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Modelling, simulation and multivariable control of plasma etching of silicon and silicon dioxide

机译:硅和二氧化硅等离子体刻蚀的建模,模拟和多变量控制

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摘要

Plasma etching has been used extensively in the microelectronics industry for integrated circuit fabrication. However, the optimisation of this process is quite challenging because the plasma etching process is complex and not fully understood. An experimental and theoretical study of the etching characteristics of silicon (Si) and silicon dioxide (SiC^) in a sulphur hexafluoride (SFg) with Argon is reported. The selected manipulated variables or inputs are radio-frequency (RF) discharge power density, chamber pressure and gas component ratios. The semi-outputs or process variables are the relative percent concentration of plasma species: fluorine [F], [SFX] (x=3-»6) and the electric field to pressure ratio E/p. The outputs or performance variables are Si and Si02 etch rates and (centre-to-edge ) etching uniformity.ududThe etch rates of silicon and silicon dioxide in SFg/Ar plasma are statistically investigated based on the effects of different settings of the manipulated variables. Optical emission spectrometry and laser interferometry have been employed to monitor spectral emission and etch rate in real time for plasma diagnostics, endpoint detection, and process control. The results obtained from this study have shown that etching Si and Si02 in SFg/Ar leads to higher etch rates in comparison to other reported systems. Variations in optical parameters associated with manipulated conditions, such as RF power density etc., have been studied over a limited parameter space to obtain their effects on the etch rates of Si and Si02.ududA dynamic mass balance has been employed to construct a comprehensive reactor model for a basic study of plasma etching o f Si and Si02 with SF6/Ar. The model includes diffusion and convection of molecular fragments in a duct geometry, which is estimated by using an effective diffusion length which takes surface reflection into account. Electron impact dissociation and ionisation reactions which depend on the electric field and gas density are the dominant sources of active species generation. Fluorine atom generation is also described by dissociative chemisorption. Fundamental plasma parameters such as electron density and electric field are estimated from impedance measurements in designed experiments under the various operating conditions. Results presented show relatively good agreement between the model predictions and the experimental data.ududUsing regression analysis a steady-state model which relates the manipulated conditions to both the process and performance quantities has been developed. Optical emission spectroscopy and laser interferometry (both non-intrusive technologies) are again employed in order to maintain the integrity of the etching environment. This information can be used to find correlations and also feed into the model to track proper operating conditions. It is found that a fast, uniform Si and Si02 etch rate could be achieved in the SFg/Argon process by using high RF power density, low pressure, high SFg/Ar ratio. Correlations are developed to directly relate inputs, semi-outputs and outputs in the SFg/Ar system. Response surface methodology (RSM) is used as a basis for further