首页 > 最新文献

Optics and Laser Technology最新文献

英文 中文
Polarization switching and injection locking VCSEL based on vertical injection polarization independent grating coupler 基于垂直注入偏振无关光栅耦合器的偏振开关和注入锁定VCSEL
IF 5 2区 物理与天体物理 Q1 OPTICS Pub Date : 2026-06-01 Epub Date: 2026-02-13 DOI: 10.1016/j.optlastec.2026.114922
Ning Cui, Weiyang Zhang, Dan Cao, Baolu Guan
Optical injection modulation is an effective approach to enhance the output characteristics of VCSEL. However, its performance is often limited by polarization detuning and dynamic variations in the injected light. In this work, we propose and experimentally demonstrate a polarization-independent grating coupler (PIGC) that serves as an external optical feedback device to enable simultaneous polarization control and injection locking in a 940 nm VCSEL array. Unlike conventional PIGC designs based on 2D multilayer structures or oblique incidence, the new PIGC design achieves input/output vertical injection by introducing a simple 1D slot resonance grating within the usual grating period. Simulations show balanced coupling efficiencies of 10.1 % (TE) and 10.2 % (TM) with a polarization-dependent loss (PDL) of 0.09 dB. Experimentally, the fabricated device achieves a bidirectional coupling PDL of 0.02 dB at 939.26 nm and a bidirectional coupling efficiency of 9.3 %. After integration with an addressable VCSEL array, the PIGC enables robust injection locking and controlled polarization switching. This work establishes the 1D PIGC as a practical solution for polarization-stable interconnects in VCSEL arrays, opening possibilities toward coherent integrated laser systems.
光注入调制是提高VCSEL输出特性的有效途径。然而,它的性能往往受到偏振失谐和注入光的动态变化的限制。在这项工作中,我们提出并实验展示了一个偏振无关的光栅耦合器(PIGC),作为一个外部光反馈装置,在940 nm的VCSEL阵列中实现同时偏振控制和注入锁定。与传统的基于二维多层结构或斜入射的PIGC设计不同,新的PIGC设计通过在通常的光栅周期内引入简单的1D槽谐振光栅来实现输入/输出垂直注入。仿真结果表明,耦合效率为10.1% (TE)和10.2% (TM),极化相关损耗为0.09 dB。实验结果表明,该器件在939.26 nm处的双向耦合PDL为0.02 dB,双向耦合效率为9.3%。在与可寻址VCSEL阵列集成后,PIGC能够实现稳健的注入锁定和可控的极化开关。这项工作建立了一维PIGC作为VCSEL阵列中偏振稳定互连的实用解决方案,为相干集成激光系统开辟了可能性。
{"title":"Polarization switching and injection locking VCSEL based on vertical injection polarization independent grating coupler","authors":"Ning Cui,&nbsp;Weiyang Zhang,&nbsp;Dan Cao,&nbsp;Baolu Guan","doi":"10.1016/j.optlastec.2026.114922","DOIUrl":"10.1016/j.optlastec.2026.114922","url":null,"abstract":"<div><div>Optical injection modulation is an effective approach to enhance the output characteristics of VCSEL. However, its performance is often limited by polarization detuning and dynamic variations in the injected light. In this work, we propose and experimentally demonstrate a polarization-independent grating coupler (PIGC) that serves as an external optical feedback device to enable simultaneous polarization control and injection locking in a 940 nm VCSEL array. Unlike conventional PIGC designs based on 2D multilayer structures or oblique incidence, the new PIGC design achieves input/output vertical injection by introducing a simple 1D slot resonance grating within the usual grating period. Simulations show balanced coupling efficiencies of 10.1 % (TE) and 10.2 % (TM) with a polarization-dependent loss (PDL) of 0.09 dB. Experimentally, the fabricated device achieves a bidirectional coupling PDL of 0.02 dB at 939.26 nm and a bidirectional coupling efficiency of 9.3 %. After integration with an addressable VCSEL array, the PIGC enables robust injection locking and controlled polarization switching. This work establishes the 1D PIGC as a practical solution for polarization-stable interconnects in VCSEL arrays, opening possibilities toward coherent integrated laser systems.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"198 ","pages":"Article 114922"},"PeriodicalIF":5.0,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146192019","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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}
引用次数: 0
A graphene-dispersion-filled capillary fiber as a disordered medium for C-band random laser generation 石墨烯弥散填充毛细管光纤作为c波段随机激光产生的无序介质
IF 5 2区 物理与天体物理 Q1 OPTICS Pub Date : 2026-06-01 Epub Date: 2026-02-05 DOI: 10.1016/j.optlastec.2026.114885
Xingpeng Fei , Wei He , Shaode Li , Chao Wang , Yue Sui
Random fiber lasers (RFLs), distinguished by their cavity-free architecture and low coherence, hold vast application prospects in optical communication, sensing, and disordered photonics. Conventional RFLs relying on Rayleigh scattering demand extended cavities due to weak feedback, whereas grating-array-based systems are structurally intricate and expensive. These limitations constrain the compactness and efficiency of these systems. To mitigate this challenge, a liquid random laser utilizing a graphene-dispersion-filled capillary fiber is proposed. Two-dimensional graphene dispersed within the hollow core creates a high-density disordered scattering pathway, enabling high-performance random lasing in the C-band. With a graphene concentration of 1.0 mg/mL and an infusion length of 4 cm, the system achieves optimal performance. The lasing threshold measures approximately 58 mW, with an OSNR of 31.16 dB and a near-resolution-limited linewidth on the order of 0.05 nm. Output power displays an exceptional linear correlation on pump power (R2 > 0.99), indicating stable, continuous emission. Both the spectral and power outputs maintain temporal stability without mode hopping or significant fluctuations, validating cavity-free random lasing behavior. Furthermore, vibration experiments demonstrate that graphene dispersion exerts a profound influence on scattering feedback, showcasing reversible control over disordered feedback strength. This work illustrates that a liquid two-dimensional graphene medium can establish an efficient feedback pathway for stable, low-threshold random lasing, paving a viable path toward compact RFLs and reconfigurable disordered photonic platforms.
