Pub Date : 2025-09-26DOI: 10.1007/s00340-025-08567-z
Olga Burdukova, Vladimir Petukhov, Mikhail Semenov, Yuri Senatsky
Methods of Laguerre–Gaussian (LG) modes formation are now the content of a significant number of publications on lasers of various types. Axicons with an obtuse apex (170–178(^{circ })) in combination with spherical lenses have been traditionally used in pumping channels of solid-state lasers to produce annular pump beams for LG modes selection. Switching of modes was carried out usually by moving the lenses or some other elements of the laser. We show that acute-apex axicons in a liquid (which do not work in air because of the total internal reflection inside) can be used also for LG modes selection and allow temperature switching of modes. A cuvette with 78(^{circ }) apex axicon immersed in a liquid mixture was installed in the pumping channel of a pulsed Rh6G dye laser ((lambda _text {las} approx ) 580 nm, (lambda _text {pump}) = 532 nm). Temperature tuning of LG(_{0,l}) petal modes with indices up to l = 21 was demonstrated. Switching to the neighboring mode required changing the temperature of the cuvette with the axicon by (approx ) 1.2(^{circ }hbox {C}) with no shift of any laser elements. The obtained results expand the range of axicons that can be used in laser pumping channels and provide a practically convenient method of LG modes selection in a laser.
{"title":"Temperature tuning of Laguerre–Gaussian modes in a dye laser pumped through an acute-apex axicon in a liquid","authors":"Olga Burdukova, Vladimir Petukhov, Mikhail Semenov, Yuri Senatsky","doi":"10.1007/s00340-025-08567-z","DOIUrl":"10.1007/s00340-025-08567-z","url":null,"abstract":"<div><p>Methods of Laguerre–Gaussian (LG) modes formation are now the content of a significant number of publications on lasers of various types. Axicons with an obtuse apex (170–178<span>(^{circ })</span>) in combination with spherical lenses have been traditionally used in pumping channels of solid-state lasers to produce annular pump beams for LG modes selection. Switching of modes was carried out usually by moving the lenses or some other elements of the laser. We show that acute-apex axicons in a liquid (which do not work in air because of the total internal reflection inside) can be used also for LG modes selection and allow temperature switching of modes. A cuvette with 78<span>(^{circ })</span> apex axicon immersed in a liquid mixture was installed in the pumping channel of a pulsed Rh6G dye laser (<span>(lambda _text {las} approx )</span> 580 nm, <span>(lambda _text {pump})</span> = 532 nm). Temperature tuning of LG<span>(_{0,l})</span> petal modes with indices up to <i>l</i> = 21 was demonstrated. Switching to the neighboring mode required changing the temperature of the cuvette with the axicon by <span>(approx )</span> 1.2<span>(^{circ }hbox {C})</span> with no shift of any laser elements. The obtained results expand the range of axicons that can be used in laser pumping channels and provide a practically convenient method of LG modes selection in a laser.</p></div>","PeriodicalId":474,"journal":{"name":"Applied Physics B","volume":"131 10","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145169309","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-09-26DOI: 10.1007/s00340-025-08570-4
Gholamhosain Haidari
Optical sensor research faces significant limitations due to reliance on single-parameter measurements and scarce experimental data. This study introduces an advanced physics-based framework employing rigorous finite-difference time-domain (FDTD) simulations to analyze electromagnetic wave propagation in optical grating structures. A comprehensive dataset of 5000 simulations with 11 parameters is systematically generated, closely mimicking experimental conditions and addressing critical biosensor data gaps. Moving beyond traditional peak-wavelength analysis, multiple spectral features including FWHM, peak reflectance, and integrated spectral area are extracted using Python-based post-processing algorithms. Advanced data visualization reveals non-trivial sensitivity patterns, particularly highlighting enhanced performance for 100-nm analyte layers at n = 2.500. A machine learning (ML) approach, utilizing a multi-layer perceptron (MLP), establishes a new measurement paradigm, achieving exceptional prediction accuracy (R2=0.9992 for wavelength, 0.9546 for FWHM). This demonstrates that multi-parametric analysis significantly outperforms conventional methods. The methodology is extendable to diverse optical sensor architectures through feature engineering, and the publicly available datasets provide a foundation for future computational photonics and intelligent sensor design. This work innovatively integrates physics-based simulations, data generation/processing, advanced visualization, and ML, enabled by Python’s computational power and physical insights. In contrast to conventional AI applications in photonics that typically rely on experimental data optimization or limited numerical simulations, this study establishes a novel paradigm by integrating large-scale FDTD-generated datasets with machine learning, enabling comprehensive multi-parameter spectral analysis previously unattainable with traditional methods.
