TANG Zhenhao, LI Yanyan, CAO Shengxian. A Nonlinear Deep Learning Model for Oxygen Content of Flue Gas[J]. 2020, 25(5): 127-135.
DOI:
TANG Zhenhao, LI Yanyan, CAO Shengxian. A Nonlinear Deep Learning Model for Oxygen Content of Flue Gas[J]. 2020, 25(5): 127-135.DOI: 10.15938/j.jhust.2020.05.018.
A Nonlinear Deep Learning Model for Oxygen Content of Flue Gas
摘要
摘 要: 针对烟气含氧量测量成本高、测量不稳定等问题,依据深度学习理论,采用非线性组合深度置信网络(nonlinear combined deep belief network
It is a deviation reality that lifespan of some products is described bycommon distributions. However,the ZZ distribution can better describe the lifespan distribution ofthis type of product.In order tostudythe reliability of the ZZ distribution under the condition of no failure data
and the reliability function is transformed
and the concavity and convexity isused to obtain a more precise relationship between the reliability of theproducts at each detection timeFurther
under the prior distribution is theuniform distribution or more general distribution
Bayesian Estimation of thereliability at each moment is given Meanwhile
according to the optimalconfidence lower limit formula of known function with confidence level of 1-α in thecase of no failure data
the optimal confidence lower limit expression of thereliability function is given
and the simplified form that is convenient touse is obtained in several special cases.