随机光纤激光器(RFLs)以其无腔结构和低相干性的特点,在光通信、传感和无序光子学等领域有着广阔的应用前景。传统的基于瑞利散射的RFLs由于反馈弱,需要扩展腔体,而基于光栅阵列的系统结构复杂且昂贵。这些限制限制了这些系统的紧凑性和效率。为了缓解这一挑战,提出了一种利用石墨烯分散体填充毛细管光纤的液体随机激光器。分散在空心核心内的二维石墨烯创建了高密度无序散射路径,实现了c波段的高性能随机激光。当石墨烯浓度为1.0 mg/mL,注射长度为4 cm时,该系统达到最佳性能。激光阈值约为58 mW, OSNR为31.16 dB,线宽接近分辨率限制,约为0.05 nm。输出功率与泵功率呈显著的线性相关(R2 > 0.99),表明发射稳定、连续。光谱和功率输出都保持时间稳定性,没有模式跳变或显著波动,验证了无腔随机激光行为。此外,振动实验表明,石墨烯分散对散射反馈具有深远的影响,对无序反馈强度具有可逆控制。这项工作表明,液态二维石墨烯介质可以为稳定的低阈值随机激光建立有效的反馈途径,为紧凑型rfl和可重构无序光子平台铺平了可行的道路。
{"title":"A graphene-dispersion-filled capillary fiber as a disordered medium for C-band random laser generation","authors":"Xingpeng Fei ,&nbsp;Wei He ,&nbsp;Shaode Li ,&nbsp;Chao Wang ,&nbsp;Yue Sui","doi":"10.1016/j.optlastec.2026.114885","DOIUrl":"10.1016/j.optlastec.2026.114885","url":null,"abstract":"<div><div>Random fiber lasers (RFLs), distinguished by their cavity-free architecture and low coherence, hold vast application prospects in optical communication, sensing, and disordered photonics. Conventional RFLs relying on Rayleigh scattering demand extended cavities due to weak feedback, whereas grating-array-based systems are structurally intricate and expensive. These limitations constrain the compactness and efficiency of these systems. To mitigate this challenge, a liquid random laser utilizing a graphene-dispersion-filled capillary fiber is proposed. Two-dimensional graphene dispersed within the hollow core creates a high-density disordered scattering pathway, enabling high-performance random lasing in the C-band. With a graphene concentration of 1.0 mg/mL and an infusion length of 4 cm, the system achieves optimal performance. The lasing threshold measures approximately 58 mW, with an OSNR of 31.16 dB and a near-resolution-limited linewidth on the order of 0.05 nm. Output power displays an exceptional linear correlation on pump power (R<sup>2</sup> &gt; 0.99), indicating stable, continuous emission. Both the spectral and power outputs maintain temporal stability without mode hopping or significant fluctuations, validating cavity-free random lasing behavior. Furthermore, vibration experiments demonstrate that graphene dispersion exerts a profound influence on scattering feedback, showcasing reversible control over disordered feedback strength. This work illustrates that a liquid two-dimensional graphene medium can establish an efficient feedback pathway for stable, low-threshold random lasing, paving a viable path toward compact RFLs and reconfigurable disordered photonic platforms.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"198 ","pages":"Article 114885"},"PeriodicalIF":5.0,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146192016","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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}
引用次数: 0
Precursor Concentration–Driven Modulation of harmonic generation responses in TiO2 nanostructures for sustainable photonic devices 可持续光子器件中TiO2纳米结构谐波产生响应的前驱体浓度驱动调制
IF 5 2区 物理与天体物理 Q1 OPTICS Pub Date : 2026-06-01 Epub Date: 2026-02-13 DOI: 10.1016/j.optlastec.2026.114928
B Navyashree , Ramseena Thundiyil , P Poornesh , Katarzyna Ozga , Jaroslaw Jędryka , Saikat Chattopadhyay , K.B Manjunatha
In this study, precursor molarity is demonstrated as an effective tuning parameter for tailoring the structural, optical, and nonlinear optical properties of spray pyrolyzed TiO2 thin films, deposited with precursor concentration varying from 0.05 M to 0.2 M. XRD confirmed the formation of polycrystalline anatase TiO2 with a preferred orientation along the (101) plane. The size of the crystallites increased from 40.3 nm at 0.05 M to the highest value of 46.8 nm at 0.10 M, then decreased to 27.0 nm at 0.20 M. Raman spectroscopy further verified the phase purity of anatase TiO2, evidenced by the characteristic Raman peak at 144 cm−1. Optical studies revealed a tunable indirect band gap in the range of 3.25 eV to 3.42 eV. AFM revealed improved surface smoothness with increasing precursor concentration, as evidenced by a decrease in average roughness from 1.84 nm to 0.37 nm. PL intensity increased at 0.1 M due to enhanced radiative recombination and decreased at 0.2 M owing to the dominance of non-radiative centers. Z-scan measurements showed maximum nonlinear absorption of 5.39 × 10−1 m/W at precursor concentration of 0.05 M. Higher concentrations promoted enhanced second- and third-harmonic generation attributed to defect-mediated carrier dynamics. These findings highlight precursor concentration as a sustainable design parameter for optimizing TiO2 thin films in optical limiting and ultrafast photonic devices.
