High Power Laser and Particle Beams, Volume. 36, Issue 6, 061001(2024)
Progress in active phase control for large-scale coherent laser beam combining
[1] Klenke A, Müller M, Stark H, et al. Coherent beam combination of ultrafast fiber lasers[J]. IEEE Journal of Selected Topics in Quantum Electronics, 24, 0902709(2018).
[3] Zhou Pu, Su Rongtao, Ma Yanxing, . Review of coherent laser beam combining research progress in the past decade[J]. Chinese Journal of Lasers, 48, 0408003(2021).
[5] [5] McNaught S J, Komine H, Weiss S B, et al. 100 kW coherently combined Slab MOPAs[C]Conference on Lasers ElectroOptics 2009. 2009: CThA1.
[7] Zervas M N, Codemard C A. High power fiber lasers: a review[J]. IEEE Journal of Selected Topics in Quantum Electronics, 20, 0904123(2014).
[10] Tao Rumao, Wang Xiaolin, Zhou Pu. Comprehensive theoretical study of mode instability in high-power fiber lasers by employing a universal model and its implications[J]. IEEE Journal of Selected Topics in Quantum Electronics, 24, 0903319(2018).
[16] [16] Shekel E, Vidne Y, Urbach B. 16kW single mode CW laser with dynamic beam f material processing[C]Proceedings of SPIE 11260, Fiber Lasers XVII: Technology Systems. 2020: 1126021.
[19] [19] Boost f nLight with big defense der[EBOL]. (20230408). https:optics.gnews1451.
[21] Zuo Jiexi, Lin Xuechun. High-power laser systems[J]. Laser & Photonics Reviews, 16, 2100741(2022).
[22] Wang Yanshan, Feng Yujun, Ma Yi, et al. 2.5 kW narrow linewidth linearly polarized all-fiber MOPA with cascaded phase-modulation to suppress SBS induced self-pulsing[J]. IEEE Photonics Journal, 12, 1502815(2020).
[41] [41] Fsaifes I, Daniault L, Heilmann A, et al. Coherent beam combining of 37 femtosecond fiber amplifiers[C]Proceedings of 2019 Conference on Lasers ElectroOptics Europe & European Quantum Electronics Conference. 2019: 1.
[43] Chang Qi, Hou Tianyue, Long Jinhu, et al. Experimental phase stabilization of a 397-channel laser beam array via image processing in dynamic noise environment[J]. Journal of Lightwave Technology, 40, 6542-6547(2022).
[47] [47] Weyrauch T, Vontsov M A, Bifano T G, et al. Adaptive optics system with micromachined mirr array stochastic gradient descent controller[C]Proceedings of SPIE 4124, HighResolution Wavefront Control: Methods, Devices, Applications II. 2000: 178188.
[50] Luo Cheng, Su Rongtao, Wang Xiaolin, . Adaptive stochastic parallel gradient descent algorithm and its application in coherent beam combining[J]. Acta Optica Sinica, 34, s101006(2014).
[51] Nesterov Y. A method of solving a convex programming problem with convergence rate
[52] Duchi J, Hazan E, Singer Y. Adaptive subgradient methods for online learning and stochastic optimization[J]. The Journal of Machine Learning Research, 12, 2121-2159(2011).
[53] [53] Hinton G, Srivastava N, Swersky K. Lecture 6e Rmsprop: Divide the gradient by a running average of its recent magnitude[EBOL]. Neural wks f Machine Learning, 2012. http:www.cs.tonto.edu~hintoncourseralecture6lec6.pdf.
[54] [54] Zeiler M D. AdaDelta: an adaptive learning rate method[DBOL]. arXiv preprint arXiv: 1212.5701, 2012.
[55] [55] Kingma D P, Ba J. Adam: a method f stochastic optimization[C]Proceedings of the 3rd International Conference on Learning Representations. 2015.
[56] [56] Dozat T. Incpating Nesterov momentum into Adam[C]ICLR 2016 Wkshop. 2016.
[61] Ma Pengfei, Chang Hongxiang, Ma Yanxing, et al. 7.1 kW coherent beam combining system based on a seven-channel fiber amplifier array[J]. Optics & Laser Technology, 140, 107016(2021).
[62] [62] Fang Zhou, Xu Xiangxiang, Li Xin, et al. SPGD algithm optimization based on Adam optimizer[C]Proceedings of SPIE 11567, AOPC 2020: Optical Sensing Imaging Technology. 2020: 115672S.
[72] [72] Brignon A. Coherent laser beam combining[M]. Weinheim: John Wiley & Sons, 2013.
