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Non-Invasive Composition Identification in Organic Solar Cells via Deep Learning
Published 2025-07-01“…A multilayer perceptron (MLP) neural network was applied with various activation functions, optimization algorithms, and data split ratios. The optimized model achieved classification accuracies exceeding 99% on both training and testing sets, with minimal sensitivity to random initialization or data partitioning. …”
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7723
Dust concentration distribution and analysis of influencing factors in the heading face of Shangwan coal mine
Published 2024-12-01“…Dust concentration in coal mine roadways significantly affects worker safety and health. Effective dust control is critical for optimizing the mine ventilation system and creating a safer working environment. …”
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7724
Geostress-Adaptive Charge Structure Design and Field Validation for Machinery Room Excavation
Published 2024-12-01“…Moreover, the vibration velocities at the remote measurement point were found to be reduced across multiple directions, indicating effective control of the vibration effects. The post-implementation of the optimized blasting strategy at the site, the assessment of the retained surrounding rock integrity, and the impact on protected structures demonstrated that the proposed solution met satisfactory outcomes. …”
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7725
Desain dan Prototipe Sistem Inventori Barang Berbasis Website Pada Jasa Warna Gypsum
Published 2025-03-01“…The system design includes key features such as a real-time dashboard, WhatsApp notifications, and simplified stock tracking functionality to optimize inventory control. The research methodology involves a thorough analysis of the existing manual process, gathering user requirements through interviews and observations, and subsequent prototype design based on the identified needs. …”
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7726
Runoff Evolution Patterns and Attribution Analysis in Xiliu Songhua River Basin
Published 2025-01-01“…The proposed SR-Budyko coupling framework effectively solved the defects of traditional models in rain and snow phase identification and freeze-thaw energy and water exchange characterization and provided a new theoretical tool for the optimization of water resources systems in cold regions, spring flood disaster prevention and control, and the protection of ecological barriers in northeast China. …”
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7727
Adaptive Switching Redundant-Mode Multi-Core System for Photovoltaic Power Generation
Published 2024-11-01“…Finally, we designed an error injection method and verified the system’s reliability by analyzing the error rate probability model in different scenarios. The results of the analysis show that compared with the traditional MPPT controller, the redundancy mode switchable multi-core processor system proposed in this paper exhibits a reliability approximately 5.58 times that of a non-fault-tolerant system. …”
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7728
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7729
The Impact of Media Coverage and Emergency Strategies on the Rumor Spreading
Published 2018-01-01“…In order to overcome the limit of traditional methods of the static decision problem, the dynamic optimal control model for the rumor spreading is proposed based on the theorem of the optimal control. …”
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7730
A Deep Reinforcement Learning Framework for Adaptive Resiliency Enhancement in Smart Power Grids
Published 2025-01-01“…The proposed framework features a two-layered control architecture that models grid states, actions, and rewards to enable continuous, real-time adaptive control of distributed energy resources, microgrids, and control centers. …”
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7731
Capturing thin-film microstructure contributions during ultrafast laser-metal interactions using atomistic simulations
Published 2025-08-01“…Progress in the emerging fields of atomic and close-to-atomic scale manufacturing is underpinned by enhanced precision and optimization of laser-controlled nanostructuring. Understanding thin films' crystallographic orientations and microstructure effects becomes crucial for optimizing the laser-metallic thin film interactions; however, these effects remain largely unexplored at the atomic scale. …”
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7732
Research on SED-UNet Segmentation Method for Neck Ultrasound Image
Published 2024-04-01Get full text
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7733
Addressing Various Strategies for Combating the Leaf-Roll Virus in Potato Plants
Published 2025-01-01“…A sensitivity analysis is presented to determine which model parameter is more sensitive. The optimal control problem is constructed with three time-dependent control variables, represented by preventive control measures (u1) that reduce potato plants’ contact with vectors, quarantine control measures (u2), and a chemical control measure (u3) that reduces vectors of infection using insecticides. …”
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7734
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7735
Effect of High Temperature Steam Sterilization Temperature on Flavor Quality of Tourism Food Gushi Goose Nuggets
Published 2025-07-01“…The results showed that the treatment group at 121 ℃ (M1) was closest to the control group (M0) in terms of aroma, taste, color, and tissue state. …”
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7736
Preparation and Characterization of Efficient and Safe Rotenone Solid Nanodispersion by Self-Emulsifying Technique
Published 2025-07-01“…In this study, rotenone (Rot) was selected as a model of botanical insecticides, and its solid nanodispersion (Rot–SND) was prepared by a self-emulsifying method combined with parameter optimization. …”
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7737
A Computational Study of HSV-2 with Poor Treatment Adherence
Published 2015-01-01“…The Pontryagin’s maximum principle is used to characterize the optimal level of the control, and the resulting optimality system is solved numerically. …”
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7738
A Quality Soft Sensing Method Designed for Complex Multi-process Manufacturing Procedures
Published 2024-11-01“…Objective Accurately perceiving key quality variables in complex manufacturing processes is essential for achieving system optimization control and ensuring safe and stable operation. …”
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7739
An Operation Adjustment Method for Intercity High Speed Maglev Train
Published 2018-01-01“…The intercity high speed maglev train runs automatically according to the train operation diagram / timetable issued by the central control system. Based on historical operation data and traffic flow, this paper established a framework model for operation adjustment based on optimized train operation diagram. …”
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7740
Forward Sensitivity Approach to Dynamic Data Assimilation
Published 2010-01-01“…Model error is assumed to stem from incorrect specification of the control elements. …”
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