针对火电厂脱硫系统工作过程中存在非线性、时变性、多变量等问题,提出了一种基于改进即时学习算法的脱硫系统吸收塔浆液pH值软测量模型。在选择即时学习算法相似样本时,为了充分考虑输入变量与输出变量之间的相关性,采用一种基于偏最...针对火电厂脱硫系统工作过程中存在非线性、时变性、多变量等问题,提出了一种基于改进即时学习算法的脱硫系统吸收塔浆液pH值软测量模型。在选择即时学习算法相似样本时,为了充分考虑输入变量与输出变量之间的相关性,采用一种基于偏最小二乘法(partial least squares,PLS)的相似准则确定系统当前工作点的建模邻域,利用得到的建模邻域建立基于最小二乘支持向量机(least squares support vector machine,LSSVM)的局部模型预测当前pH值。将该方法应用于脱硫系统吸收塔pH值建模仿真,结果表明,该软测量模型具有良好的预测性能。展开更多
The effects of aggressive peat nature (pH) on the strength of peat treated by cement and cement-sodium silicate grout were investigated by evaluating the changes in unconfined compressive strength,moisture content,and...The effects of aggressive peat nature (pH) on the strength of peat treated by cement and cement-sodium silicate grout were investigated by evaluating the changes in unconfined compressive strength,moisture content,and scanning electron microscopy (SEM) of samples with time in different pH media.The results indicate that peats treated by cement-silicate have higher strength than peats treated by cement,due to an increase in pH value of the media.Furthermore,cement and cement-silicate are highly effective in reducing the moisture content and void ratio of the treated peats.The microstructures of treated peats support the laboratory test results.展开更多
文摘针对火电厂脱硫系统工作过程中存在非线性、时变性、多变量等问题,提出了一种基于改进即时学习算法的脱硫系统吸收塔浆液pH值软测量模型。在选择即时学习算法相似样本时,为了充分考虑输入变量与输出变量之间的相关性,采用一种基于偏最小二乘法(partial least squares,PLS)的相似准则确定系统当前工作点的建模邻域,利用得到的建模邻域建立基于最小二乘支持向量机(least squares support vector machine,LSSVM)的局部模型预测当前pH值。将该方法应用于脱硫系统吸收塔pH值建模仿真,结果表明,该软测量模型具有良好的预测性能。
基金the Ministry of Science,Technology Innovation,Malaysia (Project No.03-01-04-SF0889) for the financial support of this research
文摘The effects of aggressive peat nature (pH) on the strength of peat treated by cement and cement-sodium silicate grout were investigated by evaluating the changes in unconfined compressive strength,moisture content,and scanning electron microscopy (SEM) of samples with time in different pH media.The results indicate that peats treated by cement-silicate have higher strength than peats treated by cement,due to an increase in pH value of the media.Furthermore,cement and cement-silicate are highly effective in reducing the moisture content and void ratio of the treated peats.The microstructures of treated peats support the laboratory test results.
