Chinese Optics Letters, 2019, 17 (10): 100603, Published Online: Sep. 25, 2019  

Analyzing OAM mode purity in optical fibers with CNN-based deep learning Download: 903次

Author Affiliations
1 National Laboratory of Solid State Microstructures and College of Engineering and Applied Sciences, Nanjing University, Nanjing 210093, China
2 Collaborative Innovation Center of Advanced Microstructures, Nanjing University, Nanjing 210093, China
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Tianying Lin, Ang Liu, Xiaopei Zhang, He Li, Liping Wang, Hailong Han, Ze Chen, Xiaoping Liu, Haibin Lü. Analyzing OAM mode purity in optical fibers with CNN-based deep learning[J]. Chinese Optics Letters, 2019, 17(10): 100603.

References

[1] RichardsonD. J.FiniJ. M.NelsonL. E., Nat. Photon.7, 354 (2013).

[2] SakaguchiJ.PuttnamB. J.KlausW.AwajiY.WadaN.KannoA.KawanishiT.ImamuraK.InabaH.MukasaK.SugizakiR.KobayashiT.WatanabeM., J. Lightwave Technol.31, 554 (2013).

[3] LiG.BaiN.ZhaoN.XiaC., Adv. Opt. Photon.6, 413 (2014).

[4] WillnerA. E.HuangH.YanY.RenY.AhmedN.XieG.BaoC.LiL.CaoY.ZhaoZ.WangJ.LaveryM. P. J.TurM.RamachandranS.MolischA. F.AshrafiN.AshrafiS., Adv. Opt. Photon.7, 66 (2015).

[5] RamachandranS.KristensenP., Nanophotonics2, 455 (2013).

[6] BozinovicN.YueY.RenY.TurM.KristensenP.HuangH.WillnerA. E.RamachandranS., Science340, 1545 (2013).SCIEAS0036-8075

[7] LiS.WangJ., IEEE Photon. J.5, 7101007 (2013).IPTLEL1041-1135

[8] XuH.YangL., Opt. Lett.38, 1978 (2013).

[9] RamachandranS.KristensenP.YanM. F., Opt. Lett.34, 2525 (2009).

[10] NiederriterR. D.SiemensM. E.GopinathJ. T., Opt. Lett.41, 3213 (2016).

[11] XingJ.WenJ.WangJ.PangF.ChenZ.LiuY.WangT., Chin. Opt. Lett.16, 100604 (2018).

[12] ZhangZ.WeiW.TangL.YangJ.GuoJ.DingL.LiY., Chin. Opt. Lett.16, 110501 (2018).

[13] ZhangH.YaoL.PangY.XiaJ., Chin. Opt. Lett.16, 092601 (2018).

[14] ZhaoZ.WangJ.LiS.WillnerA. E., Opt. Lett.38, 932 (2013).

[15] LiS.WangZ., Appl. Phys. Lett.103, 141110 (2013).

[16] ParkinS. J.NieminenT. A.HeckenbergN. R.Rubinsztein-DunlopH., Phys. Rev. A70, 690 (2004).

[17] LeachJ.KeenS.PadgettM. J.SaunterC.LoveG. D., Opt. Express14, 11919 (2006).

[18] LeachJ.PadgettM. J.BarnettS. M.Franke-ArnoldS.CourtialJ., Phys. Rev. Lett.88, 257901 (2002).

[19] BozinovicN.GolowichS.KristensenP.RamachandranS., Opt. Lett.37, 2451 (2012).

[20] JiangY.RenG.LiH.TangM.LiuY.WuY.JianW.JianS., Appl. Opt.56, 1990 (2017).

[21] WenY.ChremmosI.ChenY.ZhuJ.ZhangY.YuS., Phys. Rev. Lett.120, 193904 (2018).

[22] LeCunY.BengioY.HintonG., Nature521, 436 (2015).

[23] BurgesC. J. C., Data Min. Knowl. Disc.2, 121 (1998).

