化工进展
化工進展
화공진전
CHEMICAL INDUSTRY AND ENGINEERING PROGRESS
2012年
6期
1298-1301
,共4页
石宪章%王松杰%赵振峰%田中
石憲章%王鬆傑%趙振峰%田中
석헌장%왕송걸%조진봉%전중
自动微分%非线性拟合%黏度模型%汉森矩阵
自動微分%非線性擬閤%黏度模型%漢森矩陣
자동미분%비선성의합%점도모형%한삼구진
automatic differentiation%nonlinear fitting%viscosity model%Hessian matrix
在聚合物七参数Cross-WLF黏度模型的非线性拟合中,需要解决的一个关键问题是如何精确计算梯度矢量Δf2(x)及汉森矩阵Δf2(x)。因7个黏度参数的数量级差别巨大,传统的数值微分算法因为容易产生歧义而不再适用,本文采用自动微分方法计算Δf2(x)及Δf2(x),在忽略截断误差的情况下,计算结果即为解析解,该方法不仅有效地保障了Δf2(x)及Δf2(x)的计算精度,而且提高了拟合计算的稳定性,本文算例结果表明拟合误差(RMS误差)可达1×10-5量级。
在聚閤物七參數Cross-WLF黏度模型的非線性擬閤中,需要解決的一箇關鍵問題是如何精確計算梯度矢量Δf2(x)及漢森矩陣Δf2(x)。因7箇黏度參數的數量級差彆巨大,傳統的數值微分算法因為容易產生歧義而不再適用,本文採用自動微分方法計算Δf2(x)及Δf2(x),在忽略截斷誤差的情況下,計算結果即為解析解,該方法不僅有效地保障瞭Δf2(x)及Δf2(x)的計算精度,而且提高瞭擬閤計算的穩定性,本文算例結果錶明擬閤誤差(RMS誤差)可達1×10-5量級。
재취합물칠삼수Cross-WLF점도모형적비선성의합중,수요해결적일개관건문제시여하정학계산제도시량Δf2(x)급한삼구진Δf2(x)。인7개점도삼수적수량급차별거대,전통적수치미분산법인위용역산생기의이불재괄용,본문채용자동미분방법계산Δf2(x)급Δf2(x),재홀략절단오차적정황하,계산결과즉위해석해,해방법불부유효지보장료Δf2(x)급Δf2(x)적계산정도,이차제고료의합계산적은정성,본문산례결과표명의합오차(RMS오차)가체1×10-5량급。
The key problem in evaluating the parameters of the 7-parameter Cross-WLF viscosity model of polymer materials with nonlinear fitting method is how exactly to calculate the gradient vector f2(x) and the Hessian matrix f2(x).Numerical method loses its efficiency here and singularity problem arises due to the significant difference of the parameters in magnitude.In order to overcome this problem,automatic differentiation method was adopted in this paper to calculate? f2(x) and? f2(x).Its differentiation accuracy is up to that of analytical method when neglecting the truncation error.Further more,this method is of high stability and benefits much to the final result of the fitting program.Test case shows the RMS error between the fitting viscosity and the experimental viscosity is less than 1×10-5.