在本研究中,前驱体的摩尔浓度被证明是一个有效的调整参数,可以调整制备的喷雾热解TiO2薄膜的结构、光学和非线性光学性能。当前驱体浓度在0.05 M到0.2 M之间变化时,XRD证实形成了沿(101)平面优先取向的多晶锐钛矿TiO2。晶粒尺寸从0.05 M时的40.3 nm增大到0.10 M时的最大值46.8 nm,再减小到0.20 M时的27.0 nm,拉曼光谱进一步验证了锐钛矿TiO2的相纯度,144 cm−1处的特征拉曼峰证明了这一点。光学研究表明,间接带隙在3.25 ~ 3.42 eV范围内可调谐。AFM显示,随着前驱体浓度的增加,表面平滑度得到改善,平均粗糙度从1.84 nm降至0.37 nm。在0.1 M处,由于辐射复合增强,PL强度增加;在0.2 M处,由于非辐射中心占主导地位,PL强度降低。z扫描测量显示,前驱体浓度为0.05 m时,最大非线性吸收为5.39 × 10−1 m/W。浓度越高,由于缺陷介导的载流子动力学,二次谐波和三次谐波的产生越强。这些发现强调了前驱体浓度作为优化光限和超快光子器件中TiO2薄膜的可持续设计参数。
{"title":"Precursor Concentration–Driven Modulation of harmonic generation responses in TiO2 nanostructures for sustainable photonic devices","authors":"B Navyashree ,&nbsp;Ramseena Thundiyil ,&nbsp;P Poornesh ,&nbsp;Katarzyna Ozga ,&nbsp;Jaroslaw Jędryka ,&nbsp;Saikat Chattopadhyay ,&nbsp;K.B Manjunatha","doi":"10.1016/j.optlastec.2026.114928","DOIUrl":"10.1016/j.optlastec.2026.114928","url":null,"abstract":"<div><div>In this study, precursor molarity is demonstrated as an effective tuning parameter for tailoring the structural, optical, and nonlinear optical properties of spray pyrolyzed TiO<sub>2</sub> thin films, deposited with precursor concentration varying from 0.05 M to 0.2 M. XRD confirmed the formation of polycrystalline anatase TiO<sub>2</sub> with a preferred orientation along the (101) plane. The size of the crystallites increased from 40.3 nm at 0.05 M to the highest value of 46.8 nm at 0.10 M, then decreased to 27.0 nm at 0.20 M. Raman spectroscopy further verified the phase purity of anatase TiO<sub>2</sub>, evidenced by the characteristic Raman peak at 144 cm<sup>−1</sup>. Optical studies revealed a tunable indirect band gap in the range of 3.25 eV to 3.42 eV. AFM revealed improved surface smoothness with increasing precursor concentration, as evidenced by a decrease in average roughness from 1.84 nm to 0.37 nm. PL intensity increased at 0.1 M due to enhanced radiative recombination and decreased at 0.2 M owing to the dominance of non-radiative centers. Z-scan measurements showed maximum nonlinear absorption of 5.39 × 10<sup>−1</sup> m/W at precursor concentration of 0.05 M. Higher concentrations promoted enhanced second- and third-harmonic generation attributed to defect-mediated carrier dynamics. These findings highlight precursor concentration as a sustainable design parameter for optimizing TiO<sub>2</sub> thin films in optical limiting and ultrafast photonic devices.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"198 ","pages":"Article 114928"},"PeriodicalIF":5.0,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146192178","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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}
引用次数: 0
Controllable direct generation of structured light in a Nd:YVO4 self-Raman laser via off-axis needle pumping 在Nd:YVO4自拉曼激光器中通过离轴针泵浦直接产生可控结构光
IF 5 2区 物理与天体物理 Q1 OPTICS Pub Date : 2026-06-01 Epub Date: 2026-02-12 DOI: 10.1016/j.optlastec.2026.114930
Yandong Feng , Jianan Lu , Chong Zhou , Jinyan Liu , Qinyu Qian , Youyou Hu , Li Fan
High-power, spatially structured laser beams hold great promise for advanced applications in areas such as imaging and manipulation. This work demonstrates the direct generation of diverse structured beams — including Hermite-Gaussian (HG), Laguerre-Gaussian (LG), Hermite-Laguerre-Gaussian (HLG), Ince-Gaussian (IG), and optical vortex lattices (OVL) — from a compact, diode-pumped Nd:YVO4 self-Raman laser at 1176 nm. A novel off-axis needle-pumping geometry enables on-demand mode selection merely by adjusting the input mirror’s position and tilt. At an absorbed pump power of 13.08 W, the system delivers a maximum Raman output of 1.008 W (with 7.7% optical conversion efficiency) for the LG0,1 mode, while other high-order modes achieve power levels ranging from 0.26 W to 0.9 W. To our knowledge, this represents the first demonstration of a compact continuous-wave Raman laser capable of directly generating such a wide spectrum of structured light, including IG and OVL modes, at this wavelength, thereby providing a versatile new source for optical trapping and biomedical technologies.
