Enhanced dry SO₂ capture estimation using Python-driven computational frameworks with hyperparameter tuning and data augmentation by Robert Makomere, Hilary Rutto, Alfayo Alugongo, Lawrence Koech, Evans Suter, Itumeleng Kohitlhetse

“…The limited experimental samples were magnified to 342 datasets using the random interpolation and random scaling augmentation procedures and analyzed using the empirical cumulative distribution function and box plots. Model training incorporated grid search with cross-validation to identify the optimal hyperparameter sets. …”
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Development of Thermoreversible Dental Gel with Berberine by A. G. Palvinskiy, E. O. Bakhrushina, Z. M. Kozlova, A. A. Sinitsyna, I. I. Krasnyuk

“…In the development of the composition and technology for the preparation of gels, a magnetic stirrer with a temperature control function (C-MAG HS 7 from IKA, Germany) was used. Gels were prepared by the «hot method» and «cold method».Results and discussion. …”
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Algorithm for the synthesis of linear antenna arrays with desired radiation pattern and integral amplitude coefficients by A. V. Sadchenko, O. A. Kushnirenko, A. V. Troyansky

“…It is known that the amplitude distribution of the field in the aperture of the antenna array and the radiation pattern are associated with Fourier transform. …”
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Drug-Coated Balloon PCI in Different Plaque Morphologies: A Narrative Review by Flavius-Alexandru Gherasie, Raluca Ciomag (Ianula), Luana-Maria Gherasie

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Interdisciplinary framework for cyber-attacks and anomaly detection in industrial control systems using deep learning by Qawsar Gulzar, Khurram Mustafa

“…The key objective is to provide insights into the normal functioning of the system and the disruptions produced by cyberattacks. …”
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Comparative genomics and synteny analysis of PP2C phosphatases in modern and wild sugarcane cultivars for insights into abiotic stress response by Shweta Kumari, R. K. Harshavardhini, Nandhini Murugan, S. Keerthana, Aispriya, Vinayaka, Anitha Ramaswamy, Jeyakumar Prabhakaran, Manimekalai Ramaswamy

“…A total of 500 PP2C genes were identified, distributed across all 10 chromosomes and their subgenomes. …”
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平行凸轮间歇摆动驱动装置模块化设计的研究 by 李军利, 葛正浩

“…Modular design method for the intermittent indexing cam mechanism is presented.In accordance with the market required,the cost reduced and whole distribution in reason,series main parameter will be ensured.In this basic,putting up the function analyse for this product and modular system,selecting the least number of modules,product can be designed with wide application scope.…”
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Network-assisted optimal rate control methods in cognitive networks by Chun-gang YANG, Min SHENG, Yan-jie DONG, Jian-dong LI, Hong-yan LI, Qin LIU

“…Orienting the multi-rate cognitive networks,overcoming the typical characteristics of dynamics to implement the autonomy and rationality of rate control,first the rate control framework based on the presented improved IEEE 1900.4 architecture was proposed.Meanwhile,different scaled rate control schemes on different levels were investigated.Then,the real-time rate control problem on the terminal we concentrate on.Most importantly,both the distributed rate selection of TRM towards RNRM and the centralized rate allocation of RNRM to TRM were investigated.Simulation results show that the latter can achieve 60% utility and certain fairness improvements,in addition,the rationality and fairness guaranteed by the newly-built pricing function is verified.…”
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Exploring habitat‐density relationships and model transferability for an alpine bird using abundance models by Håkon Brandt Fjeld, Jan Eivind Østnes, Erlend B. Nilsen

“…Although abundance and distribution are theoretically interconnected, environmental stochasticity, species interactions, functional responses in habitat selection and human management intervention might reduce the transferability of abundance models more than they affect transferability of distribution models. …”
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Impact of Microdosimetric Modeling on Computation of Relative Biological Effectiveness for Carbon Ion Radiotherapy by Shannon Hartzell, Keith M. Furutani, Alessio Parisi, Tatsuhiko Sato, Yuki Kase, Christian Deglow, Thomas Friedrich, Chris J. Beltran

“…Our findings emphasize that microdosimetric function and domain geometry selection must be explicitly accounted for in microdosimetry-based RBE modeling, and that model parameters must be tuned accordingly to ensure consistent and biologically accurate predictions.…”
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Molecular dissection of the genetic architecture of phenology underlying Lupinus hispanicus early flowering and adaptation to winter- or spring sowing by Wojciech Bielski, Anna Surma, Jolanta Belter, Bartosz Kozak, Michał Książkiewicz, Sandra Rychel-Bielska

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Morphology of Mitochondria in Syncytial Annelid Female Germ-Line Cyst Visualized by Serial Block-Face SEM by Anna Z. Urbisz, Sebastian Student, Małgorzata A. Śliwińska, Karol Małota

