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May 29, 2026Scientific Reports0 citationsOpen Access

Application of NMPC in the processing of Wolter-I grazing incident mirrors

SDSong DingYSYao ShuhaiLSLiwei Sun

Key Points

  • This research aims to enhance the processing efficiency and surface accuracy of Wolter-I grazing incident mirrors by integrating NMPC into the CCOS method.
  • Introduced nonlinear model predictive control (NMPC) into the computerized surface forming (CCOS) method for mirror processing.
  • Established a geometric model and nonlinear machining process considering various factors affecting accuracy.
  • Conducted simulations and experiments to optimize spindle feed rate, removal pressure, and abrasive particle size.
  • Achieved optimal removal efficiency at a spindle feed rate of 25 mm/s, removal pressure of 9 N, and abrasive particle size of 10.
  • Implemented NMPC showed significant improvement in surface accuracy and processing efficiency compared to traditional PID control.
  • Reduced production costs when processing Wolter-I grazing incident mirrors.

Abstract

Wolter-I structures based on X-ray grazing incidence optics are often used in extreme ultraviolet (EUV) collection optical systems, especially in the application of discharge plasma (DPP) sources. With the development of computer technology, the computerized surface forming (CCOS) method can significantly improve the surface accuracy and meet the optical requirements of high precision when processing Wolter-I grazing incident mirrors. In this paper, the nonlinear model predictive control (NMPC) system is innovatively introduced into the traditional CCOS method instead of the PID control system, and the application of NMPC in the rough grinding and fine grinding stages of Wolter-I grazing incident mirrors is studied, and it is found that the processing process and processing efficiency are effectively optimized through the system. Firstly, a detailed geometric model of the mirror was established for the special geometry of the inner surface of the cylindrical surface of the Wolter-I grazing incident mirror. Secondly, in view of the complex and nonlinear characteristics of the Wolter-I grazing incident mirror, a nonlinear model of the machining process is established, and the influence of spindle feed rate, removal pressure, abrasive particle size and other factors on the machining accuracy is considered, and the simulation results show that when the spindle feed rate is 25 mm/s, the removal pressure is 9 N, and the abrasive particle size is 10, the removal efficiency is the highest and the removal effect is the best. The experimental results show that the CCOS method combined with NMPC significantly improves the surface accuracy and effectively improves the processing efficiency and reduces the production cost when processing the Wolter-I grazing incident mirror.

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Cite This Study

Ding et al. (2026) studied this question.

synapsesocial.com/papers/6a192ea9fab5b468c4417d52https://doi.org/10.1038/s41598-026-54599-6
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