Most generated samples contain full simulation of detector effects, using the –6– Geant4 package [55], including simulation of the machine running conditions, while the FCNC samples are processed using a fast simulation of the detector [56]. 5 Event reconstruction and data selection In the ...
[95,101] used machine-learning models to analyze and predict the performance of a multilateral well with different ICV settings under different reservoir scenarios. They proved the effectiveness of machine learning in predicting surface and downhole flow profiles, minimizing field tests, and determining...
Analytical Methods for Cultural HeritageAdvances in Bioremediation of Environmental PollutantsAdvances in Biotechnological Processes: The Challenges of Accurate Analytical MethodsAdvances in Data Science in SportsAdvances in Energy Dissipation SystemsAdvances in Machine Learning and Big Data AnalyticsAdvances in ...
An Insight 300 SL universal testing machine (MTS) equipped with a force capacity of 300 kN, speed control, and a 15 kN load cell was used for the tests. The loading rate was 1 mm/min. The compressive strength of the cement pastes was determined by calculating the average of the results...
Training. This is a process in which the weights and parameters of the prediction model are adjusted through machine learning algorithms. For this task, 75% of the data from the dataset was used. Validation. At this stage, the resulting model is evaluated, with data that are not used in ...
The best combination for each province was then used to predict maize production and was compared with the testing data (20%) left out from the machine learning process. The projection was made using the avNNet function in Caret package in R. The performance measures of the prediction were ...
We found that cereal production will decrease with increasing temperature and decreasing precipitation according to the simulated scenarios, which might not satisfy the growing population in 2024 and 2034. This study provides a practical tool that can be used to provide policy makers with advice on ...