Layered Production Allocation Method for Dual-Gas Co-Production Wells by Guangai Wu, Zhun Li, Yanfeng Cao, Jifei Yu, Guoqing Han, Zhisheng Xing

“…A high-precision dynamic production allocation method is proposed, which couples the wellbore structure with real-time monitoring parameters. …”
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Automated Class Imbalance Learning via Few-Shot Multi-Objective Bayesian Optimization With Deep Kernel Gaussian Processes by Zhaoyang Wang, Shuo Wang, Damien Ernst, Chenguang Xiao

“…Existing AutoCIL methods focus solely on single-objective optimization. …”
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Enhancing Adaptive Spectrum Access: An Intelligent Reflecting Surface Assisted CRN for Future Wireless Communication by Vishwas Srivastava, Binod Prasad

“…Furthermore, IRS optimization using the GWO yields a 7.1% increase in throughput compared to other meta-heuristic-based IRS optimization methods, and a 47.9% improvement over the unoptimized IRS. …”
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Multi-method evaluation of volatile flavor compounds in five kiwifruit varieties by ZENG Shuo, GUO Xinyu, NIU Dongsheng, LI Feng

“…In contrast, the W5C, W3C, and W2S sensors of Hongyang and Xuxiang kiwifruits showed strong responses, while the W1W sensor had relatively low response intensity across all varieties. …”
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A sequential-generation-based intelligent method for layout of pipeline supports by Jingjing Wu, Qichang He

“…Subsequently, a knowledge-driven variable-step-size sampling method introduces to optimize efficiency without compromising effectiveness. …”
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A modification design method for the angular misalignment of the spline drum shaping by YUAN Xichuan, LIU Qi, TANG Jinyuan, LI Yuan, SU Hui

“…Finite element simulation and test verification were subsequently conducted to validate the accuracy and effectiveness of this method.ResultsThe analytical results demonstrate that regarding computational efficiency, the proposed method reduces finite element simulations from 6-10 iterations required by traditional trial-and-error approaches to a single simulation for determining optimal modification, achieving over 80% efficiency improvement; in performance enhancement, the optimized modification demonstrates 30.22% reduction in contact stress and 50% decrease in maximum tooth wear volume under misalignment conditions, effectively eliminating edge contact while significantly extending service life.…”
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Road-Adaptive Precise Path Tracking Based on Reinforcement Learning Method by Bingheng Han, Jinhong Sun

“…This paper proposes a speed-adaptive autonomous driving path-tracking framework based on the soft actor–critic (SAC) and pure pursuit (PP) methods, named the SACPP controller. The framework first analyzes the obstacles around the vehicle and plans an obstacle-free reference path with the minimum curvature using the hybrid A* algorithm. …”
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A Chebyshev–Halley Method with Gradient Regularization and an Improved Convergence Rate by Jianyu Xiao, Haibin Zhang, Huan Gao

“…High-order methods are particularly crucial for achieving highly accurate solutions or satisfying high-order optimality conditions. …”
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Developing a novel heuristic method to solve the unbalanced allocation problem by Faten Al-Obaidi, Alla Eldin Kassam, Sawsan Al-Zubaidi

“…It prioritizes resource allocation to minimize time and cost while ensuring the feasible execution of activities. …”
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Multimorbidity concept as integrative research method of mental and somatic disorders mechanisms by G. V. Rukavishnikov, E. D. Kasyanov, D. V. Pinakhina, A. O. Kibitov, N. G. Neznanov, G. E. Mazo

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Analytical modeling method for electromagnetic linear actuators considering end effects by Yuxin LI, Bo LI, Wenqing GE, Jiayu LU, Jiewei CHEN

“…On this basis, the analytical expression of electromagnetic thrust was derived by Lorentz force method. The results show that compared with finite element simulation, the maximum error of the analyzed thrust value is 9.04% when ignoring the end cap, while the maximum error of the analyzed thrust value is 3.97% when considering the end effect, which verifies the effectiveness of the proposed method; the average relative error of the experiment is 3.77%, which verifies the correctness of the proposed method. …”
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The influence of acidic comonomer on the properties of polyacrylonitrile fibers produced by the dimethylformamide method by Natallia V. Pchalova, Leonid A. Shcherbina, Iryna A. Budkute, Iryna S. Kozlovskaya

“…It is noted that the mass fraction of AM in the primary structure of poly[AN–co–MA–co–AMPS], synthesized in a hydrotropic solvent, is higher than its content in the initial reaction mixture, while the opposite trend is observed during the synthesis of poly[AN–co–MA–co–ItA]. …”
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Damage Detection Method for Road Ancillary Facilities Integrating Attention Mechanism by Shuang Yang, Huiqin Wang, Ke Wang, Nan Guo

“…However, existing detection methods often suffer from low accuracy, high computational complexity, and large model sizes when dealing with complex backgrounds, small targets, and long-distance conditions. …”
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Multi-Vehicle Object Recognition Method Based on YOLOv7-W by Xin Liu, Jingbin Zhao, Zhi Zhang, Rongxing Wu, Xun Li

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A Novel Theoretical Method for Upscaling Permeability in Hydrate‐Bearing Sediments by Xiwei Gao, Gang Lei, Yingjie Zhao, Qinzhuo Liao, Fulong Ning

“…This method considers two hydrate habits (pore‐filling and grain‐coating hydrates), heterogeneity and anisotropy of HBS, and multi‐scale pore structures. …”
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Increasing the reliability and speed of data transmission in the rayleigh channel through the use of combining intermittent data transmission with diversity reception with optimal... by I. M. Andrianov, I. G. Kiselev, M. N. Andrianov

“…The paper discusses a method for increasing the reliability of data transmission under conditions of Rayleigh signal fading using the modes of combining intermittent radiation and coherent diversity reception of phase-keyed signals with optimal addition. …”
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Dynamic demand response strategies for load management using machine learning across consumer segments by Ravi Kumar Goli, Nazeer Shaik, Manju Sree Yalamanchili

“…<p>Grid optimization and stability are essential for sustainable power management while energy demand keeps increasing. …”
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Technology independent optimization when implementing sparse systems of disjunctive normal forms of Boolean functions in ASIC by P. N. Bibilo, S. N. Kardash

“…When implementing sparse DNF systems of Boolean functions in ASIC, along with traditional methods of joint minimization of systems of functions in the DNF class, methods for optimizing multilevel representations of Boolean function systems based on Shannon expansions can be used for technologically independent optimization, while separate minimization and joint minimization of the entire system as a whole turn out to be less effective compared with block partitions and coatings of the DNF system and subsequent minimization of multilevel representations. …”
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Research and implementation of a full-process academic early warning and tracking evaluation system by Li Qipeng, Zeng Songwei

“…This paper uses Particle Swarm Optimization (PSO) to optimize Support Vector Machine (SVM), and combines Web and mini-program technology to implement a whole-process academic warning tracking and evaluation system, which effectively improves the accuracy and timeliness of warnings, filling in the gaps of traditional academic warning systems. …”
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Modern experimental methods for assessing the effectiveness of tissue-engineered products for hyaline cartilage regeneration by M. S. Bozhokin, M. S. Bozhokin, Yu. S. Korneva, Yu. S. Korneva, S. A. Bozhkova, E. R. Mikhaylova, D. M. Marchenko, B. R. Rakhimov, B. R. Rakhimov, Y. A. Nashchekina, M. G. Khotin

“…Therefore, there is a need to optimize each specific method for each specific scaffold. …”
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