High NA EUV and AI in Lithography: SPIE 2026 Conference Highlights – News and Statistics

Machine Learning


March 19, 2026

According to SemiEngineering, creating cutting-edge system-on-chip designs at deep submicron nodes continues to place significant demands on lithography and patterning capabilities throughout manufacturing. Extreme UV lithography has now become a core technology for printing advanced features. As error budgets become more constrained, high numerical aperture EUV becomes increasingly important to extend single patterning capabilities and manage variability.

Industry event highlighting patterning challenges and innovations

The Synopsys Lithography VIP Symposium was held on February 23rd in San Jose, California. The event focused on how GPU acceleration, artificial intelligence, machine learning, and new automation are transforming computational lithography and mask synthesis. The goal is to improve yields, increase engineering efficiency, and shorten delivery times. The symposium ended with a panel discussion on the practical application of AI and machine learning in mask synthesis.

This symposium was held in conjunction with SPIE Advanced Lithography + Patterning 2026, which was held in San Jose from February 22nd to February 26th. This marks the 50th anniversary of the annual conference hosted by the International Society of Optics and Photonics. The event brought together experts to discuss research, challenges, and advances in optical and EUV lithography, patterning technology, metrology, and process integration for semiconductor manufacturing. Synopsys provided multiple technical papers and presentations during the conference.

Key research published on high NA EUV and mask defects

One of the high-profile synopsis papers investigated machine learning-enhanced optical proximity correction modeling for high numerical aperture EUV lithography. This study focused on modeling a line-space array with an 18 nm pitch that requires a critical dimension error of less than 1 nm across all sources of variation. To address the challenges from anisotropic optics and tight error budgets, this work integrated machine learning convolutional neural networks and compact modeling to capture local proximal behavior and achieve the required prediction fidelity.

In another presentation, we discussed co-optimized double-exposure stitching using reverse lithography techniques to maximize the high numerical aperture EUV process window. The talk demonstrated how resolution, process window, and edge placement errors can be improved by optimizing two stitched exposures and their corresponding masks simultaneously. We also demonstrated how this approach reduces overlay sensitivity in stitched areas and alleviates failure modes at stitch boundaries.

A paper published by Intel researchers and co-authored with Intel describes rigorous modeling and repair of EUV multilayer defects. Embedded multilayer defects in EUV masks remain a major challenge for imaging fidelity and yield. In this study, we used a rigorous model to simulate how these defects affect aerial photography. A subsequent simulation-based defect repair flow provided mask repair recommendations that are compatible with available repair tools. Experimental results on a mass-produced EUV mask demonstrate successful first-pass repair and post-heal critical dimension measurements closely matching the defect-free standard.

Another synopsis presentation tackled the problem of sampling physical design layout space based on tight pattern coverage. A coverage-based sampling algorithm designed to reduce oversampling while ensuring coverage across different layouts was introduced. This method uses pattern coverage metrics to quantify the pattern content in the sampled layout area, with the goal of not missing important patterns and minimizing redundant sampling.

The consistent direction of progress presented indicates that as patterning error budgets become tighter, progress increasingly relies on compute-enabled modeling, stitching-enabled methodologies, and robust metrology and verification workflows.

  1. 1. Introduction

    Data-driven decisions to grow your business

    1. Report description
    2. Research methods and AI platforms
    3. Data-driven decision making for your business
    4. Glossary and specific terms
  2. 2. Executive summary

    Market performance overview

    1. Main findings
    2. Market Trends This chapter is only available in the Professional versionprofessional
  3. 3. Market overview

    Understand the current state and outlook of the market

    1. Market Size: Historical Data (2012-2025) and Forecast (2026-2035)
    2. Consumption by country: historical data (2012-2025) and forecast (2026-2035)
    3. Market forecast to 2035
  4. 4. Products with the greatest potential for diversification

    Find new products to diversify your business

    1. Top products to diversify your business
    2. best selling products
    3. most consumed products
    4. Most traded products
    5. The most profitable products for export
  5. 5. Most promising supplier countries

    Choosing the best country to establish a sustainable supply chain

    1. Top countries for sourcing products
    2. Top producing countries
    3. Top exporting countries
    4. low cost exporter
  6. 6. The most promising overseas market

