Stability analysis of semiconductor manufacturing process with EWMA run-to-run controllers

In the semiconductor manufacturing batch processes, each step is a complicated physiochemical batch process; generally it is difficult to perform measurements online or carry out the measurement for each run, and hence there will be delays in the feedback of the system. The effect of the delay on the stability of the system is an important issue which needs to be understood. Based on the exponentially weighted moving average (EWMA) algorithm, we propose two kinds of controllers, EWMA-I and II controllers for single product process and mixed product process in semiconductor manufacturing in this paper. For the single product process, the stabilities of systems with both controllers which undergo different kinds of metrology delays are investigated. Necessary and sufficient conditions for the stochastic stability are established. Routh-Hurwitz criterion and Lyapunov's direct method are used to obtain the stability regions for the system with fixed metrology delay. By using Lyapunov's direct method, the stability region is established for the system with fixed sampling metrology and with stochastic metrology delay. We also extended the theorems of single product process to mixed product process. Based on the proposed theorems, some numerical examples are provided to illustrate the stability of the delay system.

[1]  Huajing Fang,et al.  Takagi-sugeno fuzzy-model-based fault detection for networked control systems with Markov delays , 2006, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[2]  Ying Zheng,et al.  Cycle forecasting EWMA (CF-EWMA) approach for drift and fault in mixed-product run-to-run process , 2010 .

[3]  Chunjie Zhou,et al.  The optimal drift-compensatory and fault tolerant approach for mixed-product run-to-run control , 2009 .

[4]  Oswaldo Luiz do Valle Costa,et al.  Markovian Jump Linear Systems , 1999 .

[5]  Charles R. Johnson,et al.  Matrix analysis , 1985, Statistical Inference for Engineers and Data Scientists.

[6]  David C. Drain Run-to-Run Control in Semiconductor Manufacturing , 2002 .

[7]  K. Grigoriadis Optimal H ∞ model reduction via linear matrix inequalities: continuous- and discrete-time cases , 1995 .

[8]  Armann Ingolfsson,et al.  Stability and Sensitivity of an EWMA Controller , 1993 .

[9]  Jie Zhang,et al.  An EWMA Algorithm With a Cycled Resetting (CR) Discount Factor for Drift and Fault of High-Mix Run-to-Run Control , 2010, IEEE Transactions on Industrial Informatics.

[10]  R.P. Good,et al.  On the stability of MIMO EWMA run-to-run controllers with metrology delay , 2006, IEEE Transactions on Semiconductor Manufacturing.

[11]  Tongwen Chen,et al.  A new method for stabilization of networked control systems with random delays , 2005 .

[12]  Shi-Shang Jang,et al.  Performance Analysis of EWMA Controllers Subject to Metrology Delay , 2008, IEEE Transactions on Semiconductor Manufacturing.

[13]  S. J. Qin,et al.  Stability analysis of double EWMA run-to-run control with metrology delay , 2002, Proceedings of the 2002 American Control Conference (IEEE Cat. No.CH37301).

[14]  Yu Zhixun Research on Markov Delay Characteristic-Based Closed Loop Network Control System , 2002 .

[15]  Zhou Wang,et al.  Cycle prediction EWMA run-to-run controller for mixed-product drifting process , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[16]  Huitang Chen,et al.  Research on control of network system with Markov delay characteristic , 2000, Proceedings of the 3rd World Congress on Intelligent Control and Automation (Cat. No.00EX393).

[17]  B. Ai,et al.  A fault-tolerant algorithm with cycled resetting discount factor in semiconductor manufacturing industry , 2009, 2009 IEEE International Conference on Control and Automation.

[18]  Shi-Shang Jang,et al.  Stability and performance analysis of mixed product run-to-run control , 2006 .

[19]  Yang Shi,et al.  Output Feedback Stabilization of Networked Control Systems With Random Delays Modeled by Markov Chains , 2009, IEEE Transactions on Automatic Control.

[20]  L. Ghaoui,et al.  A cone complementarity linearization algorithm for static output-feedback and related problems , 1996, Proceedings of Joint Conference on Control Applications Intelligent Control and Computer Aided Control System Design.

[21]  H. Chizeck,et al.  Jump Linear Quadratic Gaussian Control in Continuous Time , 1991, 1991 American Control Conference.

[22]  Ying Zheng,et al.  The dEWMA fault tolerant approach for mixed product run-to-run control , 2009, 2009 IEEE International Symposium on Industrial Electronics.

[23]  James Lam,et al.  H∞ model reduction of Markovian jump linear systems , 2003, Syst. Control. Lett..

[24]  J. Geromel,et al.  Numerical comparison of output feedback design methods , 1997, Proceedings of the 1997 American Control Conference (Cat. No.97CH36041).

[25]  Ying Zheng,et al.  Stability Analysis of EWMA Run-to-Run Controller Subjects to Stochastic Metrology Delay , 2011 .

[26]  A. Hassibi,et al.  Control with random communication delays via a discrete-time jump system approach , 2000, Proceedings of the 2000 American Control Conference. ACC (IEEE Cat. No.00CH36334).

[27]  R. Skelton,et al.  LMI numerical solution for output feedback stabilization , 1994, Proceedings of 1994 American Control Conference - ACC '94.