高功率、空间结构的激光束在成像和操作等领域的先进应用前景广阔。这项工作证明了从1176 nm的紧凑二极管泵浦Nd:YVO4自拉曼激光器直接产生多种结构光束-包括Hermite-Gaussian (HG), Laguerre-Gaussian (LG), Hermite-Laguerre-Gaussian (HLG), inces - gaussian (IG)和光学涡旋晶格(OVL)。一种新颖的离轴针泵几何结构,只需调整输入反射镜的位置和倾斜,即可按需选择模式。在吸收泵浦功率为13.08 W时,系统在LG0,1模式下的最大拉曼输出为1.008 W(光转换效率为7.7%),而其他高阶模式的功率水平为0.26 W至0.9 W。据我们所知,这是紧凑型连续波拉曼激光器的首次演示,该激光器能够在该波长直接产生如此宽光谱的结构光,包括IG和OVL模式,从而为光学捕获和生物医学技术提供了一种多功能的新光源。
{"title":"Controllable direct generation of structured light in a Nd:YVO4 self-Raman laser via off-axis needle pumping","authors":"Yandong Feng ,&nbsp;Jianan Lu ,&nbsp;Chong Zhou ,&nbsp;Jinyan Liu ,&nbsp;Qinyu Qian ,&nbsp;Youyou Hu ,&nbsp;Li Fan","doi":"10.1016/j.optlastec.2026.114930","DOIUrl":"10.1016/j.optlastec.2026.114930","url":null,"abstract":"<div><div>High-power, spatially structured laser beams hold great promise for advanced applications in areas such as imaging and manipulation. This work demonstrates the direct generation of diverse structured beams — including Hermite-Gaussian (HG), Laguerre-Gaussian (LG), Hermite-Laguerre-Gaussian (HLG), Ince-Gaussian (IG), and optical vortex lattices (OVL) — from a compact, diode-pumped Nd:YVO<sub>4</sub> self-Raman laser at 1176 nm. A novel off-axis needle-pumping geometry enables on-demand mode selection merely by adjusting the input mirror’s position and tilt. At an absorbed pump power of 13.08 W, the system delivers a maximum Raman output of 1.008 W (with 7.7% optical conversion efficiency) for the LG<sub>0,1</sub> mode, while other high-order modes achieve power levels ranging from 0.26 W to 0.9 W. To our knowledge, this represents the first demonstration of a compact continuous-wave Raman laser capable of directly generating such a wide spectrum of structured light, including IG and OVL modes, at this wavelength, thereby providing a versatile new source for optical trapping and biomedical technologies.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"198 ","pages":"Article 114930"},"PeriodicalIF":5.0,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146192177","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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}
引用次数: 0
Machined GH4169 surface topography reconstruction via optical imaging and mathematical modeling 通过光学成像和数学建模重建加工后的GH4169表面形貌
IF 5 2区 物理与天体物理 Q1 OPTICS Pub Date : 2026-06-01 Epub Date: 2026-02-10 DOI: 10.1016/j.optlastec.2026.114892
Weimin Tang , Zhanqiang Liu , Wenjun Lyu , Bing Wang , Xiaoliang Liang , Jinfu Zhao , Liangliang Li
GH4169 alloy is extensively utilized in aerospace components owing to its superior mechanical properties and thermal stability. Ensuring high-quality surface integrity during milling is critical for the machined component performance. The study proposes a cost-effective 3D machined surface topography reconstruction approach. Optical image analysis and mathematical modeling are integrated through the co-optimization framework. In-situ monitoring and real-time evaluation of surface quality are enabled during the milling process. The proposed methodology leverages the U-Net pre-training on optical images and matched height point clouds acquired via laser scanning confocal microscopy (LSCM). Subsequent fine-tuning is performed using paired optical and point cloud datasets obtained from the digital microscope, enabling efficient surface reconstruction. The approach significantly enhances reconstruction speed and fidelity. In pre-training, the most suitable model has a structure similarity index measure (SSIM) of 0.9929, mean squared error (MSE), and mean absolute error (MAE) of 3.07 × 10-4 and 1.20 × 10-2 on the test set. In fine-tuning training, the best model has an SSIM of 0.8631, MSE, and MAE of 4.56 × 10-3 and 5.40 × 10-2 on the validation set when the smoothing coefficient is equal to 12. Then, the simulation roughness is calculated by mathematical modeling and compared with the reconstructed surface roughness to correct the reconstruction result. Finally, the interactive software is developed for engineering applications, which supports 2D/3D visualization, roughness evaluation, and simulation calculation, and systematically demonstrates the complete steps from data acquisition to result output. The study presents a method for rapid and in-situ detection of metal processing surface quality.
由于其优异的机械性能和热稳定性,GH4169合金被广泛应用于航空航天部件。在铣削过程中确保高质量的表面完整性对加工部件的性能至关重要。该研究提出了一种具有成本效益的三维加工表面形貌重建方法。通过协同优化框架将光学图像分析与数学建模相结合。在铣削过程中实现了对表面质量的现场监测和实时评估。该方法利用U-Net对光学图像和通过激光扫描共聚焦显微镜(LSCM)获得的匹配高度点云进行预训练。随后使用从数字显微镜获得的配对光学和点云数据集进行微调,从而实现高效的表面重建。该方法显著提高了重建速度和保真度。在预训练中,最适合的模型在测试集上的结构相似指数度量(SSIM)为0.9929,均方误差(MSE)为3.07 × 10-4,平均绝对误差(MAE)为1.20 × 10-2。在微调训练中,当平滑系数为12时,最佳模型在验证集上的SSIM为0.8631,MSE为4.56 × 10-3, MAE为5.40 × 10-2。然后,通过数学建模计算模拟表面粗糙度,并与重建表面粗糙度进行比较,对重建结果进行校正。最后,开发了用于工程应用的交互式软件,支持2D/3D可视化、粗糙度评估和仿真计算,系统地演示了从数据采集到结果输出的完整步骤。提出了一种金属加工表面质量的快速原位检测方法。
{"title":"Machined GH4169 surface topography reconstruction via optical imaging and mathematical modeling","authors":"Weimin Tang ,&nbsp;Zhanqiang Liu ,&nbsp;Wenjun Lyu ,&nbsp;Bing Wang ,&nbsp;Xiaoliang Liang ,&nbsp;Jinfu Zhao ,&nbsp;Liangliang Li","doi":"10.1016/j.optlastec.2026.114892","DOIUrl":"10.1016/j.optlastec.2026.114892","url":null,"abstract":"<div><div>GH4169 alloy is extensively utilized in aerospace components owing to its superior mechanical properties and thermal stability. Ensuring high-quality surface integrity during milling is critical for the machined component performance. The study proposes a cost-effective 3D machined surface topography reconstruction approach. Optical image analysis and mathematical modeling are integrated through the co-optimization framework. In-situ monitoring and real-time evaluation of surface quality are enabled during the milling process. The proposed methodology leverages the U-Net pre-training on optical images and matched height point clouds acquired via laser scanning confocal microscopy (LSCM). Subsequent fine-tuning is performed using paired optical and point cloud datasets obtained from the digital microscope, enabling efficient surface