Adaptive and Intelligent Temperature Control of Microwave Heating Systems with Multiple Sources
Sun, Yiming
Adaptive and Intelligent Temperature Control of Microwave Heating Systems with Multiple Sources - KIT Scientific Publishing 2016 - 1 electronic resource (XIII, 231 p. p.)
Open Access
In this work, an innovative real-time microwave control approach is proposed, to improve the temperature homogeneity under microwave heating. Multiple adaptive or intelligent control structures have been developed, including the model predictive control, neural network control and reinforcement learning control methods. Experimental results prove that these advanced control methods can effectively reduce the final temperature derivations and improve the temperature homogeneity.
Creative Commons
English
KSP/1000051503 9783731504672
10.5445/KSP/1000051503 doi
Bestärkendes Lernenmicrowave heating Künstliches neuronales Netz Mehrgrößenregelung Mikrowellenerwärmung multiple-input multiple-output (MIMO) Modellprädiktive Regelung neural network model predictive control (MPC) reinforcement learning
Adaptive and Intelligent Temperature Control of Microwave Heating Systems with Multiple Sources - KIT Scientific Publishing 2016 - 1 electronic resource (XIII, 231 p. p.)
Open Access
In this work, an innovative real-time microwave control approach is proposed, to improve the temperature homogeneity under microwave heating. Multiple adaptive or intelligent control structures have been developed, including the model predictive control, neural network control and reinforcement learning control methods. Experimental results prove that these advanced control methods can effectively reduce the final temperature derivations and improve the temperature homogeneity.
Creative Commons
English
KSP/1000051503 9783731504672
10.5445/KSP/1000051503 doi
Bestärkendes Lernenmicrowave heating Künstliches neuronales Netz Mehrgrößenregelung Mikrowellenerwärmung multiple-input multiple-output (MIMO) Modellprädiktive Regelung neural network model predictive control (MPC) reinforcement learning