Traffic Pattern Analysis at Urban Intersections through Vehicle Detection in Aerial Imagery by R. Bahmanyar, J. Hellekes, M. Mühlhaus, V. Gstaiger, F. Kurz

“…This paper explores the application of aerial image sequences to analyze vehicle flows at urban intersections, with the goal of generating data that can inform adaptive traffic signal timing and improve urban mobility in complex, interconnected road networks. Using deep learning techniques, we detect vehicles in aerial images taken at different times of the day and week at a given urban intersection. …”
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Neural Patterns of Social Pain in the Brain‐Wide Representations Across Social Contexts by Xiaodong Zhang, Peng Qing, Qi Liu, Can Liu, Lei Liu, Xianyang Gan, Kun Fu, Chunmei Lan, Xinqi Zhou, Keith M. Kendrick, Benjamin Becker, Weihua Zhao

“…Here, it is combined fMRI with multivariate pattern analysis (MVPA) to establish neurofunctional models for social pain triggered by observing social exclusion and separation naturistic stimuli. …”
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Analysis of signals from air conditioner compressors with ordinal patterns and machine learning by Keila Barbosa, Alejandro C Frery, George DC Cavalcanti

“…Furthermore, we incorporate machine learning algorithms, such as Artificial Neural Networks, Support Vector Machines, and Decision Trees, to evaluate and validate the effectiveness of Ordinal Patterns as discriminative features. …”
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Impact of agricultural industry transformation based on deep learning model evaluation and metaheuristic algorithms under dual carbon strategy by Xuan Zhao, Weiyun Tang, Qiuyan Liu, Hongtao Cao, Fei Chen

“…A hybrid deep learning model—combining Convolutional Neural Networks and Long Short-Term Memory networks—is developed to evaluate the effects of agricultural industry transformation. …”
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Myoelectric signal and machine learning computing in gait pattern recognition for flat fall prediction by Shuo Zhang, Biao Chen, Chaoyang Chen, Maximillian Hovorka, Jin Qi, Jie Hu, Gui Yin, Marie Acosta, Ruby Bautista, Hussein F. Darwiche, Bryan E. Little, Carlos Palacio, John Hovorka

“…Most ML algorithms in this study had an accuracy greater than 90 ​% in EMG-based abnormal gait pattern recognition except for LSTM and BiLSTM. This study provides novel technology for evaluation of gait pattern recognition related to flat ground fall.…”
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Strategies for Construction and Optimization of the Ecological Security Pattern for Human Settlements in the Wuding River Basin by Xiaomeng WANG, Anrong DANG, Biao TONG, Xinyi LIU

“…These corridors serve to link ecological source areas, thereby creating a networked spatial structure that follows a distinct pattern: Denser in the north and sparser in the south. …”
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A Study on the Effects of Embodied and Cognitive Interventions on Adolescents’ Flow Experience and Cognitive Patterns by Chujie Liang, Jiahao Zhi, Cong Su, Weichun Xue, Zixi Liu, Haosheng Ye

“…ENA revealed that the Embodied Group developed stronger body-environment interaction patterns, shifting cognition pattern from psychological evaluations to dynamic bodily processes over time. …”
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Differences of interference myogram patterns from forearm muscles at different variants of the hand grip by E. A. Eliseichev, A. A. Tyaptin, R. M. Zhilin, P. S. Vorobyev, I. S. Blinov

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Optimized Energy Consumption of Electric Vehicles with Driving Pattern Recognition for Real Driving Scenarios by Bedatri Moulik, Sanmukh Kaur, Muhammad Ijaz

“…In the approach, first, labels are defined based on statistical features related to speed followed by the creation of representative driving patterns (RDPs). A neural network-based classifier is then employed for classification into six classes based on four features. …”
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Bibliometric analysis of ecological security pattern construction: Current status, evolution, and development trends by Rui Shu, Guoqing Ma, Yebin Zou, Na Guo, Huizhe Su, Guiqing Zhang

