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Machine learning-based coalbed methane well production prediction and fracturing parameter optimization
Published 2025-04-01Subjects: “…|coalbed methane|random forest algorithm|multi-task learning|particle swarm optimization algorithm|production prediction|fracturing parameter optimization…”
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804
Optimizing Traffic Speed Prediction Using a Multi-Objective Genetic Algorithm-Enhanced RNN for Intelligent Transportation Systems
Published 2025-01-01“…Additionally, we developed a Multi-Objective Genetic Algorithm (MOGA)-enhanced RNN model to optimize hyperparameters and achieve accurate traffic speed predictions. …”
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805
iMLGAM: Integrated Machine Learning and Genetic Algorithm‐driven Multiomics analysis for pan‐cancer immunotherapy response prediction
Published 2025-04-01“…Abstract To address the substantial variability in immune checkpoint blockade (ICB) therapy effectiveness, we developed an innovative R package called integrated Machine Learning and Genetic Algorithm‐driven Multiomics analysis (iMLGAM), which establishes a comprehensive scoring system for predicting treatment outcomes through advanced multi‐omics data integration. …”
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806
A machine learning-based prediction of diabetic retinopathy using the Korea national health and nutrition examination survey (2008–2012, 2017–2021)
Published 2025-05-01Subjects: Get full text
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807
Trustworthy Load Prediction for Cantilever Roadheader Robot Without Imputation
Published 2025-06-01Subjects: Get full text
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808
Prediction of Insulator ESDD Based on Meteorological Feature Mining and AdaBoost-MEA-ELM Model
Published 2023-09-01Subjects: “…esdd prediction…”
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809
Identifying the Latitude and Longitude of ATMs in ATM Networks
Published 2024-06-01Subjects: “…atm location prediction algorithm…”
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810
Research on Slope Stability Prediction Based on MC-BKA-MLP Mixed Model
Published 2025-03-01“…Subsequently, a novel Black Kite Algorithm (BKA) was developed to enhance the prediction model of a multilevel perceptron neural network. …”
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811
Predicting Coronary Heart Disease Using Data Mining and Machine Learning Solutions
Published 2025-06-01“…The true positive rate for the GB algorithm’s predictions of patients was 98.3%. The study hypothesizes that the GB method predicts the Framingham dataset better than other algorithms using 4240 samples.…”
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812
Research on 5G base station energy saving system based on DCNN-LSTM load prediction algorithm
Published 2023-04-01“…With the rapid construction of the 5G wireless communication network, the energy consumption pressure of operators, and even the overall communication industry, is simultaneously highlighted.Achieving sustainable development of the industry through energy conservation and consumption reduction has become a new research direction for the current 5G network development.Taking the PRB rate as the load evaluation index, LSTM model was improved by using DCNN to extract the depth feature of the cell’s indicators.A set of DCNN-LSTM deep learning model that could predict the future value of PRB rate was proposed.On the basis of the improved algorithm, the network topology of the current 5G access network was optimized.An additional network element and its working system were designed.An intelligent energy-saving system, which ensured the network experience, of 5G base stations was realized.…”
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813
Development of Digital Twin for FDM Printer With Preventive Cyber-Attack and Control Algorithms
Published 2024-01-01“…It also highlights a model predictive control (MPC) algorithm based on a real-time feedback system for controlling the material feed. …”
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814
Prediction of IPO performance from prospectus using multinomial logistic regression, a machine learning model
Published 2025-03-01“…The MLR model had a higher level of accuracy when compared with other machine learning algorithms. By using the model developed here, investors can improve their ability to predict the direction of the return on their investment in an IPO, at least for the first month. …”
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815
Influence of Modal Decomposition Algorithms on Nonlinear Time Series Machine Learning Prediction Models in Engineering: A Case Study of Subway Tunnel Settlement
Published 2024-11-01“…The results show that the prediction model with the integrated decomposition algorithm reduces the RMSE and MAE by 33% and 37%, respectively, which significantly improves the prediction accuracy and generalization ability of the neural network to meet the demand of practical engineering prediction and simultaneously enhances the risk warning ability of the model.…”
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Health State Prediction of Lithium-Ion Battery Based on Improved Sparrow Search Algorithm and Support Vector Regression
Published 2024-11-01“…To enhance prediction performance, this paper introduces an SOH prediction model based on an improved sparrow algorithm and support vector regression (ISSA-SVR). …”
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818
Optimizing knee osteoarthritis severity prediction on MRI images using deep stacking ensemble technique
Published 2024-11-01“…In the present investigation, four pre-trained models, specifically CNN, AlexNet, ResNet34 and ResNet-50, were utilized to predict the severity of KOA. Further, a Deep stack ensemble technique was employed to achieve optimal performance resulting to the accuracy of 99.71%.…”
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819
Aging Prediction of IGBT Based on Improved Support Vector Regression
Published 2022-07-01Subjects: Get full text
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820
Optimization algorithms for multivariate sampling reduction using spatial-temporal data
Published 2025-08-01Get full text
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