{"title":"Enhancing multiparametric optical biosensing with AI: a Python-based FDTD/ML framework for spectral feature extraction and optimization","authors":"Gholamhosain Haidari","doi":"10.1007/s00340-025-08570-4","DOIUrl":"10.1007/s00340-025-08570-4","url":null,"abstract":"<div><p>Optical sensor research faces significant limitations due to reliance on single-parameter measurements and scarce experimental data. This study introduces an advanced physics-based framework employing rigorous finite-difference time-domain (FDTD) simulations to analyze electromagnetic wave propagation in optical grating structures. A comprehensive dataset of 5000 simulations with 11 parameters is systematically generated, closely mimicking experimental conditions and addressing critical biosensor data gaps. Moving beyond traditional peak-wavelength analysis, multiple spectral features including FWHM, peak reflectance, and integrated spectral area are extracted using Python-based post-processing algorithms. Advanced data visualization reveals non-trivial sensitivity patterns, particularly highlighting enhanced performance for 100-nm analyte layers at <i>n</i> = 2.500. A machine learning (ML) approach, utilizing a multi-layer perceptron (MLP), establishes a new measurement paradigm, achieving exceptional prediction accuracy (R<sup>2</sup>=0.9992 for wavelength, 0.9546 for FWHM). This demonstrates that multi-parametric analysis significantly outperforms conventional methods. The methodology is extendable to diverse optical sensor architectures through feature engineering, and the publicly available datasets provide a foundation for future computational photonics and intelligent sensor design. This work innovatively integrates physics-based simulations, data generation/processing, advanced visualization, and ML, enabled by Python’s computational power and physical insights. In contrast to conventional AI applications in photonics that typically rely on experimental data optimization or limited numerical simulations, this study establishes a novel paradigm by integrating large-scale FDTD-generated datasets with machine learning, enabling comprehensive multi-parameter spectral analysis previously unattainable with traditional methods.</p></div>","PeriodicalId":474,"journal":{"name":"Applied Physics B","volume":"131 10","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145169984","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-09-25DOI: 10.1007/s00340-025-08557-1
Ferhat Kessi
This study presents a comprehensive theoretical and numerical investigation of multiphoton absorption (MPA) in Z-scan experiments using super-Gaussian laser beams. We developed an analytical model for normalized optical transmittance under weak nonlinearity approximation and performed extensive simulations examining the effects of varying MPA absorption order and super-Gaussian beam parameter. Our results reveal that flatter beam profiles consistently produce stronger nonlinear absorption effects across all multiphoton orders due to extended high-intensity regions that enhance interaction volumes. Lower-order MPA processes demonstrate greater overall absorption efficiency, with two-photon absorption showing the most dramatic transmittance reductions, while higher-order processes exhibit progressively weaker absorption despite their enhanced intensity sensitivity. Remarkably, while minimum transmittance varies significantly with beam profile, the Full Width at Half Maximum increases linearly with super-Gaussian parameters, revealing fundamental scaling relationships governing nonlinear interaction spatial extent. These findings establish important design principles for optical limiting systems, precision laser manufacturing, medical applications, and material characterization techniques, providing a comprehensive framework for optimizing nonlinear optical interactions through strategic beam profile selection and offering valuable insights for both fundamental research and practical applications in modern photonics.
