Remote Sensing Applications Society and Environment, Journal Year: 2025, Volume and Issue: unknown, P. 101562 - 101562
Published: April 1, 2025
Language: Английский
Remote Sensing Applications Society and Environment, Journal Year: 2025, Volume and Issue: unknown, P. 101562 - 101562
Published: April 1, 2025
Language: Английский
Scientific Reports, Journal Year: 2025, Volume and Issue: 15(1)
Published: Feb. 25, 2025
Ozone pollution affects food production, human health, and the lives of individuals. Due to rapid industrialization urbanization, Liaocheng has experienced increasing ozone concentration over several years. Therefore, become a major environmental problem in City. Long short-term memory (LSTM) artificial neural network (ANN) models are established predict concentrations City from 2014 2023. The results show general improvement accuracy LSTM model compared ANN model. Compared ANN, an increase determination coefficient (R2), value 0.6779 0.6939, decrease root mean square error (RMSE) 27.9895 μg/m3 27.2140 absolute (MAE) 21.6919 20.8825 μg/m3. prediction is superior terms R, RMSE, MAE. In summary, promising technique for predicting concentrations. Moreover, by leveraging historical data enables accurate predictions future on global scale. This will open up new avenues controlling mitigating pollution.
Language: Английский
Citations
2The Science of The Total Environment, Journal Year: 2025, Volume and Issue: 968, P. 178901 - 178901
Published: Feb. 22, 2025
Language: Английский
Citations
0Results in Engineering, Journal Year: 2025, Volume and Issue: unknown, P. 104578 - 104578
Published: March 1, 2025
Language: Английский
Citations
0Water Resources Management, Journal Year: 2025, Volume and Issue: unknown
Published: March 12, 2025
Language: Английский
Citations
0Energy, Journal Year: 2025, Volume and Issue: unknown, P. 135777 - 135777
Published: March 1, 2025
Language: Английский
Citations
0Toxics, Journal Year: 2025, Volume and Issue: 13(4), P. 254 - 254
Published: March 28, 2025
Surface air pollution affects ecosystems and people’s health. However, traditional models have low prediction accuracy. Therefore, a hybrid model for accurately predicting daily surface PM2.5 concentrations was integrated with wavelet (W), convolutional neural network (CNN), bidirectional long short-term memory (BiLSTM), gated recurrent unit (BiGRU). The data meteorological factors pollutants in Guangzhou City from 2014 to 2020 were utilized as inputs the models. W-CNN-BiGRU-BiLSTM demonstrated strong performance during phase, achieving an R (correlation coefficient) of 0.9952, root mean square error (RMSE) 1.4935 μg/m3, absolute (MAE) 1.2091 percentage (MAPE) 7.3782%. Correspondingly, accurate is beneficial control urban planning.
Language: Английский
Citations
0PLoS ONE, Journal Year: 2025, Volume and Issue: 20(4), P. e0320327 - e0320327
Published: April 1, 2025
Objectives The current research investigations present the numerical solutions of anthrax disease system in animals by designing a machine learning stochastic procedure. mathematical is classified into susceptible, infected, recovered and vaccinated. Method A Runge-Kutta solver applied to collect dataset, which decreases mean square error dividing training as 78%, testing 12% verification 10%. proposed computing technique performed through logistic sigmoid activation function, single hidden layer construction, twenty-seven numbers neurons, optimization Bayesian regularization for animals. Finding designed procedure’s correctness authenticated results overlapping reducible absolute error, are calculated around 10 -05 -08 each case model. best performances -10 -12 Moreover, statistical terms regression coefficient, histogram, state transition values enhance reliability approach. Novelty scheme not before get
Language: Английский
Citations
0Ain Shams Engineering Journal, Journal Year: 2025, Volume and Issue: 16(5), P. 103380 - 103380
Published: April 1, 2025
Language: Английский
Citations
0Remote Sensing Applications Society and Environment, Journal Year: 2025, Volume and Issue: unknown, P. 101536 - 101536
Published: April 1, 2025
Language: Английский
Citations
0Remote Sensing Applications Society and Environment, Journal Year: 2025, Volume and Issue: unknown, P. 101562 - 101562
Published: April 1, 2025
Language: Английский
Citations
0