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Analysis of dissolution kinetics of poly(4-hydroxystyrene) with different molecular weight distributions in alkaline aqueous solution using machine learning

机译:利用机器学习分析多种分子量分布的聚(4-羟基苯乙烯)溶出动力学分析

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Photoresists have been widely used as patterning materials for electric devices such as displays and semiconductor. Understanding pattern formation mechanism is essential for the efficient development of resist materials. In this study, we investigated the dissolution kinetics of poly(4-hydroxystyrene) (PHS) with weight-average molecular weights (M_w) of 9000-30000 and molecular weight distribution (M_w/M_n) of 1.07-1.20. The dissolution kinetics of PHS films was observed in tetramethylammonium hydroxide (TMAH) aqueous developers using a quartz crystal microbalance (QCM) method. The TMAH concentration was changed from 0 to 2.38 wt%. The obtained data were analyzed using polynomial regression to clarify the effects of M_w and M_w/M_n on the dissolution kinetics of PHS films. From the results of analysis, both dissolving and swelling behavior largely depended on M_w/M_n. M_w had a little effect on the dissolving, and however, had a large effect on the swelling in dilute TMAH aqueous solution.
机译:光致抗蚀剂已被广泛用作诸如显示和半导体的电气设备的图案化材料。了解模式形成机制对于抗蚀材料有效发展至关重要。在该研究中,我们研究了9000-30000的重均分子量(M_W)的聚(4-羟基苯乙烯)(pHS)的溶出动力学,分子量分布(M_W / m_n)为1.07-1.20。使用石英晶体微稳定(QCM)方法在四甲基氢氧化铵(TMAH)水性显影剂中观察到pHS膜的溶解动力学。 TMAH浓度从0变为2.38wt%。使用多项式回归分析所获得的数据,以阐明M_W和M_W / M_N对PHS膜的溶出动力学的影响。从分析结果,溶解和膨胀行为都大大依赖于M_W / M_N。 M_W对溶解有点效果,然而,对稀释的TMAH水溶液中的溶胀有很大的影响。

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