Performance evaluation of a ground source heat pump system in India using experimental and modeling approach by Adnan Khan, Abdul Rafey, M Humam Zaim Faruqi, Faisal Zia Siddiqui, Suhail A. Siddiqui, Saeikh Zaffar Hassan

“…This research explores the effectiveness of a Ground Source Heat Pump (GSHP) system for cooling purposes in Indian conditions. …”
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Flow Allocation Algorithm Based on Potential Game in Multi-Source Multi-Hop Wireless Sensor Network by Wei Zhang, Linghua Zhang

“…Network coding has been used as an efficient method to improve network throughput over wireless environments. …”
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Maize Classification in Arid Regions via Spatiotemporal Feature Optimization and Multi-Source Remote Sensing Integration by Guang Yang, Jun Wang, Zhengyuan Qi

“…Key findings include: (1) Variables driven by spatiotemporal differentiation were effectively selected, with red-edge bands (B5–B7) during the grain-filling stage in August accounting for 56.7% of the top 30 features, which were closely correlated with canopy chlorophyll content (<i>p</i> < 0.01). (2) A breakthrough in lightweight modeling was achieved, reducing the number of features by 69%, enhancing computational efficiency by 62.5% (from 8 h to 3 h), and decreasing memory usage by 66.7% (from 12 GB to 4 GB), while maintaining classification accuracy (PA: 97.69%, UA: 97.20%, Kappa: 0.89). (3) Multi-source data fusion improved accuracy by 11.54% compared to optical-only schemes, demonstrating the compensatory role of radar in arid, cloudy regions. …”
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A novel design of a hybrid micro-scale multistage turbine model for sustainable energy sources by Ahmed M. Daabo, Ali Basem, Mudasar Zafar, Ali Alkhabbaz, Abdalqader Ahmad, Qusay R. Al-Amir, Haider K. Easa

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Regeneration Performance and Model-based Analysis of Microwave and Hot-air Regeneration Modes for Solid Desiccant by Yang Wansheng, Zeng Jie, Zhao Xudong

“…As the humidity load of an air-conditioning system accounts for 40%-60% of the cooling load of the entire system, exploiting the advantages of solid desiccant can effectively reduce the energy consumption of the air-conditioning system. The major source of energy consumption for the desiccant system is the regeneration energy consumption of the solid desiccant, and the traditional regenerative mode is characterized by high energy consumption, low regenerative efficiency, etc. …”
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Intelligent Operation and Maintenance of Wind Turbines Gearboxes via Digital Twin and Multi-Source Data Fusion by Tiantian Xu, Xuedong Zhang, Wenlei Sun, Binkai Wang

“…To address these issues, this study systematically explores an intelligent operation and maintenance method for wind turbines, utilizing digital twin technology and multi-source data fusion. …”
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Multi-Unit Coupled Motion Hybrid Generator Based on a Simple Pendulum Structure by Yifan Li, Huiying Li, Lingyu Wan

“…The device integrates eight power generation units, including triboelectric nanogenerators (TENGs), electromagnetic generators (EMGs), and piezoelectric nanogenerators (PENGs), enhancing space utilization and energy conversion efficiency through coupled motion. …”
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An open-source automated rodent paradigm for forelimb movement in motor control, executive functions, and learning studies by Alavie Mirfathollahi, Mohammad Taghi Ghodrati, Vahid Shalchyan, Mohammad Reza Zarrindast, Mohammad Reza Daliri

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Multi-Time Scale Scenario Generation for Source–Load Modeling Through Temporal Generative Adversarial Networks by Liang Ma, Shigong Jiang, Yi Song, Chenyi Si, Xiaohan Li

“…To further enhance the efficiency and practicality of distribution network planning, it is essential to model the uncertainties in source–load dynamic scenarios. …”
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Distributed Decision Making for Electromagnetic Radiation Source Localization Using Multi-Agent Deep Reinforcement Learning by Jiteng Chen, Zehui Zhang, Dan Fan, Chaoqun Hou, Yue Zhang, Teng Hou, Xiangni Zou, Jun Zhao