“…Mitochondria change their morphology and distribution depending on the metabolism and functional state of a cell. …”
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Optimization of the Raman spectroscopic method for crystal orientation and residual stress of aluminum oxide by Miaoxia Xie, Chengyu Xiang, Xueliang Zeng, Xuesu Zhang, Linjie Zhang, Jiangtao Xiong

“…A half-wavelength plate was set in the common light path to simultaneously alter the polarization directions of both incident laser and scattered Raman signals, and the distribution functions of the polarized Raman scattering intensity about the polarization rotation angle and the crystal orientation angle were deduced. …”
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Convergence-Driven Adaptive Many-Objective Particle Swarm Optimization by Yunfei Yi, ZhiYong Wang, Yunying Shi, Zhengzhuo Song, Binbin Zhao

“…Experimental results demonstrate that the CDA-MOPSO algorithm exhibits superior convergence and solution distribution characteristics across multiple standard test functions, particularly in handling many-objective optimization problems, outperforming traditional multi-objective algorithms significantly. …”
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The Origin of Shared Emergent Properties in Discrete Systems by Les Hatton, Greg Warr

“…Similarly, the size distribution of components and the frequency of tokens observed in computer software in C emerge as the most likely states, and are thus properties that are divorced from human agency, regardless of functionality.…”
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Enhancing network lifetime in WSNs through coot algorithm-based energy management model by Namita Shinde, Dr. Vinod H․ Patil

“…This addresses issues such as high energy consumption, communication delays, and security.To ensure energy savings and network reliability, the fitness function evaluates cluster heads and best routes based on constraints.COOT outperforms other Metaheuristics Algorithms like Butterfly Optimization Algorithm, Genetic Algorithm, Tunicate Swarm Gray Wolf Optimization Algorithm, and Bird Swarm Algorithm in simulation with performance measurements and enhancing network functionality and protection.Key methodology points include: • Proposed a multiple constraints clustering and routing technique using COAto solve the most crucial issues that arise in WSNs. • Integrated an advanced fitness function that determines cluster head selection, and the routing path based on residual energy, delay, security, trust, distance, and link quality so that energy load is evenly distributed and credible data flow is maintained across the network and made Innovative and Effective Solution. • Proven Results Demonstrated superior network performance, achieving the lowest delay, highest network lifetime (3571 rounds) and enhanced security (0.8) and trust (0.6) compared to existing algorithms with less energy consumption, making it the most suitable solution for WSN performance improvement.…”
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Observation of the effect of artificial dermis technology combined with full-thickness skin graft coverage in the treatment of foot and ankle wound defects in the elderly by Qiang Xie, Yu Hao, Yu Kong, Pei Wang

“…Results At 2 and 4 weeks after treatment, the ankle function of both groups was higher than before treatment, and the ankle function of the study group was higher than that of the control group ( p < .05). …”
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Hotspots of genetic change in Yersinia pestis by Yarong Wu, Youquan Xin, Xiaoyan Yang, Kai Song, Qingwen Zhang, Haihong Zhao, Cunxiang Li, Yong Jin, Yan Guo, Yafang Tan, Yajun Song, Huaiyu Tian, Zhizhen Qi, Ruifu Yang, Yujun Cui

“…These HRs are distributed non-randomly across Y. pestis phylogenetic lineages and are primarily linked to regulatory genes, underscoring their potential functional significance. …”
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Research on heterogeneous identifier namespace management and control architecture in polymorphic network environment by Shuai GAO, Xindi HOU, Ningchun LIU, Hongke ZHANG

“…Aiming at the interoperability and conversion problem of heterogeneous identifier namespace, a heterogeneous identifier namespace management and control architecture was proposed based on the polymorphic network environment.Firstly, the design objectives and principles of heterogeneous identifier namespace management and control were given.A theoretical model was also proposed for the network identifier namespace selection and conversion process, and the distributed heterogeneous cyberspace compatibility problem was thus transformed into a centralized network layer function configuration problem.Secondly, based on the proposed theoretical model, the key applications and functional modules for managing the heterogeneous identifier namespace were designed on the control plane.Then, the specific workflow of heterogeneous identifier namespace management and control was presented.Finally, based on the polymorphic network environment, a prototype verification system was built to validate the proposed heterogeneous space management and control architecture as well as the related functions.…”
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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

“…Usually, the water flow was faster than that in the tubing-casing annulus, resulting in narrower and taller peaks for tubing flow.Due to the randomness and uncertainty of neutron emission from neutron source, oxygen activation reactions, and the detector technology, the counting rate in the time spectrum under ideal conditions conformed to the normal distribution (also termed Gaussian distribution). Compared with the measured oxygen activation spectrum peak, the Gaussian function exhibited a high degree of morphological similarity. …”
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