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MHRA-MS-3D-ResNet-BiLSTM: A Multi-Head-Residual Attention-Based Multi-Stream Deep Learning Model for Soybean Yield Prediction in the U.S. Using Multi-Source Remote Sensing Data
Published 2024-12-01“…An attention mechanism further refines the model’s focus by dynamically weighting the significance of different input features for efficient yield prediction. We trained the MHRA-MS-3D-ResNet-BiLSTM model using multi-source RS datasets from 2019 and 2020 and evaluated its performance with U.S. soybean yield data for 2021 and 2022. …”
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Multi‐stage coordinated planning of energy stations and networks in park‐level integrated energy systems
Published 2024-12-01“…Additionally, the improved big‐M method and second‐order cone (SOC) relaxation technique are utilized to manage non‐linear elements, transforming the model into a mixed‐integer second‐order cone programming (MISOCP) form to enhance solution efficiency. …”
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744
Technology and understanding of post-fracturing coring in three-dimensional development zone of Fuling shale gas, Sichuan Basin, SW China
Published 2025-06-01“…The three-layer three-dimensional development model can efficiently utilize shale gas reserves, although there is still room for improvement in the complexity and propagation uniformity of fractures. …”
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Millimeter-Wave Imaging with Range-Resolved 3D Depth Extraction Using Glow Discharge Detection and Frequency-Modulated Continuous Wave Radar
Published 2025-02-01“…This work demonstrates the potential of GDD-based 3D MMW imaging as a low-cost, efficient solution for security screening and industrial inspection. …”
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747
Neuro-fuzzy controller based adaptive control for enhancing the frequency response of two-area power system
Published 2025-05-01“…Hence, IMGs need to have an efficient control strategy to ensure a proper equilibrium between power generation and load demand and maintain the system's frequency and voltage inside the permitted bounds during various disturbances. …”
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Ecological networks construction and optimization in the Longdong Loess Plateau: The advantages of self-organizing map and complex networks
Published 2025-01-01“…Ecological networks (ENs) construction, which is the basis for sustainable regional development, is influenced by the accuracy of source identification. Currently, the method of utilizing multiple ecosystem services (ESs) to identify ecological sources can only highlight areas with high values of these services. …”
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Navigating the Intersection of Microgrids and Hydrogen: Evolutionary Trends, Challenges, and Future Strategies
Published 2025-01-01“…It also critically evaluates the key challenges of each technology, including cost, efficiency, and scalability, which impact the feasibility of hydrogen microgrids.…”
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750
Ignition mechanism of methane by 5G electromagnetic waves and power safety thresholds in underground coal mines
Published 2025-03-01“…A method based on correlation coefficients and antenna diversity was developed to effectively quantify the impact of multi-source superposition on safety evaluations, indicating that under certain conditions, the effect of multi-source superposition can be ignored, thereby improving the utilization efficiency of RF power. …”
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751
Effects of poultry by-product meal and complete replacement of fish oil with alternative oils on growth performance and gut health of rainbow trout (Oncorhynchus mykiss): a FEEDNET...
Published 2024-10-01“…Conclusions The FEEDNETICS™ application enhances our ability to optimize feeding strategies and improve production efficiency in the aquaculture industry. VeraMaris® algae oil and PBM could serve as viable and sustainable raw materials for fish feed, promoting environmentally friendly aquaculture practices.…”
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752
Series-Cascaded AC Microgrids: An Inclusive Review of Architectures and Control Methodologies
Published 2025-01-01“…The modern utility grid is transitioning from a centralized to a distributed structure, facilitated by integrating distributed generation sources (DGs) and loads. …”
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Energy Intelligence: A Systematic Review of Artificial Intelligence for Energy Management
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Optimizing performance and economic viability of combined energy systems: A novel energy hub framework
Published 2025-06-01“…The proposed optimization framework significantly enhances the economic efficiency of energy hubs by integrating renewable energy sources (RES) and demand response programs (DRPs). …”
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Optimizing renewable energy-based plug-in hybrid electric vehicle charging stations for sustainable transportation in India
Published 2024-12-01“…Recognizing the environmental benefits of Renewable Energy Sources (RES), high-priority buses are now equipped with Plug-in Hybrid Electric Vehicle (PHEV) charging stations, bolstering effective utilization. …”
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