Deep(er) reconstruction of imaging Cherenkov detectors with swin transformers and normalizing flow models by C Fanelli, J Giroux, J Stevens

“…Fast reconstruction algorithms are essential for near real-time alignment, calibration, data quality control, and efficient analysis. At the future electron–ion collider (EIC), the ePIC detector will feature a dual Ring Imaging Cherenkov (RICH) detector in the hadron direction, a Detector of Internally Reflected Cherenkov (DIRC) in the barrel, and a proximity focus RICH in the electron direction. …”
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Forming a set of Public relations events at catering establishments by A.Yu. Mohylova, M.A. Vozniuk

“…Theoretical questions of formation of a complex of Public relations measures at catering establishments are investigated. …”
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Communication-constrained multi-UAV task allocation method for non-independent tasks by Jing Chu, Fei Yan, Zhongxian Xu

“…First, we model the problem by incorporating non-independent tasks, pop up tasks, and communication limitations, reflecting real-world UAV coordination complexities. …”
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A PSO-CNN-LSTM Model for Seismic Facies Analysis: Methodology and Applications by Luyao Liao, Huailai Zhou, Junping Liu, Jie Zhou, Donghang Zhang, Jian Wang

“…The established intelligent waveform classification workflow validates PSO-CNN-LSTM model’s robustness and offers an efficient solution for seismic facies analysis, particularly in complex geological settings.…”
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Toward Integrative Biomechanical Models of Osteochondral Tissues: A Multilayered Perspective by Bruna Silva, Marco Domingos, Sandra Amado, Juliana R. Dias, Paula Pascoal-Faria, Ana C. Maurício, Nuno Alves

“…Through critical comparison of existing mathematical models, the viscoelastic model is suggested as a pragmatic starting point for modeling articular cartilage zones, the tidemark, and the calcified cartilage layer, as it captures essential time-dependent behaviors such as creep and stress relaxation while ensuring computational efficiency for initial coupling studies. On the other hand, a linear elastic model was identified as an optimal starting point for both the subchondral bone plate and the subchondral trabecular bone, reflecting their dense and stiff nature, and providing a coherent framework for early-stage multilayer integration. …”
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Design of a dynamic trust management and defense decision system for shared vehicle data based on blockchain and deep reinforcement learning by Jinxiang Chen, Yan Li, Jiaxing Deng, Beicheng Qin, Chengcai He, Qiangsheng Huang, Jingchun Wu

“…By combining blockchain’s decentralized storage capabilities with DRL’s dynamic optimization potential, the system demonstrates a scalable and efficient approach for distributed data analysis in complex scenarios.…”
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History and modernity of the economy of railway transport in the works of VNIIZHT scientists by L. A. Mazo, O. F. Miroshnichenko, E. N. Efimova

“…The article reflects the most important areas of work and the contribution of scientists of the Department of Economics and Finance of the JSC “VNIIZHT” (now the scientific center “Economics of Complex Projects and Tariff Formation”) in the development of economic science in railway transport since the foundation of the department in 1944 to the present.Theoretical foundations for measuring the economic efficiency of capital investments and new technology in the national economy were created by the head of the department academician T. …”
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A Comparative Study of Deep Reinforcement Learning Algorithms for Urban Autonomous Driving: Addressing the Geographic and Regulatory Challenges in CARLA by Yechan Park, Woomin Jun, Sungjin Lee

“…For a comprehensive performance assessment of the DRL algorithms, we defined several driving performance metrics, including Route Completion, Centerline Deviation Mean, Episode Reward Mean, and Success Rate, which collectively reflect the quality of the driving in terms of its completeness, stability, efficiency, and comfort. …”
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Performance Evaluation of Battery Swapping Stations for EVs: A Multi-Method Simulation Approach by Maria Grazia Marchesano, Valentina Popolo, Anastasiia Rozhok, Gianluca Cavalaglio

“…Different battery types are considered based on vehicle category, each with specific capacity and usage patterns, reflecting real-world market conditions. The results demonstrate that the proposed optimisation framework can effectively manage the complex operational needs of a BSS. …”
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METHOD AND SYSTEM FOR ASSESSING OF SPORTSMAN’S PHYSIOLOGICAL RESERVES DURING PHYSICAL EXERCISES by Nguyen Mau Thach, Nguyen Trong Tuyen, Tran Trong Huu