reconstruction. The approach significantly enhances reconstruction speed and fidelity. In pre-training, the most suitable model has a structure similarity index measure (SSIM) of 0.9929, mean squared error (MSE), and mean absolute error (MAE) of 3.07 × 10<sup>-4</sup> and 1.20 × 10<sup>-2</sup> on the test set. In fine-tuning training, the best model has an SSIM of 0.8631, MSE, and MAE of 4.56 × 10<sup>-3</sup> and 5.40 × 10<sup>-2</sup> on the validation set when the smoothing coefficient is equal to 12. Then, the simulation roughness is calculated by mathematical modeling and compared with the reconstructed surface roughness to correct the reconstruction result. Finally, the interactive software is developed for engineering applications, which supports 2D/3D visualization, roughness evaluation, and simulation calculation, and systematically demonstrates the complete steps from data acquisition to result output. The study presents a method for rapid and in-situ detection of metal processing surface quality.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"198 ","pages":"Article 114892"},"PeriodicalIF":5.0,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146192329","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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}
引用次数: 0
Femtosecond vortices generated from a distributed Kerr-lens mode-locked Hermite-Gaussian thin-disk oscillator with a defective mirror 带有缺陷反射镜的分布式克尔透镜锁模厄米高斯薄盘振荡器产生的飞秒涡旋
IF 5 2区 物理与天体物理 Q1 OPTICS Pub Date : 2026-06-01 Epub Date: 2026-02-06 DOI: 10.1016/j.optlastec.2026.114901
Guichun Xia , Xu Liu , Ping Wang , Shiya Yang , Jingjie Hao , Qingzhe Cui , Lin Zheng , Lisong Yan , Heyan Liu , Jinwei Zhang
Mode-locked thin-disk oscillators operating on high-order transverse modes serve as excellent platforms for generating femtosecond optical vortices, offering high average power and robust propagation stability. In this work, we propose a distributed Kerr-lens mode-locking mechanism implemented in a high-power femtosecond thin-disk oscillator operating on high-order modes, which effectively compresses the output pulse duration. The oscillator directly produces 158-fs Hermite-Gaussian pulses with an average power of 7.2 W at a repetition rate of 104 MHz. These pulses are subsequently converted into Laguerre-Gaussian beams using a cylindrical lens mode converter. The successful demonstration of distributed Kerr-lens mode locking confirms the applicability of this technique to high-order transverse modes, offering a new pathway toward high-power, short-pulse thin-disk oscillators operating on such modes.
在高阶横向模式下工作的锁模薄盘振荡器是产生飞秒光学涡流的良好平台,具有高平均功率和强大的传播稳定性。在这项工作中,我们提出了一种分布式克尔透镜锁模机制,实现在高阶模式下的高功率飞秒薄盘振荡器中,有效地压缩了输出脉冲持续时间。该振荡器直接产生158fs的厄米高斯脉冲,平均功率为7.2 W,重复频率为104 MHz。这些脉冲随后被转换成拉盖尔-高斯光束使用圆柱透镜模式转换器。分布式克尔透镜锁模的成功演示证实了该技术在高阶横向模上的适用性,为在这种模式上工作的高功率、短脉冲薄盘振荡器提供了一条新的途径。
{"title":"Femtosecond vortices generated from a distributed Kerr-lens mode-locked Hermite-Gaussian thin-disk oscillator with a defective mirror","authors":"Guichun Xia ,&nbsp;Xu Liu ,&nbsp;Ping Wang ,&nbsp;Shiya Yang ,&nbsp;Jingjie Hao ,&nbsp;Qingzhe Cui ,&nbsp;Lin Zheng ,&nbsp;Lisong Yan ,&nbsp;Heyan Liu ,&nbsp;Jinwei Zhang","doi":"10.1016/j.optlastec.2026.114901","DOIUrl":"10.1016/j.optlastec.2026.114901","url":null,"abstract":"<div><div>Mode-locked thin-disk oscillators operating on high-order transverse modes serve as excellent platforms for generating femtosecond optical vortices, offering high average power and robust propagation stability. In this work, we propose a distributed Kerr-lens mode-locking mechanism implemented in a high-power femtosecond thin-disk oscillator operating on high-order modes, which effectively compresses the output pulse duration. The oscillator directly produces 158-fs Hermite-Gaussian pulses with an average power of 7.2 W at a repetition rate of 104 MHz. These pulses are subsequently converted into Laguerre-Gaussian beams using a cylindrical lens mode converter. The successful demonstration of distributed Kerr-lens mode locking confirms the applicability of this technique to high-order transverse modes, offering a new pathway toward high-power, short-pulse thin-disk oscillators operating on such modes.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"198 ","pages":"Article 114901"},"PeriodicalIF":5.0,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146192283","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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}
引用次数: 0
Controllable bistability in dual-fiber optical trap in air 空气中双光纤阱的可控双稳性
IF 5 2区 物理与天体物理 Q1 OPTICS Pub Date : 2026-06-01 Epub Date: 2026-02-06 DOI: 10.1016/j.optlastec.2026.114869
Aoxi Chen , Xinlin Chen , Siyuan Rao , Hui An , Yingying Song , Tengfang Kuang , Wei Xiong , Xiang Han , Zhongqi Tan , Guangzong Xiao , Hui Luo
The dual-fiber optical trap, owing to its high sensitivity and facile miniaturization, holds significant practical application value in fields such as high-precision metrology of mechanical quantities and biological manipulation. The positional stability of the trapped particle is pivotal to system performance, directly setting the measurement noise floor and operational precision. In this work, we observed bistability and hysteresis in the axial equilibrium position of a 10-μm diameter SiO2 microsphere. This bistability arises from optical interference between the fiber ends and the microsphere, creating multiple potential wells. Experimental results demonstrated that the microsphere’s transition rate can be effectively modulated through precise control of the trapping laser power. Furthermore, the incorporation of transverse misalignment effectively eliminated bistability, thereby substantially improving positional stability throughout the entire optical trapping region. This suppression successfully reduced the system’s residual positional uncertainty to the thermal noise limit. Consequently, this research enhances the precision of microparticle manipulation and the sensitivity of sensing in dual-fiber optical trap systems.
