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 by Mahdiyeh Fathi, Reza Shah-Hosseini, Armin Moghimi, Hossein Arefi

“…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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Cutting-edge progress in offshore wind and tidal stream power technology—State-of-the-Art by Ladislas Mutunda Kangaji, Atanda Raji, Efe Orumwense

“…However, the study identifies persistent barriers such as high costs, environmental impact, and competition with more established renewable energy sources like solar and onshore wind. This paper emphasizes the importance of hybrid systems as a transformative approach to maximizing marine resource utilization and enhancing energy supply stability. …”
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The Impact of Differences in Renovation Models of Abandoned Boiler Rooms on Community Vitality—A Case Study of Shenyang, China by Lei Chen, Yahang Cheng, Zixi Zhou, Yibo Wen

“…Unlike prior studies that rely on single data sources or unidimensional metrics, our multi-source approach enhances spatiotemporal resolution, improves the accuracy of subjective perceptions, and enables cross-validation between objective behavioral trajectories and residents’ self-reports, thereby significantly strengthening the comprehensiveness and reliability of community vitality measurement. …”
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Alteration Information Extraction and Mineral Prospectivity Mapping in the Laozhaiwan Area Using Multisource Remote Sensing Data by Qi Chen, Dayu Cai, Zhifang Zhao, Xiaoguang Yang, Yilong Wang, Xiao Jiang, Lei Xu, Haichuan Duan, Yang He, Xiaoxiao Zhang, Yiyang Wang, Ting Xu

“…The application of remote sensing technology in mineral resource exploration is a green and efficient technical approach, which has been widely utilized in the field of mineral resource prospecting. …”
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Introducing Cu(II) onto SiO₂-TiO₂ with Rice Husk Ash as the Source of Silica and Its Catalytic Activity for Kumada Cross-coupling Reaction to Produce Biphenyl... by Dewi Agustiningsih, Nuryono Nuryono, Sri Juari Santosa, Eko Sri Kunarti

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Power and Frequency Control of Active Generator used for Smart Grid Applications by Ehsan Limouchi, Seyed Abbas Taher, Babak Ganji

“…Nowadays, renewable energy sources such as photovoltaic and active generators are utilized frequently in modern power systems especially micro-grid. …”
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Optimizing renewable energy-based plug-in hybrid electric vehicle charging stations for sustainable transportation in India by Anandan P, Siow Chun Lim, Anbuselvan N

“…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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Screening of transporters to improve xylodextrin utilization in the yeast Saccharomyces cerevisiae. by Chenlu Zhang, Ligia Acosta-Sampson, Vivian Yaci Yu, Jamie H D Cate

“…The economic production of cellulosic biofuel requires efficient and full utilization of all abundant carbohydrates naturally released from plant biomass by enzyme cocktails. …”
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Optimization of Growth Conditions of <i>Desulfovibrio desulfuricans</i> Strain REO-01 and Evaluation of Its Cd(II) Bioremediation Potential for Detoxification of Rare Earth Tailing... by Ping Zhang, Chaoyang Wei, Fen Yang

“…Cd(II) concentrations decreased from 0.2 mM to 3.33 μM, corresponding to a removal efficiency exceeding 95%, while sulfate concentrations declined from 1500 mg/L to 640 mg/L, with a maximum reduction efficiency of 66.16%. …”
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Plasmid role in agar utilization by Pseudomonas sp. HK1 by Baghdad Science Journal

“…Only (6) isolates showed the ability to grow and utilize agar as a sole source of carbon and energy. …”
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Utilization of Cassava as Substitues of Wheat Flour for Common Carp Diets by Ing Mokoginta, Nur Bambang Priyo Utomo, A.D. Akbar, Mia Setiawati

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Process simulation and optimization of methanol production and utilization for electricity generation by Vikram S. Chatake, Harsh V. Rambhia, Sammed S. Bhalerao, Vikram S. Korpale, Jayendra P. Ahire, Aniruddha B. Pandit

“…The suggested system synthesises methanol by utilizing green hydrogen with CO2 recovered from industrial sources. …”
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Status and Prospect Analysis of Wind Power Utilization Technology in China by Zhichao LIU, Hongbin WANG, Hao SHA, Jinshu YANG, Shengxian CAO

“…With the rapid development of wind power industry in China, a variety of wind power utilization technologies have emerged. Starting from the current situation and existing problems of wind power utilization technology in China, this paper summarized and compared the technical status of grid-connected operation of cluster wind power, complementarity of wind power and other energy sources, large-scale direct utilization of wind power and distributed wind power access and control. …”
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Utilization of fish-processing waste as replacement of fish meal in aquafeed by Nurhayati A.P.D., Novitasari E.D., Ruswandi E., Amin M.

“…The best Specific growth rate (SGR), feed utilization efficiency and survival rate (SR) were obtained from the tilapia receiving pellet in T3 or 60% fish-waste meal, with length and weight gain of 4.00 ± 0.11 cm and 7.99 ± 0.10 g respectively. …”
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Encapsulation Techniques to Enhance Astaxanthin Utilization as Functional Feed Ingredient by Matteo Vitale, Joaquin Gomez-Estaca, Janete Chung, Seong-Chea Chua, Daniela Maria Pampanin

“…Spray-drying and liposome entrapment were applied to a natural AX source from shrimp by-products, along with two commercially synthetic alternatives. …”
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Systematic Analysis of the Hydrogen Value Chain from Production to Utilization by Miguel Simão Coelho, Guilherme Gaspar, Elena Surra, Pedro Jorge Coelho, Ana Filipa Ferreira

“…Hydrogen produced from renewable sources has the potential to tackle various energy challenges, from allowing cost-effective transportation of renewable energy from production to consumption regions to decarbonizing intensive energy consumption industries. …”
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Utilization of Catfish Body Fat in the Diet of Tilapia Oreochromis niloticus by Mia Setiawati, C. Nuraeni, D. Jusadi

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Plug-and-Play PRNU Enhancement Algorithm with Guided Filtering by Yufei Liu, Yanhui Xiao, Huawei Tian

“…Previous studies have not successfully identified the effective frequency band of PRNU, leaving low-frequency interference insufficiently suppressed and impacting PRNU’s utility in scenarios such as source camera identification, image integrity verification, and identity verification. …”
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GCOANet: A gradient consistency constraints semi-supervised network for optical image-assisted SAR despeckling by Yang Yang, Jun Pan, Jiangong Xu, Zhongli Fan, Zeming Geng, Junli Li

“…The breakthrough of image registration provides the data requirements for acquiring multi-source remote sensing data. Based on the above study, this paper presents a Gradient Consistency constraints semi-supervised network for Optical image-Assisted SAR despeckling (GCOANet). …”
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Enhancing renewable energy integration through strategic stochastic optimization planning of distributed energy resources (Wind/PV/SBESS/MBESS) in distribution systems by Ahmad K. ALAhmad, Renuga Verayiah, Hussain Shareef, Agileswari Ramasamy, Saleh Ba-swaimi

“…The model evaluates the efficiency and cost-effectiveness of hybrid SBESS-MBESS systems to enhance Renewable Energy Source (RES) integration within the electric power distribution system (DS) while addressing technical, environmental, and economic objectives. …”
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