Tensor nested ring embedding used for domain adaptation of cross-source heterogeneous remote sensing feature tensors by Tong Gao, Min Liu, Wei Hu, Hao Chen

“…Multisource remote-sensing data present richer information with various resolutions, angles, and physical attributes, while their heterogeneous data structures and diverse feature distributions bring significant challenges to the existing recognition methods. Although domain adaptation methods can reduce cross-source feature differences, they can only handle vector or homogeneous tensors and fail to process multisource data represented as heterogeneous tensors. …”
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A Market-Oriented Trading Method for Integrated Community Energy System Based on Hierarchical Stackelberg Game Method by Guofeng Wang, Bei Jiang, Shuai Dong, Jiaqi Liu, Youbing Zhang

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Multi-Source Reinforced Selective Domain Adaptation for Cross-Subject and Cross-Session EEG-Based Emotion Recognition by Xin Deng, Xinyi Hong, LiJiao Ai, Xingchen Li, Chenhui Li

“…The data selector, acting as an actor, performs actions to select high-quality source domain data for optimization of the domain adaptation model. …”
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Research Progress on Frost Formation Mechanism of Air-source Heat Pump and Its Defrosting/Anti-frosting Technology by Zhang Yi, Zhang Guanmin, Zhang Lili, Ma Xiaoxu, Xu Pan, Tian Maocheng

“…This paper can be used for guiding the future design and system optimization for air source heat pump.…”
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Determination of Haloacetic Acids in Bottled and Tap Water Sources by Dispersive Liquid-Liquid Microextraction and GC-MS Analysis by Mohsen A. Al-shatri, Abdulmumin A. Nuhu, Chanbasha Basheer

“…The method was applied to real samples in bottled water and tap water sources. …”
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Integration of Multi-Source Landslide Disaster Data Based on Flink Framework and APSO Load Balancing Task Scheduling by Zongmin Wang, Huangtaojun Liang, Haibo Yang, Mengyu Li, Yingchun Cai

“…The findings indicate the following: (1) The multi-source data integration method for landslide disaster based on Flink and APSO proposed in this article, combined with the structural characteristics of landslide disaster data, adopts different integration methods for data in different formats, which can effectively achieve the integration of multi-source landslide data. (2) A multi-source landslide data integration framework based on Flink has been established. …”
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Clinical application of third-generation dual-source CT-based dynamic imaging reconstruction for pulmonary embolism imaging by Kai Liao, Biao Ye, Xi Li, Wei Liu, Tongtong Jia, Zongbao Han, Ziyi Liang, Yongli Duan, Xiaoli Sun, Jianmei Zhang, Rengui Wang, Jiao Gong

“…Abstract Background To evaluate the clinical diagnostic value of third-generation dual-source CT for pulmonary embolism, focusing on the optimization of dual-source CT scanning with dynamic reconstruction in acute pulmonary embolism (PE) and various imaging manifestations. …”
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Optimising Sensor Placement in Heritage Buildings: A Comparison of Model-Based and Data-Driven Approaches by Estefanía Chaves, Alberto Barontini, Nuno Mendes, Víctor Compán

“…The long-term preservation of heritage structures relies on effective Structural Health Monitoring (SHM) systems, where sensor placement is key to ensuring early damage detection and guiding conservation efforts. Optimal Sensor Placement (OSP) methods offer a systematic framework to identify efficient sensor configurations, yet their application in historical buildings remains limited. …”
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Multi-Temporal Energy Management Strategy for Fuel Cell Ships Considering Power Source Lifespan Decay Synergy by Xingwei Zhou, Xiangguo Yang, Mengni Zhou, Lin Liu, Song Niu, Chaobin Zhou, Yufan Wang

“…The simulation results demonstrate that compared to single-layer MPC and the Equivalent Consumption Minimization Strategy (ECMS), the proposed method exhibits significant advantages in reducing single-voyage costs, minimizing differences in power source degradation rates, and alleviating power source stress. …”
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Pharmacotechnological Studies of the Biomass of <i>Chlorella vulgaris</i> C-2019 as a Promising Source of Antibacterial Substances by A. V. Mitishev, E. E. Kurdyukov, E. F. Semenova, T. M. Fadeeva, I. Ya. Moiseeva, Ya. P. Moiseev

