Bearing Small Sample Fault Diagnosis based on Data Generation and Transfer Learning by Dinghui Wu, Qin Fang, Chuyi Wu

“…First， the source dataset is trained on the training network to obtain the source model， and then a small amount of drive-end data is used as the target dataset to fine-tuning to obtain the target model. …”
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Data‐sharing strategies in medical consortium based on master‐slave multichain and federated learning by Bohan Kang, Ning Zhang, Jianming Zhu

“…Meanwhile, by quantifying the utility function and the optimization constraint of participants, this paper designs the cooperative incentive mechanism of medical consortium in multi‐leader Stackelberg game to solve the optimal decision and pricing selection of the master‐slave multichain. …”
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A decision-making model for the adaptive reuse of ‘buildings of control and reform’: the Nossa Senhora Village, Macau by Wenkai Li, Xi Ye, Bo-Wei Zhu

“…However, there is still a lack of research on how such buildings have been selected for new functions in order to achieve these aims. …”
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Dynamic Optimization of Recurrent Networks for Wind Speed Prediction on Edge Devices by Laeeq Aslam, Runmin Zou, Ebrahim Shahzad Awan, Sayyed Shahid Hussain, Muhammad Asim, Samia Allaoua Chelloug, Mohammed A. ELAffendi

“…While edge computing offers a viable alternative, current WSP methods prioritize hyperparameter optimization without constraining model size (MS), resulting in memory-intensive architectures incompatible with resource-limited devices. To address this gap, we propose a framework that co-optimizes the discrete hyperparameter spaces of Long Short-Term Memory (LSTM), Gated Recurrent Unit (GRU) and Temporal Convolutional Network (TCN) models under strict memory constraints. …”
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Plant-Driven Effects of Wildflower Strips on Natural Enemy Biodiversity and Pest Suppression in an Agricultural Landscape in Hangzhou, China by Wenhao Hu, Kang Ni, Yu Zhu, Shuyi Liu, Xuhua Shao, Zhenrong Yu, Luyu Wang, Rui Zhang, Meichun Duan, Wenhui Xu

“…Plant community composition, particularly floral resource availability and phenological continuity, drove natural enemy assembly and pest regulation, outperforming the CK group in rare species conservation. …”
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An evaluation of the Africa-CORDEX regional climate model's performance in simulating air temperatures and precipitation in the Melka-Wakena catchment, southeast Ethiopia by Tadele Sh Gerasu, Tolera Abdissa Feyissa, Beekan Gurmessa Gudeta, Keneni Demissie, Mulatu Tesfahun

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Effects of planting patterns on physicochemical properties, metabolites and microbial community structure of rhizosphere soil in perennial cultivated grassland by Xiaofang Zhang, Chunping Zhang, Yuzhen Liu, Lian Huo, Zengzeng Yang, Yongshang Tong, Xue Zhang, Zehang Yu, Xiaoxia Yang, Quan Cao, Quanmin Dong

“…These results show that the new niche differentiation between different species in mixed grassland stimulates the secretion of trehalose and valine, which further affects the fungal community structure and enhances the soil nutrients and ecological functions of degraded grasslands. These findings will guide the restoration of degraded grasslands around Qinghai Lake and the selection of planting strategies to improve local sustainable grassland productivity.…”
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From life cycle assessment to grass‐based agriculture: A review and application by Yutong Li, Shu Jin, Xiaoping Xin, Yi An, Lili Huo, Changliang Shao, Lulu Wang, Xiaoyu Zhu

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Progress Analysis and Development Prospects of Soil Ecological and Environmental Effects of Interlayer Construction by JIA Zhenjiang, WU Yangyang, LI Wangcheng, MA Dongxiang, CHEN Jihong, GAO Susu, NIU Xiaoxiao, XU Tianyuan

“…[Results] Interlayer construction could improve soil structure, nutrient content, ecosystem service functions, and agricultural production efficiency, but the responses process to interlayer mode selection and farmland management measures have shown differences. …”
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Features of the species composition based on the trophic analysis of artificial woody plantations of the Kryvyi Rih mining and industrial district by Maksym Kvitko, Olena Lykholat, Tetyana Lykholat, Mykhailo Holubiev, Yuriy Lykholat

“…It does not reach the optimal level when forests have the most positive effect on the climate, soils, and water resources, mitigate the consequences of erosion processes. …”
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Gene-Environment Interactions in Stress Response Contribute Additively to a Genotype-Environment Interaction. by Takeshi Matsui, Ian M Ehrenreich

