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A CNN-LSTM model for road surface recognition of electric balance vehicles
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Flower Automata Pattern-Based Discrimination of Fibromyalgia From Control Subjects Using Fusion of Sleep EEG and ECG Signals
Published 2025-01-01“…The novelty of the model is the use of dynamic and interpretable feature engineering framework comprising of two innovations: 1) Flower Automata Pattern (FAP) for self-organized pattern-based feature extraction, and 2) Attention-Driven Wavelet Transform and Absolute Maximum Pooling (ADWTAMP) method for signal decomposition and compression. …”
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Performance Comparison of Facial Emotion Recognition: Introducing a Model within the Driver Assistance Framework based on Deep Learning with LBP Feature Extraction for In-Vehicle A...
Published 2024-11-01“…Secondly, the Local Binary Patterns (LBP) feature descriptor is utilized to extract features from the identified eye, nose, and mouth regions. …”
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Peculiarities of Pattern Information Transmission
Published 2017-11-01“…The analysis of peculiarities of mental images formation and development is given, a model of the mechanism of pattern information transmission is proposed. …”
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Rural settlement pattern in Belarus
Published 2013-06-01“…Spatial and temporal shifts in the rural population distribution and settlement structure were found, and types of the Belarusian rural settlement pattern were developed. Distribution features and demographic development of a new form of the Belarusian rural communities - agrotowns - were discovered…”
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Tool Wear Monitoring Technology and Its Application in Heavy Cutting
Published 2022-02-01“…In order to discuss the tool wear monitoring technology and its application in heavy cutting, taking the common cutting tool wear monitoring as the research object, the most widely used and emerging key technologies, methods and principles in tool wear monitoring are deeply analyzed from the aspects of signal acquisition, feature processing, pattern recognition and decision control.Their advantages and disadvantages are analyzed in detail.Then the application of tool wear monitoring in heavy cutting are explained and analyzed.The achievements and progress made by domestic and foreign scholars in the field of tool wear monitoring are described, and the future development trend is prospected. …”
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An interpretable deep learning framework for medical diagnosis using spectrogram analysis
Published 2025-12-01“…In contrast, the custom CNN model exhibits more coherent and class-specific activation patterns, offering improved localization of diagnostically relevant features.…”
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Explainable machine learning-driven models for predicting Parkinson’s disease and its prognosis: obesity patterns associations and models development using NHANES 1999–2018 data...
Published 2025-07-01“…We aimed to investigate the associations of obesity patterns on PD and all-cause mortality, while developing machine learning (ML)-driven predictive and prognostic models for PD. …”
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Gut metagenomic features of frailty
Published 2024-11-01“…We propose these identified features may constitute a “frailty-associated metabolic signature” in the gut microbiome. …”
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Cardioprotective dietary pattern of Siberian population
Published 2023-09-01“…Background — Analysis of eating habits can help identify cardioprotective dietary patterns. It is necessary to qualitatively study the diet of modern inhabitants of Siberia and identify food stereotypes that contribute to effective cardiac prophylaxis. …”
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Identifying etiological pattern for postpartum complications
Published 2022-09-01“…Postpartum complications hold one of the leading places in the pattern of gynecological diseases.Aim: to study the clinical and laboratory features of developing postpartum inflammatory complications.Materials and Methods. …”
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Rethinking the regulations and development patterns of villages connected to the city; approaches based on generic codes at macro level(Case study: Perjikola and Bala lamouk villag...
Published 2018-09-01“…But the principles guiding the morphological identity of the settlements in the current developments have not been able to continue. In the meantime, many villages have gradually become part of the urban areas, heavily influenced by urban development patterns and are losing their special identity. …”
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