[75] Ma Yanxing, Si Lei, Zhou Pu, . Coherent beam combining of MOPA with multi-dithering technique[J]. High Power Laser and Particle Beams, 21, 1639-1644(2009).
[76] [76] Shay T M, Baker J T, Sanchez A D, et al. Highpower phase locking of a fiber amplifier array[C]Proceedings of SPIE 7195, Fiber Lasers VI: Technology, Systems, Applications. 2009: 71951M.
[78] [78] Pulfd B. LOCSET phase locking: operation, diagnostics, applications[D]. Albuquerque: The University of New Mexico, 2011.
[79] Liu Zejin, Wang Xiaolin, Zhou Pu, . 9-channel fiber laser coherent synthesis with 1.56 kW high power output[J]. Chinese Journal of Lasers, 38, 0705008(2011).
[86] Ahn H K, Lee H, Kong H J. High power coherent beam combining setup using modified cascaded multi-dithering technique[J]. Current Optics and Photonics, 2, 431-435(2018).
[88] Saucourt J, Armand P, Kermène V, et al. Random scattering and alternating projection optimization for active phase control of a laser beam array[J]. IEEE Photonics Journal, 11, 1503909(2019).
[91] [91] Du Qiang, Wang Dan, Zhou Tong, et al. acterization control of 81beam diffractive coherent combining[C]Advanced Solid State Lasers 2020. 2020: ATu4A. 5.
[103] [103] Sutton R S, Barto A G. Reinfcement learning: an introduction[M]. 2nd ed. Cambridge: MIT Press, 2018.
[104] [104] Lerman L, Poussier R, Bontempi G, et al. Template attacks vs. machine learning revisited ( the curse of dimensionality in sidechannel analysis)[C]Proceedings of the 6th International Wkshop on Constructive SideChannel Analysis Secure Design. 2015: 2033.
[107] [107] Hessel M, Modayil J, van Hasselt H, et al. Rainbow: combining improvements in deep reinfcement learning[C]Proceedings of the ThirtySecond AAAI Conference on Artificial Intelligence Thirtieth Innovative Applications of Artificial Intelligence Conference Eighth AAAI Symposium on Educational Advances in Artificial Intelligence. 2018: 393.
[108] [108] Silver D, Lever G, Heess N, et al. Deterministic policy gradient algithms[C]Proceedings of the 31st International Conference on International Conference on Machine Learning. 2014: 387395.
[109] [109] Lillicrap T P, Hunt J J, Pritzel A, et al. Continuous control with deep reinfcement learning[C]Proceedings of the 4th International Conference on Learning Representations. 2016.
[111] Srivastava N, Hinton G, Krizhevsky A, et al. Dropout: a simple way to prevent neural networks from overfitting[J]. The Journal of Machine Learning Research, 15, 1929-1958(2014).
[113] Nader A, Azar D. Evolution of activation functions: an empirical investigation[J]. ACM Transactions on Evolutionary Learning and Optimization, 1, 8(2021).
[114] [114] Goodfellow I, Bengio Y, Courville A. Deep learning[M]. Cambridge: MIT Press, 2016.
[115] [115] Hou Tianyue, An Yi, Chang Qi, et al. Deeplearningbased coherent fiber laser array system f power scaling spatial light structuring[C]Proceedings of SPIE 11981, Fiber Lasers XIX: Technology Systems. 2022: 119810F.
[123] [123] Mills B, GrantJacob J A, Zervas M N. Optimisation of coherent beam combination using deep learning[C]Proceedings of SPIE 12400, Fiber Lasers XX: Technology Systems. 2023: 124000G.
[124] Wang Dan, Du Qiang, Zhou Tong, et al. Machine learning pattern recognition algorithm with applications to coherent laser combination[J]. IEEE Journal of Quantum Electronics, 58, 6100309(2022).
[125] [125] Feng X, Zhou H, Tao R, et al. Coherent beam combination through robust convolutional neural wk (submitted)[J]. Micromachines, 2023.
Get Citation
Copy Citation Text
Hongbing Zhou, Haoyu Zhang, Min Li, Xi Feng, Lianghua Xie, Yu Liu, Qiuhui Chu, Yuefang Yan, Rumao Tao, Honghuan Lin, Jianjun Wang, Lixin Yan, Feng Jing. Progress in active phase control for large-scale coherent laser beam combining[J]. High Power Laser and Particle Beams, 2024, 36(6): 061001
Category:
Received: Dec. 1, 2023
Accepted: Mar. 11, 2024
Published Online: Jun. 3, 2024
The Author Email: Tao Rumao (supertaozhi@163.com)