Linear parameter-varying approach for modeling rapid thermal processes

Mark Trudgen, S. Z. Rizvi, J. Mohammadpour
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引用次数: 2

Abstract

In the present paper, a new approach is presented to model rapid thermal processing (RTP) systems. Within the past decade, RTP has achieved acceptance as the mainstream technology for semiconductor manufacturing. Thermal processing is one of the most efficient ways to control the phase-structure properties; moreover, the time duration of RTP systems reduces the so-called thermal budget significantly compared to the traditional methods. RTP implementation is based on the use of light from heating lamps to provide a heat flux. This process is highly nonlinear due to the radiative heat transfer and material properties. By invoking the first principles-based models, we develop in this paper a linear parameter-varying (LPV) model to directly account for all the nonlinearities within the system. The model is then discretized into a high-order affine LPV system; thereafter, principal component analysis (PCA) method is utilized to reduce the number of LPV model's scheduling variables, followed by the use of proper orthogonal decomposition (POD) for model order reduction. Finally, simulations demonstrate that the low-order LPV model, which is in a form suitable for controller design purposes, retains the properties of the original full-order model.
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快速热过程的线性变参数建模方法
本文提出了一种快速热加工(RTP)系统建模的新方法。在过去的十年里,RTP已经成为半导体制造的主流技术。热处理是控制相结构性能最有效的方法之一;此外,与传统方法相比,RTP系统的持续时间显著减少了所谓的热预算。RTP的实现是基于使用来自加热灯的光来提供热流。由于辐射传热和材料特性的影响,这一过程是高度非线性的。通过调用基于第一原理的模型,我们在本文中建立了一个线性参数变化(LPV)模型来直接解释系统内的所有非线性。然后将模型离散成一个高阶仿射LPV系统;然后,利用主成分分析(PCA)方法减少LPV模型调度变量的数量,然后利用适当的正交分解(POD)方法进行模型降阶。最后,仿真结果表明,低阶LPV模型保留了原全阶模型的特性,以适合控制器设计的形式存在。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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