and, by directly estimating bulk optical properties, is more efficient than existing Mie code and Mie code emulators while incurring negligible error compared to existing aerosol optics parameterization schemes (0.08 % mean absolute percentage error).…”
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Bulk-local dS 3 holography: the matter with T T ¯ $$ T\overline{T} $$ + Λ2 by Gauri Batra, G. Bruno De Luca, Eva Silverstein, Gonzalo Torroba, Sungyeon Yang

“…Abstract We propose an algorithm which builds a concrete dual for large-radius 3d de Sitter with a timelike York boundary for both gravity and bulk effective fields. …”
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Research on the Method of Crop Pest and Disease Recognition Based on the Improved YOLOv7-U-Net Combined Network by Wenchao Xiang, Zitao Du, Xinran Liu, Zehui Lu, Yuna Yin

“…Experimental results show the improved algorithm achieves 97.49% detection accuracy, with mean average precision (mAP) reaching 96.91% and detection speed increasing to 90.41 FPS. …”
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About the automation of procedures to assess the operation parameters of by-pass turbojet engines (BTJE) by B. A. Chichkov

“…The described approach is applicable to a broad list of engines due to the common character of algorithms for the parameter assessment using nomograms. …”
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Multi-exit Kolmogorov–Arnold networks: enhancing accuracy and parsimony by James Bagrow, Josh Bongard

“…This architecture provides deep supervision that improves training while discovering the right level of model complexity for each task. …”
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Application of the Lagrange Equation for Intelligent Sensor Vibration Control for Power Network Monitoring by Xiaojing Cheng

“…The TMD natural frequency is 14.179 rad/s and the damping ratio is 0.0432 by the DH optimization method, while the TMD natural frequency is 14.1812 rad/s, and the damping ratio is 0.0436 by the augmented Lagrangian optimization algorithm. …”
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Improvement of switched structure semi‐active battery/supercapacitor hybrid energy storage system for electric vehicles by Ihor Shchur, Ihor Bilyakovskyy, Valentyn Turkovskyi

“…They expand the operating range of the SC bank, while the DC‐bus voltage range remains relatively small. …”
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The Impact of Road Functions on Road Congestions Based on POI Clustering: An Empirical Analysis in Xi’an, China by Hui Zhu, Kaiqi Zhang, Changjun Wang, Lujin Jia, Siyu Song

“…We adopted the DBSCAN algorithm to cluster POIs and use the mixed POI clusters to label the socio-economic functions of roads. …”
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Time-windows constrained electric logistics vehicle routing optimization model and its dispatching benefits analysis in the energy market by Jiwei Wang, Jun Mo, Hui Yang

“…For the price-based demand response mechanism, the electric logistics vehicle routing with time windows optimization model is constructed, with the travel routes and distance matrix calculated using the adaptive chaotic genetic algorithm and dueling Deep Q-Network, respectively. …”
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Computational Complexity of Isometric Tensor-Network States by Daniel Malz, Rahul Trivedi

“…We also show that while weakly injective isoTNSs can support long-range correlations, strongly injective isoTNSs are approximate Markov states with exponentially decaying correlations. …”
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Underwater Acoustic Signal LOFAR Spectrogram Denoising Based on Enhanced Simulation by Tianxiang He, Sheng Feng, Jie Yang, Kun Yu, Junlin Zhou, Duanbing Chen

“…In this paper, an enhanced simulation algorithm, which considers integrating features of target line spectrum and ocean environmental noise, is proposed to construct a large-scale training sample set. …”
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BEST PRACTICE IN ENHANCING SOCIO-EMOTIONAL LEARNING IN PRIMARY SCHOOL THROUGH COMPUTATIONAL THINKING by Antoaneta-Firuţa TACEA, Anişoara DUMITRACHE, Beatrice ALMĂŞAN, Dana MANOLACHE

“…Computational thinking is a structured, cognitive process centered on decomposition, pattern recognition, and algorithm development, which is used for problem solving in a logical and organized manner. …”
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Intelligent and automatic irrigation system based on internet of things using fuzzy control technology by Xinying Liu, Zhihuan Zhao, Amin Rezaeipanah

“…The proposed system provides a scalable and adaptable solution for modern farming, ensuring better irrigation management while conserving essential resources.…”
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A Machine Learning Approach for User Behavior Analysis in Developing Websites by Aeesha Shaheen

“…Neural networks trained use back propagation algorithm with sigmoid activation function. The dataset uses for training consist of an encoded sequence of pages and corresponding labels of user behavior. …”
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A case study on the introduction of an advanced ship inspection method: Gross tonnage measurement 3D point clouds by Byung-Hwa Song, Bon-Yeong Park, Dong-Kun Lee

“…After post-processing, the enclosed volume was estimated using a convex hull algorithm and compared with GT values calculated under national standards. …”
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Power Efficient Clustering for Wireless Multimedia Sensor Network by Seng-Kyoun Jo, Muhammad Ikram, Ilgu Jung, Won Ryu, Jinsul Kim

“…We propose a resource and energy efficient distributed image compression algorithm that dynamically configures according to the energy levels and the forwarding strategy that is based on the entropy of the image. …”
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