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Evaluation of probability density functions to approximate particle size distributions of representative pharmaceutical aerosols

机译:评估概率密度函数以近似代表药物气雾剂的粒径分布

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摘要

The purpose of this work was to evaluate the application of probability density functions (PDFs) and curve-fitting methods to approximate particle size distributions emitted from four pharmaceutical aerosol systems characterized using standard methods. The aerosols were produced by a nebulizer, pressurized metered dose inhaler (pMDI), dry powder inhaler (DPI) and nasal spray. PDFs selected for analysis were (i) log-normal, (ii) upper-Iimit, (iii) Nukiyama- Tanasawa (iv) Rosin-Rammler and (v) modified Rosin-Ramrnler. Two curve-fitting methods were used to estimate the adjustable parameters of the PDFs: linear least-squares fit of the cumulative distribution function (Method A) and non-linear least-squares fit of the probability density function (Method B). Large truncation of the pMDI and DPI particle size distributions obtained by cascade impaction resulted in poor fits of the PDFs. The nebulizer and nasal spray were not affected by truncation and were well represented by the Rosin-Rammler and log-normal PDFs, respectively (Method B only). Probability distribution functions (Method B) were fitted without bias from linear coordinate transformation and produced significantly better fits than Method A for each aerosol system (p < 0.05). Considerable caution must be used when estimating representative parameters from cumulative or probability distributions.
机译:这项工作的目的是评估概率密度函数(PDF)和曲线拟合方法的应用,以近似估算使用标准方法表征的四种药用气雾剂系统散发的粒径分布。气雾剂由雾化器,加压定量吸入器(pMDI),干粉吸入器(DPI)和鼻喷雾剂产生。选择进行分析的PDF是(i)对数正态,(ii)上极限曲线,(iii)Nukiyama-Tanasawa(iv)Rosin-Rammler和(v)改良的Rosin-Ramrnler。两种曲线拟合方法用于估计PDF的可调参数:累积分布函数的线性最小二乘拟合(方法A)和概率密度函数的非线性最小二乘拟合(方法B)。通过级联碰撞获得的pMDI和DPI粒度分布的大幅度截断导致PDF的拟合度较差。雾化器和鼻喷雾剂不受截断的影响,分别由Rosin-Rammler和对数正态PDF很好地表示(仅方法B)。拟合了概率分布函数(方法B),而没有线性坐标转换的偏差,并且对于每种气溶胶系统,拟合度均比方法A更好(P <0.05)。从累积或概率分布估算代表性参数时,必须格外小心。

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