“…To shed light on this problem, we genetically dissected an environment-specific poor growth phenotype in a cross of two budding yeast strains. This phenotype is detectable when certain segregants are grown on ethanol at 37°C ('E37'), a condition that differs from the standard culturing environment in both its carbon source (ethanol as opposed to glucose) and temperature (37°C as opposed to 30°C). …”
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Developing a novel layer network structure for a LSTM model to predict mean monthly river streamflow by Amin Gharehbaghi, Redvan Ghasemlounia, Shahaboddin Daneshvar, Farshad Ahmadi

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Collaborative Federated Learning of Unmanned Aerial Vehicles in Space–Air–Ground Integrated Network by Huibo Li, Peng Gong, Siqi Li, Weidong Wang, Yu Liu, Xiang Gao, Dapeng Oliver Wu, Duk Kyung Kim, Guangwei Zhang, Jihao Zhang

“…An optimization problem is proposed to minimize the total energy consumption and the loss function of local FL models. In order to solve the mixed integer nonlinear problem (MINLP), a data offloading selection strategy based on proximity discovery and an iterative method-based resource allocation algorithm (IRA) are proposed. …”
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Development vectors for research libraries: the review of the key reports at the IFLA World Library and Information Congress 2019 by N. S. Redkina

“…As a result, it was determined that libraries choose various ways and new methods of work to support researchers: by analyzing user needs; integrating librarians into the research life cycle; implementing the principles of open science and open access; developing discovery services and expanding the functionality of information resources; using artificial intelligence technologies, augmented and virtual reality, etc. …”
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Quand l’écriture entre dans le quotidien : les mots de la mémoire dans les livres de raison (Provence, fin xve-xviiie siècles) by Isabelle Luciani

“…Writing is in fact a way of fixing time, bringing into play procedural resources (recording, ordering, recalling, etc.), episodic and autobiographical resources, semantic resources (the past takes on meaning) and metacognitive resources. …”
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Urban Hierarchy Migration Model and Impact Mechanism of Graduates Admitted to the Guangdong Provincial Civil Service Examination by Wu Jinghao, Liu Ye, Tang Honglin

“…The decision-making and selection process in the selection mechanism for the migration mode of newly recruited graduates in the civil service examination is complex and dynamic, involving the interaction of multiple factors, such as government policy guidance, job characteristics, personal factors, and urban conditions, with objective limitations, personal abilities and resources, and subjective willingness. …”
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Expression analyses of chemosensory genes provide insights into evolution of gustatory receptor genes in the bumble bee Bombus impatiens by Kaleigh Fisher, Blanca M. Guillén, Anupama Dahanukar, Naoki Yamanaka, S. Hollis Woodard

“…Chemoreception mediates fundamental behaviors in bumble bees like finding mates, selecting suitable nest sites, and foraging resources. …”
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GENERATION AND COLLECTION OF TOBACCO AEROSOL FOR SHISHA by N. N. Bubnova, M. V. Shkidyuk

“…Qualitative characteristics of tobacco aerosol for shisha are determined by the functional purpose and depend on the component composition of the tobacco mixture and the coal used.The purpose of the research is to develop a methodology for the comprehensive assessment of tobacco for shisha based on modern methods of product quality control and includes the following steps:- monitoring of the studies to determine the component composition of the hookah mixture and the aerosol produced;- analysis of hookah mixture testing modes and development of an aerosol generation protocol;- development of a method for collecting aerosol on a laboratory smoking machine; - quantitative analysis of toxic analytes by HPLC MS / MS method.Methods have been developed for the machine generation and collection of tobacco aerosol for hookah, taking into account low concentrations of the analyzed toxic substances.The expediency of using the HPLC MS / MS method to determine the quantity of the following substances in tobacco aerosol for shisha has been substantiated:- carbonyl compounds (formaldehyde, acetaldehyde, acrolein) by detection on an electrospray source in the negative polarity mode- tobacco specific nitrosoamines (NNN and NNK) by detection on an electrospray source in the positive polarity mode.During the research laboratory and analytical equipment was used: a five-channel linear CERULEAN SM 405 smoking machine; Thermo Scientific Dionex UltiMate 3000 liquid chromatograph and TSQ Quantiva mass spectrometer.Obtaining experimental data on the quantitative determination of the component composition of the aerosol produced by tobacco for shisha using hookah systems is relevant for assessing toxic characteristics of the product.…”
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Evaluation of Baby Leaf Products Using Hyperspectral Imaging Techniques by Antonietta Eliana Barrasso, Claudio Perone, Roberto Romaniello

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Diverse vegetation responses to solar farm installation are also driven by climate change by Chuandong Wu, Hu Liu, Lemin Wei, Yang Yu, Wenzhi Zhao, Li Guo, Zhibin He, Omer Yetemen, Dawen Yang

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