双光纤阱具有灵敏度高、易于小型化等特点,在高精度机械量计量和生物操作等领域具有重要的实际应用价值。捕获粒子的位置稳定性对系统性能至关重要,直接决定了测量噪声底限和操作精度。在本研究中,我们观察到了直径为10 μm的SiO2微球在轴向平衡位置的双稳性和迟滞性。这种双稳性源于光纤端部和微球之间的光干涉,产生了多个势阱。实验结果表明,通过对捕获激光功率的精确控制,可以有效地调制微球的跃迁速率。此外,横向失调的加入有效地消除了双稳性,从而大大提高了整个光捕获区域的位置稳定性。这种抑制成功地将系统的残余位置不确定性降低到热噪声极限。因此,本研究提高了双光纤阱系统中微粒操纵的精度和传感的灵敏度。
{"title":"Controllable bistability in dual-fiber optical trap in air","authors":"Aoxi Chen ,&nbsp;Xinlin Chen ,&nbsp;Siyuan Rao ,&nbsp;Hui An ,&nbsp;Yingying Song ,&nbsp;Tengfang Kuang ,&nbsp;Wei Xiong ,&nbsp;Xiang Han ,&nbsp;Zhongqi Tan ,&nbsp;Guangzong Xiao ,&nbsp;Hui Luo","doi":"10.1016/j.optlastec.2026.114869","DOIUrl":"10.1016/j.optlastec.2026.114869","url":null,"abstract":"<div><div>The dual-fiber optical trap, owing to its high sensitivity and facile miniaturization, holds significant practical application value in fields such as high-precision metrology of mechanical quantities and biological manipulation. The positional stability of the trapped particle is pivotal to system performance, directly setting the measurement noise floor and operational precision. In this work, we observed bistability and hysteresis in the axial equilibrium position of a 10-μm diameter SiO<sub>2</sub> microsphere. This bistability arises from optical interference between the fiber ends and the microsphere, creating multiple potential wells. Experimental results demonstrated that the microsphere’s transition rate can be effectively modulated through precise control of the trapping laser power. Furthermore, the incorporation of transverse misalignment effectively eliminated bistability, thereby substantially improving positional stability throughout the entire optical trapping region. This suppression successfully reduced the system’s residual positional uncertainty to the thermal noise limit. Consequently, this research enhances the precision of microparticle manipulation and the sensitivity of sensing in dual-fiber optical trap systems.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"198 ","pages":"Article 114869"},"PeriodicalIF":5.0,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146192360","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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}
引用次数: 0
Bias-tunable positive and negative photoconductivity in MXene/BFCO heterojunctions optoelectronic memristor for neuromorphic computing 用于神经形态计算的MXene/BFCO异质结光电记忆电阻器的正负光电导率偏置可调
IF 5 2区 物理与天体物理 Q1 OPTICS Pub Date : 2026-06-01 Epub Date: 2026-02-10 DOI: 10.1016/j.optlastec.2026.114870
Fan Qiu , Zhenhua Tang , Zhong-Jie Chen , Yu-Xiang Wu , Yan-Ping Jiang , Shui-Feng Li , Xin-Gui Tang , Xueqing Xu , Yi-Chun Zhou , Antonio Guerrero
Bias-tunable positive and negative photoconductivity is a crucial capability for modulating the photoelectric effect, providing substantial support for the development of high-performance optoelectronic devices and systems. Nonetheless, a limited number of two-terminal optoelectronic devices exist concerning the attainable positive and negative photoconductivity conversion under applied bias voltage. Herein, the Au/MXene/BFCO/FTO heterostructure is innovatively employed to effectively simulate artificial optoelectronic synapses, demonstrating exceptional analog resistive switching behavior and showcasing the diverse attributes of synaptic plasticity, encompassing short-term plasticity (STP, STD) and long-term plasticity (LTP, LTD). Interestingly, an intriguing bias-induced conversion between positive and negative photoconductivity was observed in Au/MXene/BFCO/FTO thin-film devices, and was attributed to the photogate effect (PGE). Furthermore, by implementing a convolutional neural network (CNN) architecture in conjunction with a stochastic adaptive optimization technique, we achieved enhanced recognition accuracies of 93% and 72% on the MNIST and Fashion MNIST datasets, respectively. These results may offer a feasible approach for combining BFCO materials with two-dimensional materials to construct optoelectronic synaptic devices for neuromorphic computing.
