Fundamentals of Advanced Control: ARMAX and Artificial Neural Networks (ANNs)
Identification of Processes ARMAX (Auto-Regressive Moving Average with eXternal inputs)
CE&Adv implements ARMAX as a generic algorithm for modeling the dynamic behavior of processes, using data from inputs, outputs and disturbances. This system allows a precise identification of the process, optimizing the efficiency and the response of the system.
Application of Artificial Neural Networks (ANNs) in Advanced Control
CE&Adv applied Artificial Neural Networks to correlate the variation of the variables with the dynamic response of a process by a factor of learning and a rule of optimization.
Potential ARMAX + ANNs in Environments Variables
The combination ARMAX + ANNs is ideal in situations where the nature of the process varies, improving the adaptability in dynamic environments.
Experience in Projects: Specific Applications of CE&Adv
Marine engines and Energy
CE&Adv has developed monitoring systems, real-time efficiency for marine engines and energy. These projects maximize the performance of your engine without the need to modify the electrical or mechanical installation, reaching accuracies of up to 0.01% in the monitoring, even during load variations and ramps motor of up to 600 kW/s.
Systems of Heat Exchangers
CE&Adv applies advanced technologies for the complete characterization and optimization of heat exchangers, by adjusting the control and ensuring maximum energy transfer.
Systems of Gas Mixture Automated
CE&Adv implements systems of gas mixture, fully automatic, which allow you to adjust the % of the mixture for different combinations of gases:
- Natural Gas + Propane
- Natural Gas + Ethane
- Natural Gas + Hydrogen
- Natural Gas + Lfg
These systems allow for minor variations in the number of methane and comply with regulations of NOx emissions, optimizing the performance of the engine.