研究目的
Investigating the use strategy for solid-state lasers to efficiently utilize the available resources and prolong their lifespan by considering the performance degradation and unknown model parameters.
研究成果
The proposed adaptive use strategy for solid-state lasers, combining MLE with MPC, effectively maintains the output optical power at a stable level by dynamically adjusting the input electrical power. The strategy shows excellent control accuracy, computational efficiency, and applicability in cases where model parameters are unknown, significantly prolonging the lifespan of solid-state lasers.
研究不足
The study assumes normally distributed measurement errors and constant diffusion parameters. The exact values of model parameters are unknown, and the method does not utilize prior information about model parameters.
1:Experimental Design and Method Selection:
The degradation behavior of solid-state lasers is modeled using the Wiener process with normally distributed measurement errors. An adaptive use strategy combining MLE with MPC is proposed to maintain the actual output optical power at a stable level by adjusting the input electrical power.
2:Sample Selection and Data Sources:
The study uses simulated data based on parameter settings from a real application of solid-state lasers.
3:List of Experimental Equipment and Materials:
The study involves solid-state lasers and their performance metrics like output optical power and input electrical power.
4:Experimental Procedures and Operational Workflow:
The use strategy involves updating model parameter estimates using MLE based on measured output optical powers and optimizing the input electrical power using MPC at each measurement time point.
5:Data Analysis Methods:
The performance of the proposed use strategy is evaluated using square error (SE) and mean SE (MSE) to quantify control accuracy.
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