    Choosing the best country to promote exports

    1. Top overseas markets where you can export your products
    2. Top consumer market
    3. unsaturated market
    4. Top import markets
    5. most profitable market
  7. 7. Production

    Latest industry trends and insights

    1. Production volume and value: historical data (2012-2025) and forecast (2026-2035)
    2. Production by country: historical data (2012-2025) and forecast (2026-2035)
  8. 8. Import

    Largest import supplier country

    1. Imports: historical data (2012-2025) and forecast (2026-2035)
    2. Imports by country: historical data (2012-2025) and forecast (2026-2035)
    3. Import prices by country: historical data (2012-2025) and forecast (2026-2035)
  9. 9. Export

    Biggest export destination

    1. Exports: historical data (2012-2025) and forecast (2026-2035)
    2. Exports by country: historical data (2012-2025) and forecast (2026-2035)
    3. Export prices by country: historical data (2012-2025) and forecast (2026-2035)
  10. 10. Profile of major producers

    The largest producers on the market and their profiles

  11. 11. Country Profile

    Biggest markets and their profiles

    This chapter is only available in the professional version
    professional

    1. 11.1

      US

      • market size
      • production
      • Imported goods
      • export
    2. 11.2

      China

      • market size
      • production
      • Imported goods
      • export
    3. 11.3

      Japan

      • market size
      • production
      • Imported goods
      • export
    4. 11.4

      Germany

      • market size
      • production
      • Imported goods
      • export
    5. 11.5

      England

      • market size
      • production
      • Imported goods
      • export
    6. 11.6

      France

      • market size
      • production
      • Imported goods
      • export
    7. 11.7

      Brazil

      • market size
      • production
      • Imported goods
      • export
    8. 11.8

      Italy

      • market size
      • production
      • Imported goods
      • export
    9. 11.9

      Russian Federation

      • market size
      • production
      • Imported goods
      • export
    10. 11.10

      India

      • market size
      • production
      • Imported goods
      • export
    11. 11.11

      Canada

      • market size
      • production
      • Imported goods
      • export
    12. 11.12

      Australia

      • market size
      • production
      • Imported goods
      • export
    13. 11.13

      republic of korea

      • market size
      • production
      • Imported goods
      • export
    14. 11.14

      Spain

      • market size
      • production
      • Imported goods
      • export
    15. 11.15

      Mexico

      • market size
      • production
      • Imported goods
      • export
    16. 11.16

      Indonesia

      • market size
      • production
      • Imported goods
      • export
    17. 11.17

      Netherlands

      • market size
      • production
      • Imported goods
      • export
    18. 11.18

      turkey

      • market size
      • production
      • Imported goods
      • export
    19. 11.19

      Saudi Arabia

      • market size
      • production
      • Imported goods
      • export
    20. 11.20

      Switzerland

      • market size
      • production
      • Imported goods
      • export
    21. 11.21

      Sweden

      • market size
      • production
      • Imported goods
      • export
    22. 11.22

      Nigeria

      • market size
      • production
      • Imported goods
      • export
    23. 11.23

      Poland

      • market size
      • production
      • Imported goods
      • export
    24. 11.24

      Belgium

      • market size
      • production
      • Imported goods
      • export
    25. 11.25

      Argentina

      • market size
      • production
      • Imported goods
      • export
    26. 11.26

      Norway

      • market size
      • production
      • Imported goods
      • export
    27. 11.27

      Austria

      • market size
      • production
      • Imported goods
      • export
    28. 11.28

      Thailand

      • market size
      • production
      • Imported goods
      • export
    29. 11.29

      united arab emirates

      • market size
      • production
      • Imported goods
      • export
    30. 11.30

      Columbia

      • market size
      • production
      • Imported goods
      • export
    31. 11.31

      Denmark

      • market size
      • production
      • Imported goods
      • export
    32. 11.32

      South Africa

      • market size
      • production
      • Imported goods
      • export
    33. 11.33

      Malaysia

      • market size
      • production
      • Imported goods
      • export
    34. 11.34