“…The study’s main themes encompass ecological security, ecosystem services, conservation planning, urban growth boundaries, ecological corridors, ecological networks, and green infrastructure. The study elucidates research progress and gaps through a closed-loop construction process of ecological security assessment—source identification—corridor extraction—effectiveness evaluation. …”
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Big Data Analytics for Uncovering Voxel Connectivity Patterns in Attention Deficit Hyperactivity Disorder by Caraka RE, Supardi K, Gio PU, Isnaniawardhani V, Chen RC, Djatmiko B, Pardamean B

“…The performance of different activation functions—ReLU, Sigmoid, and Tanh—was evaluated within deep neural networks.Results: Several key brain regions, including the Fusiform Gyrus, Thalamus, and Superior Temporal Gyrus, were identified as significant predictors for ADHD. …”
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Experimental study of settlement and migration patterns of proppant in long narrow fractures in deep shale by LIU Haoqi, CHEN Fuhong, YU Zhili, GONG Wei, LUO Xi, LIN Hun

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Metaweb approach to unravel food web structures: Exploring environmental changes and biotic interactions in Korean stream ecosystems by Da-Yeong Lee, Sagar Adhurya, Dae-Seong Lee, Young-Seuk Park

“…Metawebs enable the construction of food webs using biomonitoring data, and provide a comprehensive analysis of ecosystem interactions. Using network theory and food web metrics, we (1) applied metaweb approaches to construct and compare local food webs across multiple study sites, offering a holistic perspective on regional ecosystem dynamics; (2) examined the impacts of environmental changes on food web structures to identify patterns indicative of ecosystem status; and (3) evaluated the influence of habitat heterogeneity on food web configuration. …”
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Factors Affecting Public Education for Improving the Pattern of Drug Use: A Qualitative study by Leila Safaeian

“…The interviews were evaluated descriptively by continuous comparison and content analysis method using coding after the implementation. …”
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Research Patterns in Formative Assessment: A Bibliometric Review of Primary and Secondary School Studies by Sheikh Abu Toha Md Saky, Nurul Latifatul Inayati, Md Nurul Islam

“…Key metrics such as keyword co-occurrence, thematic clusters, and global collaboration networks were evaluated to identify prevailing research trends and gaps. …”
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Measuring the communicative constitution of organization as network formation. by Kyle Michael Schwing, Jonathan Pitt

“…We propose a set of metrics, based upon the four flows theory of the communicative constitution of organizations, to evaluate the emergence of organization in a social network. …”
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Integrating mining district data into ecological security pattern identification: a case study of Chenzhou by Jiawei Hui, Yongsheng Cheng

“…Abstract Resource-intensive cities face significant ecological challenges due to mining activities, which degrade landscapes, pollute ecosystems, and disrupt ecological security patterns. This study proposes a process for identifying ecological security patterns (ESP) in mining cities, integrating landscape risk assessment, remote sensing ecological quality evaluation, and mining district spatial data. …”
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FlowSeries: flow analysis on financial networks by Arthur Capozzi, Salvatore Vilella, Dario Moncalvo, Marco Fornasiero, Valeria Ricci, Silvia Ronchiadin, Giancarlo Ruffo

“…Criminal activity in transaction networks often involves complex, evolving patterns specifically designed to evade detection. …”
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Spatial Identification and Distribution Pattern of the Complexity of Rural Poverty in China Using Multisource Spatial Data by Zhenyu Qi, Jinghu Pan, Yaya Feng

“…This paper takes China’s counties as the research unit, selects the influencing factors of poverty from natural and socio-economic factors, establishes an evaluation index system, simulates the natural poverty index and socio-economic poverty eradication index of each county, and clarifies the distribution characteristics of spatial poverty using GIS spatial analysis and BP artificial neural network. …”
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Identifying priority restoration areas based on ecological security pattern: implications for ecological restoration planning by Yingying Li, Min Wei, Rui Zhou, Huan Jin, Yongsheng Chen, Changjin Hong, Wenting Duan, Qiuyue Li

“…Taking the region around Chaohu Lake as an example, this study combined morphological spatial pattern analysis (MSPA), ecosystem service value (ESV) evaluation and circuit theory to construct ecological security pattern and identify the priority ecological restoration areas. …”
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