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SUMMARY:Complex nonlinear wave dynamics in ultrafast fibre lasers and thei
 r intelligent control - Sonia Boscolo (Aston University)
DTSTART:20220718T110000Z
DTEND:20220718T113000Z
UID:TALK176081@talks.cam.ac.uk
DESCRIPTION:Ultrafast fibre lasers represent interesting realisations of d
 issipative nonlinear systems with dynamics driven by a complex interplay a
 mong the effects of nonlinearity\, dispersion and energy exchange\, thus p
 roviding an ideal platform for the fundamental exploration of complex nonl
 inear wave phenomena. Machine-learning approaches and the use of genetic a
 nd evolutionary algorithms (EAs) have recently led to several dramatic imp
 rovements in dealing with the multivariable optimisation problem associate
 d with achieving desired operating regimes of fibre lasers [1]\, which is 
 otherwise a laborious task if addressed with a trial and error procedure. 
 In this talk\, we will provide a snapshot of our recent progress in the co
 ntrol of non-stationary nonlinear dynamics in fibre lasers by the use of E
 As.\nBreathing solitons exhibiting periodic oscillatory behaviour form an 
 important part of many different classes of nonlinear wave systems. Recent
 ly\, thanks to the development of real-time detection techniques\, they ha
 ve also emerged as a ubiquitous mode-locked regime of ultrafast fibre lase
 rs [2\,3]. The excitation of breather oscillations in a laser naturally tr
 iggers a second characteristic frequency in the system\, which therefore s
 hows competition between the cavity repetition frequency and the breathing
  frequency. Nonlinear systems with two competing frequencies show frequenc
 y locking\, in which the system locks into a resonant periodic response fe
 aturing a rational frequency ratio\, and quasi-periodicity following the h
 ierarchy of the Farey tree and the structure of the devil&rsquo\;s stairca
 se [4]. Whilst frequency-locking phenomena have been extensively studied t
 heoretically and experimentally in many physical systems\, all the investi
 gations so far relate to systems where an external\, accurately controllab
 le modulation adds a new characteristic frequency to the system. In [5]\, 
 we introduced an approach based on an EA for the generation of breather dy
 namics in fibre lasers with controlled characteristics\, which relies on s
 pecific features of the radio-frequency spectrum of the breather laser out
 put to optimise the intra-cavity nonlinear transfer function steered by el
 ectronically driven polarisation control. In this talk\, benefiting from t
 his approach and further developing it to directly pinpoint frequency-lock
 ed breathers\, we demonstrate that a breather mode-locked fibre laser is a
  passive system showing frequency locking at Farey fractions [6]. The freq
 uency-locked states occur in the sequence they appear in the Farey tree an
 d within a pump-power interval given by the width of the corresponding ste
 p in the devil&rsquo\;s staircase. The breather laser may therefore serve 
 as a simple model system to explore universal synchronisation dynamics of 
 nonlinear systems.\nFirst introduced in the context of oceanic waves\, the
  concept of extreme events or rogue waves (RWs)\, i.e.\, statistically-rar
 e giant-amplitude waves\, has been transferred to other natural environmen
 ts such as the atmosphere\, as well as to the solid grounds of research la
 boratories [7]. As RWs appear from nowhere and disappear without a trace\,
  their emergence is unpredictable and non-repetitive\, which make them par
 ticularly challenging to control. Here\, we extend the use of EAs to the a
 ctive control of extreme events in a fibre laser cavity [8]. Feeding real-
 time spectral measurements into an EA controlling the electronics to optim
 ise the cavity parameters\, we are able to trigger wave events in the cavi
 ty that have the typical statistics of RWs in the frequency domain and on-
 demand intensity. This accurate control enables the generation of the stro
 ngest optical RWs observed so far with a spectral peak 32.8 times higher t
 han the significant intensity threshold. The extreme spectral events obser
 ved correlate with extreme variations of the pulse energy\, thus qualifyin
 g as temporal RWs as well. Importantly\, significant frequency up- or down
 -shifting of the optical spectrum is also associated with the emergence of
  these waves. Given the generality of our control strategy\, which relies 
 on the statistical defining characteristics of RWs independent of the part
 icular physical model\, it is reasonable to expect the machine-learning me
 thod used in this work to be applicable to the control of RWs in many diff
 erent systems.\nReferences\; [1] Meng F\, Dudley JM. Toward a self-driving
  ultrafast fiber laser. Light: Science & Applications 2020\, 9: 26. [2] Pe
 ng J\, Boscolo S\, Zhao Z\, Zeng H. Breathing dissipative solitons in mode
 -locked fiber lasers. Science Advances 2019\, 5(11): eaax1110. [3] Peng J\
 , Zhao Z\, Boscolo S\, Finot C\, Sugavanam S\, Churkin DV\, Zeng H. Breath
 er molecular complexes in a passively mode-locked fibre laser. Laser & Pho
 tonics Reviews 2021\, 15(7): 2000132. [4] Jensen MH\, Bak P\, Bohr T. Comp
 lete devil's staircase\, fractal dimension\, and universality of mode-lock
 ing structure in the circle map. Physical Review Letters 1983\, 50(21): 16
 37. [5] Wu X\, Peng J\, Boscolo S\, Zhang Y\, Finot C\, Zeng H. Intelligen
 t breathing soliton generation in ultrafast fibre lasers. Laser & Photonic
 s Reviews 2022\, 16(2): 2100191. [6] Wu X\, Zhang Y\, Peng J\, Boscolo S\,
  Finot C\, Zeng H. Farey tree and devil's staircase of frequency-locked br
 eathers in ultrafast lasers. 2022\, Submitted. [7] Dudley JM\, Genty G\, M
 ussot A\, Chabchoub A\, Dias\, F. Rogue waves and analogies in optics and 
 oceanography. Nature Reviews Physics 2019\, 1: 675--689. [8] Wu X\, Zhang 
 Y\, Peng J\, Boscolo S\, Finot C\, Zeng H. Control of spectral extreme eve
 nts in ultrafast fibre lasers by an evolutionary algorithm. 2022\, Submitt
 ed.\n&nbsp\;
LOCATION:Seminar Room 1\, Newton Institute
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