2015
DOI: 10.1364/ol.40.001235
|View full text |Cite
|
Sign up to set email alerts
|

Wavefront sensorless adaptive optics based on the trust region method

Abstract: We present what is to the best of our knowledge the first implementation of a trust region method for derivative-free optimization (TRDF) in a wavefront sensorless (WFSless) adaptive optics (AO) system. We compare the trust region method with the simulated annealing (SA) algorithm and stochastic parallel gradient descent (SPGD) algorithm. The experimental results demonstrate that the trust region method is superior to both the SA algorithm and SPGD algorithm with respect to convergence rates. These results ind… Show more

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
4
1

Citation Types

0
5
0
1

Year Published

2016
2016
2021
2021

Publication Types

Select...
8
1

Relationship

0
9

Authors

Journals

citations
Cited by 23 publications
(6 citation statements)
references
References 8 publications
0
5
0
1
Order By: Relevance
“…年Muller等人 [4] 提出的像清晰化技术, 但早期的像清 无 模 型 优 化 算 法 主 要 包 括 遗 传 算 法 (Genetic Algorithm, GA) [5] 、 模 拟 退 火 算 法 (Simulated Annealing, SA) [6] 、随机并行梯度下降法(Stochastic Parallel Gradient Descent, SPGD) [7] 、 信 赖 域 法 (Trust Region, TR) [8] 等 . 上 述 算 法 在 引 入 随 机 扰 动 的 方 式 上 各 不 相同, 收敛速度也有很大差异, 研究表明收敛速度 TR>SA>SPGD>GA [8,9] . 实际应用中需要根据波前误 差变化的时间特性、待优化变量个数、是否要求全 局最优以及算法实现的难易程度等选择合适的算法.…”
Section: 由于传统自适应光学存在上述问题 一种被称为无 波前传感器自适应光学(Wavefront Sensorless Adapunclassified
“…年Muller等人 [4] 提出的像清晰化技术, 但早期的像清 无 模 型 优 化 算 法 主 要 包 括 遗 传 算 法 (Genetic Algorithm, GA) [5] 、 模 拟 退 火 算 法 (Simulated Annealing, SA) [6] 、随机并行梯度下降法(Stochastic Parallel Gradient Descent, SPGD) [7] 、 信 赖 域 法 (Trust Region, TR) [8] 等 . 上 述 算 法 在 引 入 随 机 扰 动 的 方 式 上 各 不 相同, 收敛速度也有很大差异, 研究表明收敛速度 TR>SA>SPGD>GA [8,9] . 实际应用中需要根据波前误 差变化的时间特性、待优化变量个数、是否要求全 局最优以及算法实现的难易程度等选择合适的算法.…”
Section: 由于传统自适应光学存在上述问题 一种被称为无 波前传感器自适应光学(Wavefront Sensorless Adapunclassified
“…With a tested surface of large departure, there would be indistinguishable fringes even dark areas in the initial interferogram, from which the wavefront phase is unable to be demodulated. That is the FSAI usually works as a wavefront-sensorless (WFL) system [24,25]. As a WFL system, the adaptive compensation algorithm in FSAI aims to provide the optimal control signal of adaptive optics to seek near null fringes without direct aberration (or phase) information.…”
Section: Introductionmentioning
confidence: 99%
“…Finding an accurate correction without a WFS is challenging because of the nonlinearity of the underlying optimization problem. Various WFSless AO algorithms have been developed [1][2][3][4]. The common features of these methods are that they are all iterative and require many measurements to converge.…”
Section: Introductionmentioning
confidence: 99%