      Israel

      • market size
      • production
      • Imported goods
      • export
    35. 11.35

      Singapore

      • market size
      • production
      • Imported goods
      • export
    36. 11.36

      egypt

      • market size
      • production
      • Imported goods
      • export
    37. 11.37

      Philippines

      • market size
      • production
      • Imported goods
      • export
    38. 11.38

      Finland

      • market size
      • production
      • Imported goods
      • export
    39. 11.39

      Chile

      • market size
      • production
      • Imported goods
      • export
    40. 11.40

      Ireland

      • market size
      • production
      • Imported goods
      • export
    41. 11.41

      Pakistan

      • market size
      • production
      • Imported goods
      • export
    42. 11.42

      Greece

      • market size
      • production
      • Imported goods
      • export
    43. 11.43

      Portugal

      • market size
      • production
      • Imported goods
      • export
    44. 11.44

      Kazakhstan

      • market size
      • production
      • Imported goods
      • export
    45. 11.45

      algeria

      • market size
      • production
      • Imported goods
      • export
    46. 11.46

      czech republic

      • market size
      • production
      • Imported goods
      • export
    47. 11.47

      qatar

      • market size
      • production
      • Imported goods
      • export
    48. 11.48

      Peru

      • market size
      • production
      • Imported goods
      • export
    49. 11.49

      Romania

      • market size
      • production
      • Imported goods
      • export
    50. 11.50

      Vietnam

      • market size
      • production
      • Imported goods
      • export
  12. list of tables

    1. Key findings in 2025
    2. Physical Market Size: Historical Data (2012-2025) and Forecast (2026-2035)
    3. Market Value: Historical Data (2012-2025) and Forecast (2026-2035)
    4. Per capita consumption by country, 2022-2025
    5. Physical production by country: historical data (2012-2025) and forecast (2026-2035)
    6. Physical imports by country: historical data (2012-2025) and forecast (2026-2035)
    7. Import value, by country: historical data (2012-2025) and forecast (2026-2035)
    8. Import prices by country: historical data (2012-2025) and forecast (2026-2035)
    9. Physical exports by country: historical data (2012-2025) and forecast (2026-2035)
    10. Export value by country (value basis): past data (2012-2025) and forecast (2026-2035)
    11. Export prices by country: historical data (2012-2025) and forecast (2026-2035)
  13. List of diagrams

    1. Physical Market Size: Historical Data (2012-2025) and Forecast (2026-2035)
    2. Market Value: Historical Data (2012-2025) and Forecast (2026-2035)
    3. Consumption, by country, 2025
    4. Market size forecast until 2035
    5. Market value prediction until 2035
    6. Market size and growth rate by product
    7. Average consumption per person by product
    8. Exports and growth by product
    9. Export prices and growth rates by product
    10. Production volume and growth rate
    11. export and growth
    12. Export prices and growth
    13. Market size and growth
    14. consumption per capita
    15. import and growth
    16. import price
    17. Production in the physical sense: historical data (2012-2025) and forecasts (2026-2035)
    18. Production value, value basis: historical data (2012-2025) and forecast (2026-2035)
    19. Production, by country, 2025
    20. Physical production by country: historical data (2012-2025) and forecast (2026-2035)
    21. Imports from a physical perspective: historical data (2012-2025) and forecasts (2026-2035)
    22. Import value, value basis: historical data (2012-2025) and forecast (2026-2035)
    23. Import volume, physical volume, by country, 2025
    24. Physical imports by country: historical data (2012-2025) and forecast (2026-2035)
    25. Import value, by country: historical data (2012-2025) and forecast (2026-2035)
    26. Import prices by country: historical data (2012-2025) and forecast (2026-2035)
    27. Exports from a physical perspective: historical data (2012-2025) and forecasts (2026-2035)
    28. Export value (by value): historical data (2012-2025) and forecast (2026-2035)
    29. Exports (in kind, by country, 2025)
    30. Physical exports by country: historical data (2012-2025) and forecast (2026-2035)
    31. Export value by country (value basis): past data (2012-2025) and forecast (2026-2035)
    32. Export prices by country: historical data (2012-2025) and forecast (2026-2035)



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