偏置可调正负光电导率是调制光电效应的重要能力,为高性能光电器件和系统的发展提供了重要支持。然而,在施加偏置电压下可实现的正、负光导转换的双端光电器件数量有限。本文创新性地利用Au/MXene/BFCO/FTO异质结构有效模拟人工光电突触,表现出优异的模拟电阻开关行为,并展示了突触可塑性的多种属性,包括短期可塑性(STP, STD)和长期可塑性(LTP, LTD)。有趣的是,在Au/MXene/BFCO/FTO薄膜器件中观察到一个有趣的偏置诱导的正、负光电导率转换,这归因于光栅效应(PGE)。此外,通过将卷积神经网络(CNN)架构与随机自适应优化技术相结合,我们在MNIST和Fashion MNIST数据集上的识别准确率分别提高了93%和72%。这些结果可能为BFCO材料与二维材料结合构建用于神经形态计算的光电突触器件提供了可行的途径。
{"title":"Bias-tunable positive and negative photoconductivity in MXene/BFCO heterojunctions optoelectronic memristor for neuromorphic computing","authors":"Fan Qiu ,&nbsp;Zhenhua Tang ,&nbsp;Zhong-Jie Chen ,&nbsp;Yu-Xiang Wu ,&nbsp;Yan-Ping Jiang ,&nbsp;Shui-Feng Li ,&nbsp;Xin-Gui Tang ,&nbsp;Xueqing Xu ,&nbsp;Yi-Chun Zhou ,&nbsp;Antonio Guerrero","doi":"10.1016/j.optlastec.2026.114870","DOIUrl":"10.1016/j.optlastec.2026.114870","url":null,"abstract":"<div><div>Bias-tunable positive and negative photoconductivity is a crucial capability for modulating the photoelectric effect, providing substantial support for the development of high-performance optoelectronic devices and systems. Nonetheless, a limited number of two-terminal optoelectronic devices exist concerning the attainable positive and negative photoconductivity conversion under applied bias voltage. Herein, the Au/MXene/BFCO/FTO heterostructure is innovatively employed to effectively simulate artificial optoelectronic synapses, demonstrating exceptional analog resistive switching behavior and showcasing the diverse attributes of synaptic plasticity, encompassing short-term plasticity (STP, STD) and long-term plasticity (LTP, LTD). Interestingly, an intriguing bias-induced conversion between positive and negative photoconductivity<!--> <!-->was observed<!--> <!-->in Au/MXene/BFCO/FTO thin-film devices,<!--> <!-->and was attributed to<!--> <!-->the photogate effect (PGE). Furthermore, by implementing a convolutional neural network (CNN) architecture in conjunction with a stochastic adaptive optimization technique, we achieved enhanced recognition accuracies of 93% and 72% on the MNIST and Fashion MNIST datasets, respectively. These results may offer a feasible approach for combining BFCO materials with two-dimensional materials to construct optoelectronic synaptic devices for neuromorphic computing.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"198 ","pages":"Article 114870"},"PeriodicalIF":5.0,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146192362","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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}
引用次数: 0
Mechanisms of Hot–Cold thermal balance control in Water-Jet-Guided laser machining of NdFeB permanent magnets 水导激光加工钕铁硼永磁体的冷热平衡控制机理
IF 5 2区 物理与天体物理 Q1 OPTICS Pub Date : 2026-06-01 Epub Date: 2026-02-05 DOI: 10.1016/j.optlastec.2026.114879
Ping Huang , Guanghui Zhang , Zhichuang Chen , Xinping He , Qingan Lu , Yuxing Huang , Hui Jiao , Tanggao Feng , Yuhong Long
Owing to the high thermal sensitivity of NdFeB, simultaneously achieving a high material removal rate (MRR) and a low heat-affected zone (HAZ) remains challenging. This study employs water-jet-guided laser (WJGL) machining and develops an integrated hot–cold thermal balance control framework that couples multiphysics simulation, a data-driven surrogate model, and multi-objective optimization. The simulations reveal a V-shaped surface water-flow profile: intensified convection at the periphery suppresses thermal diffusion, while the core region—experiencing relatively low flow velocity—maintains temperatures near the vaporization threshold to sustain efficient ablation, thereby enabling spatially coordinated hot–cold regulation. A small-sample surrogate based on Gaussian process regression is combined with NSGA-II to compute the Pareto front, yielding a representative optimum with HAZ of 39.79 μm and MRR of 3.44 mm2 s⁻1. Temperature-field analysis confirms that this parameter set preserves near-threshold vaporization in the core to secure efficiency, while constraining lateral thermal spread. The proposed approach provides a rigorous pathway for the coordinated optimization of low thermal damage and high efficiency in WJGL machining of thermally sensitive materials.
由于钕铁硼的高热敏性,同时实现高材料去除率(MRR)和低热影响区(HAZ)仍然是一个挑战。本研究采用水射流制导激光(WJGL)加工技术,开发了一个集成的热冷平衡控制框架,该框架结合了多物理场仿真、数据驱动代理模型和多目标优化。模拟结果显示地表水流呈v形分布:外围对流增强抑制热扩散,而核心区域流速相对较低,温度维持在蒸发阈值附近,以维持有效消融,从而实现空间协调的冷热调节。将基于高斯过程回归的小样本代理模型与NSGA-II相结合,计算出具有代表性的最优HAZ为39.79 μm, MRR为3.44 mm2 s毒毒图。温度场分析证实,该参数设置保持了岩心中接近阈值的汽化,以确保效率,同时限制了横向热扩散。该方法为热敏性材料WJGL加工的低热损伤和高效率协调优化提供了严格的途径。
{"title":"Mechanisms of Hot–Cold thermal balance control in Water-Jet-Guided laser machining of NdFeB permanent magnets","authors":"Ping Huang ,&nbsp;Guanghui Zhang ,&nbsp;Zhichuang Chen ,&nbsp;Xinping He ,&nbsp;Qingan Lu ,&nbsp;Yuxing Huang ,&nbsp;Hui Jiao ,&nbsp;Tanggao Feng ,&nbsp;Yuhong Long","doi":"10.1016/j.optlastec.2026.114879","DOIUrl":"10.1016/j.optlastec.2026.114879","url":null,"abstract":"<div><div>Owing to the high thermal sensitivity of NdFeB, simultaneously achieving a high material removal rate (MRR) and a low heat-affected zone (HAZ) remains challenging. This study employs water-jet-guided laser (WJGL) machining and develops an integrated hot–cold thermal balance control framework that couples multiphysics simulation, a data-driven surrogate model, and multi-objective optimization. The simulations reveal a V-shaped surface water-flow profile: intensified convection at the periphery suppresses thermal diffusion, while the core region—experiencing relatively low flow velocity—maintains temperatures near the vaporization threshold to sustain efficient ablation, thereby enabling spatially coordinated hot–cold regulation. A small-sample surrogate based on Gaussian process regression is combined with NSGA-II to compute the Pareto front, yielding a representative optimum with HAZ of 39.79 μm and MRR of 3.44 mm<sup>2</sup> s⁻<sup>1</sup>. Temperature-field analysis confirms that this parameter set preserves near-threshold vaporization in the core to secure efficiency, while constraining lateral thermal spread. The proposed approach provides a rigorous pathway for the coordinated optimization of low thermal damage and high efficiency in WJGL machining of thermally sensitive materials.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"198 ","pages":"Article 114879"},"PeriodicalIF":5.0,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146116769","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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}
