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Early-Stage State-of-Health Prediction of Lithium Batteries for Wireless Sensor Networks Using LSTM and a Single Exponential Degradation Model
Published 2025-04-01“…Various architectures and hyperparameters were explored to optimize the models’ performance. The key finding is that training one of the models with only 50 records (equivalent to 30% of battery usage) enables accurate SOH prediction, achieving a Mean Squared Error (MSE) of <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mn>1.68</mn><mo>×</mo><msup><mrow><mn>10</mn></mrow><mrow><mo>−</mo><mn>4</mn></mrow></msup></mrow></semantics></math></inline-formula> and Root Mean Squared Error (RMSE) of <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mn>1.30</mn><mo>×</mo><msup><mrow><mn>10</mn></mrow><mrow><mo>−</mo><mn>2</mn></mrow></msup></mrow></semantics></math></inline-formula>. …”
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Model of Organization of Distance Learning for Students of Architectural Specialties
Published 2022-12-01Get full text
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Nonparametric Estimation of Dynamic Value-at-Risk: Multifunctional GARCH Model Case
Published 2025-06-01Get full text
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Laser–Arc Welding Adaptive Model of Multi-Pre-Welding Condition Based on GA-BP Neural Network
Published 2025-05-01Get full text
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AAGP integrates physicochemical and compositional features for machine learning-based prediction of anti-aging peptides
Published 2025-08-01“…Nine machine learning models were used for cross-validation and independent tests. …”
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Urban traffic flow prediction based on the multisource heterogeneous spatio-temporal data fusion
Published 2023-07-01Get full text
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Application of ANN in Prediction of Vibration Caused By Blast Operation, Case Study Shur River Dam
Published 2017-08-01Get full text
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SGCL-LncLoc: An Interpretable Deep Learning Model for Improving lncRNA Subcellular Localization Prediction with Supervised Graph Contrastive Learning
Published 2024-09-01“…The SGCL-LncLoc web server is available at http://csuligroup.com:8000/SGCL-LncLoc. The source code can be obtained from https://github.com/CSUBioGroup/SGCL-LncLoc.…”
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SpatConv Enables the Accurate Prediction of Protein Binding Sites by a Pretrained Protein Language Model and an Interpretable Bio-spatial Convolution
Published 2025-01-01“…Traditional protein binding site prediction models usually extract residue features manually and then employ a graph or point-cloud-based architecture borrowed from other fields. …”
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