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RESEARCH PAPER · Journal of Applied Physics · 2020

Predictive modeling approaches in laser-based material processing

Maria-Christina Velli, George D. Tsibidis, Alexandros Mimidis, Evangelos Skoulas, Yannis Pantazis, Emmanuel Stratakis

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Predictive modeling approaches in laser-based material processingOriginalQuo Vadis LIPSS?—Recent and Future Trends on Laser-Induced Periodic Surface Structures199Machine learning for materials design and discovery128Lasers that learn: The interface of laser machining and machine learning63Rapid Fabrication of 2-D Magnetic Microstructures by Laser Direct Writing (LDW)6Ultrashort pulse surface melting and smoothing: The impact of pulse spacing on heat accumulation and structure formation12Ten Open Questions about Laser-Induced Periodic Surface Structures125Over 9% Water Splitting Nature Dyes Solar Cells via Artificial Intelligent Selected Combination8Ultrafast Laser Biomimetic Micro-/Nanostructuring4基于机器学习的激光微纳加工研究：应用和前景6Pulse-by-pulse evolution of surface morphology driven by femtosecond laser pulses1Inferring the Parameters of Ultrafast Lasers from Images with Surface Patterns0Machine-learning-enhanced femtosecond-laser machining: Towards an efficient and deterministic process control3Computer Science Integrations with Laser Processing for Advanced Solutions5Advances in Ultrafast Laser Structuring of Materials at the Nanoscale0Data-Driven Analysis and Prediction for Ultrafast Laser Processing by Machine Learning: A Comparison Study0Digital Engineering in Diffractive Optics for Precision Laser Processing10Enhanced multi-stage laser forming path prediction through transfer learning and imaginary data validation2Scatterometry-Based Monitoring of Laser-Induced Periodic Surface Structures on Stainless Steel2Intelligent Laser Micro/Nano Processing: Research and Advances9Diffractive Optics in Laser Processing: Digital Approaches to Design and Application1Defocus-resolved construction of process windows in nanosecond laser irradiation of oxidized silicon1Hybrid ANOVA-ANN modeling and optimization of pulsed wave fiber laser microcutting parameters for machining Ni-Cr-Mo superalloy0

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  1. Quo Vadis LIPSS?—Recent and Future Trends on Laser-Induced Periodic Surface Structures

    Nanomaterials · 2020-09-30

    Jörn Bonse

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  2. Machine learning for materials design and discovery

    Journal of Applied Physics · 2021-02-18

    Rama Krishnan Vasudevan, Ghanshyam Pilania, Prasanna V. Balachandran

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  3. Lasers that learn: The interface of laser machining and machine learning

    IET Optoelectronics · 2021-04-09

    Ben Mills, James A. Grant‐Jacob

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  4. Rapid Fabrication of 2-D Magnetic Microstructures by Laser Direct Writing (LDW)

    IEEE Transactions on Magnetics · 2021-05-10

    Alaa Alasadi, Frederik Claeyssens, D. A. Allwood

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  5. Ultrashort pulse surface melting and smoothing: The impact of pulse spacing on heat accumulation and structure formation

    Journal of Applied Physics · 2021-08-06

    Fabian Nyenhuis, Andreas Michalowski, Johannes Albert L’huillier

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  6. Ten Open Questions about Laser-Induced Periodic Surface Structures

    Nanomaterials · 2021-12-07

    Jörn Bonse, Stephan Gräf

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  7. Over 9% Water Splitting Nature Dyes Solar Cells via Artificial Intelligent Selected Combination

    ACS Agricultural Science & Technology · 2022-05-31

    Yi‐Sheng Lai, Yen‐Hsun Su

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  8. Ultrafast Laser Biomimetic Micro-/Nanostructuring

    Springer series in optical sciences/SPringer series in optical sciences · 2023-01-01

    George D. Tsibidis, Emmanuel I. Stratakis

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  9. 基于机器学习的激光微纳加工研究：应用和前景

    Chinese Journal of Lasers · 2023-01-01

    龚伟 Gong Wei, 赵文华 Zhao Wenhua, 王心田 Wang Xintian, 李臻赜 Li Zhenze, 王熠 Wang Yi, 赵新景 Zhao Xinjing, 王晴 Wang Qing, 王艳辉 Wang Yanhui, 王磊 Wang Lei, 陈岐岱 Chen Qidai

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  10. Pulse-by-pulse evolution of surface morphology driven by femtosecond laser pulses

    Journal of Applied Physics · 2023-04-13

    Shuntaro Tani, Yohei Kobayashi

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  11. Inferring the Parameters of Ultrafast Lasers from Images with Surface Patterns

    International symposium on image and signal processing and analysis/ISPA ... · 2023-09-18

    Anastasis Litsas, Fotis Fraggelakis, George D. Tsibidis, Emmanuel I. Stratakis, Yannis Pantazis

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  12. Machine-learning-enhanced femtosecond-laser machining: Towards an efficient and deterministic process control

    MATEC Web of Conferences · 2024-01-01

    Jian Feng Gao, Wenkun Xie, Xichun Luo, Yi Qin

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  13. Computer Science Integrations with Laser Processing for Advanced Solutions

    Photonics · 2024-11-18

    Serguei P. Murzin

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  14. Advances in Ultrafast Laser Structuring of Materials at the Nanoscale

    Royal Society of Chemistry eBooks · 2024-12-13

    Razvan Stoian

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  15. Data-Driven Analysis and Prediction for Ultrafast Laser Processing by Machine Learning: A Comparison Study

    IFAC-PapersOnLine · 2025-01-01

    Ang-Yang Gu, Weiming Jiang, Yan‐Ning Sun, Yu Song, Jiecai Feng, Lilan Liu

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  16. Digital Engineering in Diffractive Optics for Precision Laser Processing

    Photonics · 2025-03-27

    Serguei P. Murzin

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  17. Enhanced multi-stage laser forming path prediction through transfer learning and imaginary data validation

    The International Journal of Advanced Manufacturing Technology · 2025-04-21

    Ping-Hsien Chou, Keiji Yamada, Yean‐Ren Hwang, Eisuke Sentoku, Ryutaro Tanaka, Katsuhiko Sekiya

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  18. Scatterometry-Based Monitoring of Laser-Induced Periodic Surface Structures on Stainless Steel

    Sensors · 2025-08-13

    Agustín Götte, Marcelo Sallese, Fabian Ränke, Bogdan Voisiat, Andrés Fabián Lasagni, Marcos Soldera

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  19. Intelligent Laser Micro/Nano Processing: Research and Advances

    Nanomaterials · 2025-09-23

    Yuxin Liu, Wei Gong, F. Bu, Xinjing Zhao, Hang Li, Weiwei Xu, Aiwu Li, Guohong Liu, Tao An, Bing‐Rong Gao

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  20. Diffractive Optics in Laser Processing: Digital Approaches to Design and Application

    Optical Memory and Neural Networks · 2025-12-01

    Мурзин С. П.

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  21. Defocus-resolved construction of process windows in nanosecond laser irradiation of oxidized silicon

    Scientific and technical journal of information technologies mechanics and optics · 2026-02-25

    Tu Cong Huynh

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  22. Hybrid ANOVA-ANN modeling and optimization of pulsed wave fiber laser microcutting parameters for machining Ni-Cr-Mo superalloy

    Physica Scripta · 2026-03-10

    S. Kulothungan, Poovazhagan Lakshmanan, B. Elamvazhudi, Sarangapani Palani

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