“…Micro-and macroalgae can be one of these sources.Aim. The aim of this study is to conduct a phytochemical analysis to confirm the presence of a wide range of BAC, as well as studies on the selection of optimal parameters for extracting chlorella C-2019 biomass in order to obtain extracts with a high content of BAC that have an antibacterial effect (pigments, flavonoids).Materials and methods. …”
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A novel multi-source data-driven energy consumption prediction model for Venlo-type greenhouses in China by Yangda Chen, Aiqun Bao, Yapeng Li, Yingfeng Xiang, Wanlong Cai, Zhaoqiang Xia, Jialei Li, Mingyang Ning, Jing Sun, Haixi Zhang, Xianpeng Sun, Xiaoming Wei

“…Therefore, energy consumption prediction methods that incorporate multi-source data are necessary. …”
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Leveraging multi-source data and teleconnection indices for enhanced runoff prediction using coupled deep learning models by Jintao Li, Ping Ai, Chuansheng Xiong, Yanhong Song

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Multilayer inverter with DQZ and neuro-fuzzy control for single maximum power point tracking of hybrid renewable sources by Akharakit Chaithanakulwat, Teerawut Savangboon, Nuttee Thungsuk, Taweesak Tanaram, Papol Sardyong

“…This study proposes a new MLI that is optimally adapted using DQZcontrol and a vague neurological approach for tracking the single maximumpower point of a hybrid renewable energy source. …”
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Leveraging Open-Source Tools to Analyse Ground-Based Forest LiDAR Data in South Australian Forests by Spencer O’Keeffe, Bruce H. Thomas, Jim O’Hehir, Jan Rombouts, Michelle Balasso, Andrew Cunningham

“…This paper investigates the application of open-source software and methods for forest LiDAR analysis, with a focus on enhancing forest inventory metrics in the radiata pine forests of South Australia’s Green Triangle region. …”
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Unravelling urban carbon dynamics: a multi-source data study on Nanchang city's carbon dioxide emissions by Lingyun Yao, Li Wang, Ke Wang, Zheng Niu

“…However, it is challenging to achieve an optimal balance between the quality and quantity with existing mapping methods. …”
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Comprehensive characterization and extraction implications of ion adsorption rare earth deposit from a South American source by Spencer Cunningham, Tassos Grammatikopoulos, Baian Almusned, Jeffrey Daniel Henderson, Gisele Azimi

“…These findings contribute to the growing body of research aimed at diversifying REE supply sources and improving sustainable extraction methods.…”
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A GIS based spatiotemporal modelling approach for cycling risk mapping using crowd-sourced sensor data by Bakhtiar Feizizadeh, Davoud Omarzadeh

“…The major objective of this study is to apply integrated data-driven methods to estimate cyclist risk and discomfort in Berlin based on the OpenSenseMap dataset. …”
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Crashing Fault Residence Prediction Using a Hybrid Feature Selection Framework from Multi-Source Data by Xiao Liu, Xianmei Fang, Song Sun, Yangchun Gao, Dan Yang, Meng Yan

“…Extensive experiments on seven open-source software projects show that the SCM framework outperforms seven baseline methods, which include four classifiers and three ranking approaches, across four evaluation metrics such as F-measure, g-mean, MCC, and AUC. …”
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Ice-source heat pump for residential heating: A case study on energy storage and pipeline repurposing in the UK by Ramin Mehdipour, Seamus Garvey, Bruno Cardenas, Zahra Baniamerian, Christopher J. Wood

“…Additionally, phase change material (PCM) energy storage was explored to mitigate peak demand. Optimizing storage tank sizes and heat pump capacities reduced peak electricity consumption for the ice-source heat pump from 2.65 kW to 1.57 kW (40.75 %). …”
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Utilization of agro-industrial byproducts as low-cost nutrient sources for production of kefiran and lactic acid by Lactobacillus kefiranofaciens by Apisara Iadcharoen, Benjamas Cheirsilp, Jariya Ruangwicha, Sirasit Srinuanpan, Sompong O-Thong

“…The findings demonstrate promising methods for cost-effective production of kefiran and lactic acid using inexpensive nutrient sources such as MCW.…”
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