[24] KanungoT.MountD. M.NetanyahuN. S.PiatkoC. D.SilvermanR.WuA. Y., IEEE Trans. Pattern Anal.24, 881 (2002).

[25] SvetnikV.LiawA.TongC.CulbersonJ. C.SheridanR. P.FeustonB. P., J. Chem. Inf. Comput. Sci.43, 1947 (2003).

[26] HamJ.YangchiC.CrawfordM. M.GhoshJ., IEEE Trans. Geosci. Remote Sens.43, 492 (2005).

[27] SchmidhuberJ., Neural Networks61, 85 (2015).NNETEB0893-6080

[28] RivensonY.GorocsZ.GunaydinH.ZhangY. B.WangH. D.OzcanA., Optica4, 1437 (2017).

[29] NehmeE.WeissL. E.MichaeliT.ShechtmanY., Optica5, 458 (2018).

[30] MillsB.HeathD. J.Grant-JacobJ. A.EasonR. W., Opt. Express26, 17245 (2018).

[31] HannelM. D.AbdulaliA.O’BrienM.GrierD. G., Opt. Express26, 15221 (2018).

[32] LiJ.ZhangM.WangD., IEEE Photon. Technol. Lett.29, 1455 (2017).IPTLEL1041-1135

[33] ParkS. R.CattellL.NicholsJ. M.WatnikA.DosterT.RohdeG. K., Opt. Express26, 4004 (2018).

[34] LiJ.ZhangM.WangD.WuS.ZhanY., Opt. Express26, 10494 (2018).

[35] DosterT.WatnikA. T., Appl. Opt.56, 3386 (2017).

[36] DashtiP. Z.AlhassenF.LeeH. P., Phys. Rev. Lett.96, 043604 (2006).

[37] KashyapR., Fiber Bragg Gratings (Academic, 2009).

[38] HechtE., Optics (Addison-Wesley, 2002).

[39] ArbibM. A., The Handbook of Brain Theory and Neural Networks (MIT, 1998).

[40] KrizhevskyI. S. A.HintonG. E., in Advances in Neural Information Processing Systems (2012), p. 1097.

[41] KarpathyA.TodericiG.ShettyS.LeungT.SukthankarR.LiF. F., in IEEE Conference on Computer Vision and Pattern Recognition (2014), p. 1725.

[42] DahlG. E.SainathT. N.HintonG. E., in 2013 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2013), p. 8609.

[43] LiuA.LinT.HanH.ZhangX.ChenZ.GanF.LvH.LiuX., Opt. Express26, 22100 (2018).

[44] KingmaD. P.BaJ., “Adam: a method for stochastic optimization,” arXiv:1412.6980 (2014).

[45] AbadiM.BarhamP.ChenJ.ChenZ.DavisA.DeanJ.DevinM.GhemawatS.IrvingG.IsardM.KudlurM.LevenbergJ.MongaR.MooreS.MurrayD. G.SteinerB.TuckerP.VasudevanV.WardenP.WickeM.YuY.ZhengX., in 12th USENIX Symposium on Operating Systems Design and Implementation (2016), p. 265.

[46] ShaoJ., Mathematical Statistics (Springer, 2003).

[47] EltonD. C.BoukouvalasZ.ButricoM. S.FugeM. D.ChungP. W., Sci. Rep.8, 9059 (2018).

[48] BishopC. M., Pattern Recognition and Machine Learning (Springer, 2006).

[49] TetkoI. V.LivingstoneD. J.LuikA. I., J. Chem. Inf. Comp. Sci.35, 826 (1995).

[50] IoffeS.SzegedyC., “Batch normalization: accelerating deep network training by reducing internal covariate shift,” arXiv:1502.03167 (2015).

Tianying Lin, Ang Liu, Xiaopei Zhang, He Li, Liping Wang, Hailong Han, Ze Chen, Xiaoping Liu, Haibin Lü. Analyzing OAM mode purity in optical fibers with CNN-based deep learning[J]. Chinese Optics Letters, 2019, 17(10): 100603.

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