“…We adopt a dual-branch actor structure for independent decisions in UAV control, which reduces decision complexity and improves learning efficiency. The algorithm incorporates task-specific knowledge into the reward function design to guide UAVs in exploring abnormal radiation sources. …”
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Automatic detection of Cyanobacterial blooms using multi-source optical satellite imagery: method development and application by Hailong Zhang, Chen Lu, Deyong Sun, Xiaomin Ye, Shengqiang Wang, Quan Qin

“…However, these methods require ancillary atmospheric data and preprocessing procedures, thereby limiting their operational efficiency and scalability. The potential of multi-source satellite imagery remains underexploited due to the lake of robust methods for automatic CyanoBloom detection across various satellite platforms. …”
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Cassava as a feedstuff for ruminant feeding system in Belt and Road countries: innovations, benefits and challenges by Md Delowar Hossain, Qiongxian Yan, Zhixuan Zhou, Xiuming Zhang, Suntorn Wittayakun, Viengsakoun Napasirth, Pattaya Napasirth, Bernard A Lukuyu, Zhiliang Tan

“…It also discusses innovations, potential benefits, challenges, and possible mechanisms associated with utilizing cassava as an alternative feed source, particularly in ruminant diets. …”
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Perception and predictors of antenatal services utilization by left-behind wives of marginal solo outmigrants-empirical evidence from India by Fahad Afzal, Arindam Das, Rupinder Sahota

“…The research also aims to identify the predictors for efficient use of ANC services at government health centres and the effect of source of information on perception towards ANC services. …”
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Three-Dimensional Numerical Study on Fracturing Monitoring Using Controlled-Source Electromagnetic Method with Borehole Casing by Qinrun Yang, Maojin Tan, Jianhua Yue, Yunqi Zou, Binchen Wang, Xiaozhen Teng, Haoyan Zhao, Pin Deng

“…The borehole-to-surface electromagnetic imaging method (BSEM) overcomes this limitation by utilizing a controlled cased well source. Placing the source close to the target reservoir and deploying multi-component receivers on the surface enable high-precision lateral monitoring, providing an effective approach for dynamic monitoring of hydraulic fracturing operations. …”
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Auxin response factor MdARF18 regulates MdNRT1.1 to affect nitrogen utilization in apple by Guo-Dong Liu, Xiu-Hong An, Lin Rui, Ran-Xin Liu, Hong-Liang Li, Shuai Zhang, Zhen-Lu Zhang, Chun-Xiang You, Xiao-Fei Wang

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A Multispectral Automated Transfer Technique (MATT) for Machine-Driven Image Labeling Utilizing the Segment Anything Model (SAM) by James E. Gallagher, Aryav Gogia, Edward J. Oughton

“…By transposing SAM segmentation masks from RGB images we can automatically segment and label multispectral imagery with high precision and efficiency. For example, the results demonstrate that segmenting and labeling a 2,400-image dataset utilizing MATT achieves a time reduction of 87.8% in developing a trained model, reducing roughly 20 hours of manual labeling, to only 2.4 hours. …”
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Methane Synthesis as a Source of Energy Loss Impacting Microbial Protein Synthesis in Beef Cattle—A Review by Wilmer Cuervo, Camila Gomez-Lopez, Nicolas DiLorenzo

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Performance Prediction and Analysis of Solar-Assisted Ground-Source Heat Pump Systems in Typical Rural Areas, China by Ying Cao, Zhibin Zhang, Guosheng Jia, Jianyu Zhai, Jianke Hao, Meng Zhang, Liwen Jin

“…The increasingly severe energy crisis and associated environmental issues pose new challenges for the efficient and rational utilization of renewable energy. …”
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Uncertain Parameters Adjustable Two-Stage Robust Optimization of Bulk Carrier Energy System Considering Wave Energy Utilization by Weining Zhang, Chunteng Bao, Jianting Chen

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Water source transformation in a semi-arid inland basin: Insights from an isotope-based integrated framework by Jin Sun, Yixuan Wang, Tingxi Liu, Guixin Zhang, Limin Duan, Shaojie Chu, Bo Zhang, Yajun Zhou, Yixuan Zhang, Ting Liu

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