{"title":"Analytical modeling of nonlinear absorption in Z-scan measurements using super-Gaussian beams","authors":"Ferhat Kessi","doi":"10.1007/s00340-025-08557-1","DOIUrl":"10.1007/s00340-025-08557-1","url":null,"abstract":"<div><p>This study presents a comprehensive theoretical and numerical investigation of multiphoton absorption (MPA) in Z-scan experiments using super-Gaussian laser beams. We developed an analytical model for normalized optical transmittance under weak nonlinearity approximation and performed extensive simulations examining the effects of varying MPA absorption order and super-Gaussian beam parameter. Our results reveal that flatter beam profiles consistently produce stronger nonlinear absorption effects across all multiphoton orders due to extended high-intensity regions that enhance interaction volumes. Lower-order MPA processes demonstrate greater overall absorption efficiency, with two-photon absorption showing the most dramatic transmittance reductions, while higher-order processes exhibit progressively weaker absorption despite their enhanced intensity sensitivity. Remarkably, while minimum transmittance varies significantly with beam profile, the Full Width at Half Maximum increases linearly with super-Gaussian parameters, revealing fundamental scaling relationships governing nonlinear interaction spatial extent. These findings establish important design principles for optical limiting systems, precision laser manufacturing, medical applications, and material characterization techniques, providing a comprehensive framework for optimizing nonlinear optical interactions through strategic beam profile selection and offering valuable insights for both fundamental research and practical applications in modern photonics.</p></div>","PeriodicalId":474,"journal":{"name":"Applied Physics B","volume":"131 10","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145169713","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-09-24DOI: 10.1007/s00340-025-08564-2
Zhiyang Sun, Zhiguo Zhang, Bin Yu, Yongda Wang, Lei Yang
In this study, we investigate the light propagation characteristics within an integrating cavity, focusing on the transition from a non-uniform light field (NULF) to a uniform light field (ULF). We challenge the conventional assumption in integrating cavity theory that postulates the immediate establishment of a ULF upon light entry. Employing both experimental and simulation approaches, we derive the time constant of the integrating cavity under ULF conditions and measure the cavity’s transient and steady-state responses. Our findings reveal that while a brief NULF phase precedes the ULF, the total radiant flux within the cavity adheres to the ULF propagation law from the onset. This study demonstrates that the NULF can be treated as an approximation of the ULF in terms of total radiant flux variation within an integrating cavity. Our study not only provides empirical validation for integrating cavity theories based on the ULF assumption but also presents compelling evidence of their efficacy in cavities with diverse geometries.
{"title":"Unravelling temporal dynamics in integrating cavities from nonuniform to uniform light fields","authors":"Zhiyang Sun, Zhiguo Zhang, Bin Yu, Yongda Wang, Lei Yang","doi":"10.1007/s00340-025-08564-2","DOIUrl":"10.1007/s00340-025-08564-2","url":null,"abstract":"<div><p>In this study, we investigate the light propagation characteristics within an integrating cavity, focusing on the transition from a non-uniform light field (NULF) to a uniform light field (ULF). We challenge the conventional assumption in integrating cavity theory that postulates the immediate establishment of a ULF upon light entry. Employing both experimental and simulation approaches, we derive the time constant of the integrating cavity under ULF conditions and measure the cavity’s transient and steady-state responses. Our findings reveal that while a brief NULF phase precedes the ULF, the total radiant flux within the cavity adheres to the ULF propagation law from the onset. This study demonstrates that the NULF can be treated as an approximation of the ULF in terms of total radiant flux variation within an integrating cavity. Our study not only provides empirical validation for integrating cavity theories based on the ULF assumption but also presents compelling evidence of their efficacy in cavities with diverse geometries.</p></div>","PeriodicalId":474,"journal":{"name":"Applied Physics B","volume":"131 10","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145168636","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}