“…For achievement of the aim the tasks were formulated and solved using methods of biomedical research and engineering, mathematical processing and analysis of the diagnostically valuable parameters. Results. The complex of the biomedical parameters reflecting sportsman’s body metabolism in condition of physical exercises is formed. …”
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Study on Heat Transfer of Fluid in a Porous Media by VOF Method with Fractal Reconstruction by Shuai Liu, Qingyong Zhu, Wenjun Xu

“…This research is significant because understanding heat transfer in these complex porous media is essential for optimizing energy systems, enhancing thermal management in industrial processes, and improving the efficiency of phase-change-based technologies. …”
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PRINCIPLES OF DETERMINATION OF VALUE IN USE FOR MEAT AND MEAT PRODUCTS BASED ON QUALITY INDICATORS — THE COEFFICIENTS OF CONSUMER PROPERTIES by N. F. Neburchilova, I. V. Petrunina

“…The utility of products is determined by a complex of properties that reflect their value in use. …”
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The borehol wall image digital description method of the overlying rock structural planes evdution process in deep mining by Jinchao WANG, Junpeng ZOU, Shenghai LI, Chao WANG, Xiaobin LI

“…Understanding the movement patterns of mining-affected strata in deep environments will assist in improving the intelligent prevention and control of mine disasters, thereby ensuring the safe and efficient exploitation of deep resources. MethodsTargeting the complex and diverse forms of the overburden’s structural planes in deep mining, as well as a lack of characterization methods tailored to the evolutionary process of the structural planes, this study proposed a digital characterization method based on borehole wall images. …”
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Data Acquisition and Chatter Recognition Based on Multi-Sensor Signals for Blade Whirling Milling by Xinyu Li, Riliang Liu, Zhiying Zhu

“…Bladed components are essential in engines and propulsion systems, but their thin structures, complex geometries, and significant material removal rates during machining make them challenging to manufacture. …”
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Participatory Democracy in Reforming the Way of Political Organization of Contemporary Society - European Models by Валентина Урсу

“…Active citizenship, generated by civic culture, and participatory democracy organize the principles of claiming and securing the rights of the poor and the excluded, the formation of efficient national systems that sufficiently reflect the particularities of contemporary processes. …”
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Self-supervised feature learning for acoustic data analysis by Ahmet Pala, Anna Oleynik, Ketil Malde, Nils Olav Handegard

“…This study thus contributes to the ongoing efforts to improve the efficiency of acoustic surveys in fisheries management.…”
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Determination of the maximum number of employees of the JSC Russian Railways engaged in transportation activities when planning measures for programs to increase labor productivity by E. N. Efimova, P. A. Shanchenko, E. V. Ershova

“…Introduction of measures aimed at increasing labor productivity should ensure an increase in the efficiency of production processes in terms of costs associated primarily with labor resources. …”
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ACO-NM hybrid optimization calculation method for transit time of oxygen activation logging in CO2 injection profile by WANG Zhengyan, CHEN Meng, YANG Guofeng, LIU Guoquan, PEI Yang, CHEN Qiang

“…Pulsed neutron oxygen activation logging is employed as a dynamic monitoring technology for oxygen-containing fluid injection in a complex string structure, reflecting the dynamic behavior of injected CO2 by recording variations in activated oxygen spectrum peaks. …”
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APPLICATION OF HYBRID MEMETIC ALGORITHM IN OPTIMAL CONTROL NONLINEAR STOCHASTIC SYSTEMS WITH INCOMPLETE FEEDBACK PROBLEMS by A. V. Panteleev, V. N. Panovskiy

“…The described results show the sufficient efficiency level and reflect the necessity of further research in this direction.…”
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Numerical Insights into Wide-Angle, Phase-Controlled Optical Absorption in a Single-Layer Vanadium Dioxide Structure by Abida Parveen, Ahsan Irshad, Deepika Tyagi, Mehboob Alam, Shakeel Ahmed, Keyu Tao, Zhengbiao Ouyang

“…This transition is governed by structural modifications in the VO₂ crystal lattice, enabling dynamic control over absorption, reflection, and transmission. Despite its promising tunability, VO₂-based optical absorbers face challenges such as a narrow IMT temperature window, intrinsic optical losses, and fabrication complexities associated with multilayer designs. …”
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