引用次数: 0
Interpretable machine learning for laser machining morphology prediction of CFRP driven by physical-derived features 基于物理衍生特征驱动的CFRP激光加工形态学预测的可解释机器学习
IF 5 2区 物理与天体物理 Q1 OPTICS Pub Date : 2026-06-01 Epub Date: 2026-02-10 DOI: 10.1016/j.optlastec.2026.114872
Ping Huang, Guanghui Zhang, Zhichuang Chen, Xinping He, Qingan Lu, Yuxing Huang, Hui Jiao, Jia Zhou, Yuhong Long
To address the limitations of CFRP laser machining process prediction in methodological benchmarking and mechanistic interpretability, this study proposes a morphology prediction framework that simultaneously integrates point-prediction accuracy, uncertainty quantification, and interpretability. Physically derived features are introduced to bridge external process parameters and morphological responses through a causally constrained energy-flow pathway, while a concise and reliable model is identified through systematic evaluation. Six baseline machine learning models are comparatively assessed along two principal dimensions—accuracy and uncertainty. By incorporating the coefficient of variation, maximal information coefficient, and recursive feature elimination, physical features exhibiting low dispersion, low collinearity, and high importance are selected to construct a three-layer causal chain of raw process parameters–physically derived features–morphological indicators. A dual-layer SHAP analysis is subsequently employed to hierarchically delineate the contribution pathways from process parameters to morphological responses.The results demonstrate that Gaussian Process Regression outperforms the other models in both predictive accuracy and uncertainty representation. Compared with models using only raw features, the inclusion of physically derived features enhances the reliability of uncertainty characterization and establishes physically constrained causal linkages between process parameters and morphological indicators. The three-layer causal chain, combined with the dual-layer SHAP analysis, jointly elucidates the distributional patterns and mechanistic contributions of morphological responses, thereby strengthening the causal consistency and interpretability of the predictive model. This work provides an efficient, robust, and interpretable technical paradigm for morphology prediction and process optimization in CFRP laser machining.
为了解决CFRP激光加工过程预测在方法基准和机制可解释性方面的局限性,本研究提出了一个形态预测框架,该框架同时集成了点预测精度、不确定性量化和可解释性。引入物理衍生特征,通过因果约束的能量流路径连接外部过程参数和形态响应,同时通过系统评估确定简洁可靠的模型。六个基线机器学习模型沿着两个主要维度进行比较评估-准确性和不确定性。通过结合变异系数、最大信息系数和递归特征消去,选择低分散、低共线性和高重要性的物理特征,构建原始工艺参数-物理衍生特征-形态指标的三层因果链。随后采用双层SHAP分析分层描绘从工艺参数到形态响应的贡献途径。结果表明,高斯过程回归在预测精度和不确定性表示方面都优于其他模型。与仅使用原始特征的模型相比,包含物理衍生特征的模型增强了不确定性表征的可靠性,并在过程参数和形态指标之间建立了物理约束的因果联系。三层因果链与双层SHAP分析相结合,共同阐明了形态响应的分布规律和机制贡献,从而增强了预测模型的因果一致性和可解释性。这项工作为CFRP激光加工的形态预测和工艺优化提供了一个高效、稳健和可解释的技术范例。
{"title":"Interpretable machine learning for laser machining morphology prediction of CFRP driven by physical-derived features","authors":"Ping Huang,&nbsp;Guanghui Zhang,&nbsp;Zhichuang Chen,&nbsp;Xinping He,&nbsp;Qingan Lu,&nbsp;Yuxing Huang,&nbsp;Hui Jiao,&nbsp;Jia Zhou,&nbsp;Yuhong Long","doi":"10.1016/j.optlastec.2026.114872","DOIUrl":"10.1016/j.optlastec.2026.114872","url":null,"abstract":"<div><div>To address the limitations of CFRP laser machining process prediction in methodological benchmarking and mechanistic interpretability, this study proposes a morphology prediction framework that simultaneously integrates point-prediction accuracy, uncertainty quantification, and interpretability. Physically derived features are introduced to bridge external process parameters and morphological responses through a causally constrained energy-flow pathway, while a concise and reliable model is identified through systematic evaluation. Six baseline machine learning models are comparatively assessed along two principal dimensions—accuracy and uncertainty. By incorporating the coefficient of variation, maximal information coefficient, and recursive feature elimination, physical features exhibiting low dispersion, low collinearity, and high importance are selected to construct a three-layer causal chain of raw process parameters–physically derived features–morphological indicators. A dual-layer SHAP analysis is subsequently employed to hierarchically delineate the contribution pathways from process parameters to morphological responses.The results demonstrate that Gaussian Process Regression outperforms the other models in both predictive accuracy and uncertainty representation. Compared with models using only raw features, the inclusion of physically derived features enhances the reliability of uncertainty characterization and establishes physically constrained causal linkages between process parameters and morphological indicators. The three-layer causal chain, combined with the dual-layer SHAP analysis, jointly elucidates the distributional patterns and mechanistic contributions of morphological responses, thereby strengthening the causal consistency and interpretability of the predictive model. This work provides an efficient, robust, and interpretable technical paradigm for morphology prediction and process optimization in CFRP laser machining.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"198 ","pages":"Article 114872"},"PeriodicalIF":5.0,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146192645","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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}
引用次数: 0
期刊
Optics and Laser Technology
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1