modelling of the non-linear plasma etching process. Results presented in this study compare favourably with the known discharge characteristics, some interpretations of the etching and discharge mechanism and also the comprehensive reactor model. The singular value decomposition (SVD) technique has been applied to determine the pairings between performance quantities, process and manipulated variables. The non-intrusive techniques are also used for dynamic measures of interaction and are found to very rarely change the variable pairings. Step tests are run to determine process variable time constants for use in dynamic process simulation. The SVD pairings with input and output structural compensators designed by using the SVD technique form a multi input-multi output (MIMO) decoupled control system. The robust multivariable control system analysis based on structured uncertainties of inputs and outputs has been formulated as a "block diagonal bounded perturbation" problem (BDBP). The solution to this problem involves the structured singular value (SSV), a generalisation of the singular value decomposition, which is useful for robust multivariable control analysis since the model uncertainty due to the non-linear behaviour of the plasma etching is highly structured. The robust stability and performance properties of the system subject to disturbances and structured perturbations are developed.ududResults presented show that the closed loop transient responses for SVD pairings with the structurally compensated MIMO control strategies are typically much faster than the conventional scheme. Both of the control strategies satisfy the robustness requirements but the robust stability of conventional control is worse for multiplicative input uncertainties and the structurally compensated scheme is less sensitive to input perturbations.
机译:等离子体蚀刻已在微电子工业中广泛用于集成电路制造。然而,由于等离子蚀刻工艺是复杂的并且未被完全理解,因此该工艺的优化是非常具有挑战性的。报道了用氩气对六氟化硫(SFg)中的硅(Si)和二氧化硅(SiC2)蚀刻特性进行实验和理论研究。所选的操纵变量或输入为射频(RF)放电功率密度,腔室压力和气体组分比。半输出或过程变量是血浆物种的相对百分比浓度:氟[F],[SFX](x = 3-→6)和电场与压力之比E / p。输出或性能变量为Si和SiO2蚀刻速率和(中心到边缘)蚀刻均匀性。 ud ud基于不同设置的影响,对SFg / Ar等离子体中硅和二氧化硅的蚀刻速率进行了统计研究。操纵变量。光学发射光谱法和激光干涉法已被用于实时监测光谱发射和蚀刻速率,以用于等离子体诊断,终点检测和过程控制。从这项研究中获得的结果表明,与其他已报道的系统相比,在SFg / Ar中蚀刻Si和SiO2导致更高的蚀刻速率。已经在有限的参数空间上研究了与受控条件相关的光学参数的变化,例如RF功率密度等,以获得它们对Si和Si02蚀刻速率的影响。 ud ud已采用动态质量平衡来构造一个综合的反应器模型,用于用SF6 / Ar进行Si和Si02的等离子刻蚀的基础研究。该模型包括管道几何形状中分子片段的扩散和对流,这是通过使用考虑了表面反射的有效扩散长度来估算的。取决于电场和气体密度的电子冲击解离和电离反应是产生活性物质的主要来源。氟原子的产生也可以通过解离化学吸附来描述。在各种操作条件下,通过设计实验中的阻抗测量可估算基本的等离子体参数,例如电子密度和电场。给出的结果表明,模型预测与实验数据之间具有相对较好的一致性。 ud ud使用回归分析,开发了一种稳态模型,该模型将操纵条件与过程和性能量都相关联。为了维持蚀刻环境的完整性,再次使用了光发射光谱法和激光干涉法(两种非侵入性技术)。该信息可用于查找相关性,也可馈入模型以跟踪适当的工作条件。发现通过使用高RF功率密度,低压,高SFg / Ar比,在SFg / Argon工艺中可以实现快速,均匀的Si和SiO 2蚀刻速率。关联被开发为直接关联SFg / Ar系统中的输入,半输出和输出。响应表面方法(RSM)被用作非线性等离子体蚀刻工艺的进一步建模的基础。这项研究中给出的结果与已知的放电特性,蚀刻和放电机理的一些解释以及综合反应器模型相吻合。奇异值分解(SVD)技术已应用于确定性能量,过程和操纵变量之间的配对。非侵入性技术也用于交互的动态度量,并且发现它们很少更改变量对。运行步骤测试以确定用于动态过程仿真的过程变量时间常数。通过使用SVD技术设计的具有输入和输出结构补偿器的SVD配对,形成了多输入多输出(MIMO)解耦控制系统。基于输入和输出的结构不确定性的鲁棒多变量控制系统分析已被表述为“块对角线有界扰动”问题(BDBP)。该问题的解决方案涉及结构化奇异值(SSV),即奇异值分解的一般化由于等离子刻蚀的非线性行为导致的模型不确定性高度结构化,因此对鲁棒的多变量控制分析很有用。 ud ud结果表明,具有结构补偿的MIMO控制策略的SVD配对的闭环瞬态响应通常比传统方案要快得多。两种控制策略都满足鲁棒性要求,但是对于乘法输入不确定性,常规控制的鲁棒稳定性较差,并且结构补偿方案对输入扰动较不敏感。

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    Tan Liang;

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  • 年度 1994
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