2020
DOI: 10.1364/oe.390762
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Adaptive stochastic parallel gradient descent approach for efficient fiber coupling

Abstract: In high-speed free-space optical communication systems, the received laser beam must be coupled into a single-mode fiber at the input of the receiver module. However, propagation through atmospheric turbulence degrades the spatial coherence of a laser beam and poses challenges for fiber coupling. In this paper, we propose a novel method, called as adaptive stochastic parallel gradient descent (ASPGD), to achieve efficient fiber coupling. To be specific, we formulate the fiber coupling problem as a model-free o… Show more

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Cited by 40 publications
(12 citation statements)
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“…The feedback control of phase shifters to maximize the combiner output will require further studies, which is beyond the scope of this investigation. An efficient optimization algorithm, such as stochastic parallel gradient descent, 18 can be considered.…”
Section: Discussionmentioning
confidence: 99%
See 1 more Smart Citation
“…The feedback control of phase shifters to maximize the combiner output will require further studies, which is beyond the scope of this investigation. An efficient optimization algorithm, such as stochastic parallel gradient descent, 18 can be considered.…”
Section: Discussionmentioning
confidence: 99%
“…A feedback control loop (e.g., Ref. 18) that maximizes the combiner output can be used to drive the phase shifters array, which is not considered here.…”
Section: Power Combinermentioning
confidence: 99%
“…ADGD does not need to set the step size manually. The step size can be updated for different cost functions according to the exponential weighted moving square sum of parameter changes and the exponential weighted moving square sum of gradients [27], [28]. The algorithm of using ADGD to solve the pitch angle and azimuth angle of the spoofer is shown in the following table.…”
Section: Spoofing Orientation Algorithm a Calculate The Observed Valu...mentioning
confidence: 99%
“…To obtain a higher and more stable coupling efficiency, adaptive *Corresponding author, e-mail: w_zt@163.com optics has been verified an effective scheme and has been commonly used in optical signal receiver. Long Li et al have applied a fast steering mirror (FSM) to steer the signal laser into the detection field of view of SMF in recent years [11][12][13] .…”
Section: Introductionmentioning
confidence: 99%