Inversion of Bubble Size Distribution Based on Whale Optimization Algorithm

A particle size inversion method based on whale optimization algorithm (WOA) is presented. In the experiment, the small angle forward scattering measurement system is used to conduct experimental research on the inversion of bubble particle size. WOA is used to invert and simulate the bubbles that f...

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Main Authors: Zhenzhong Lu, Ziqi Hu, Lin Ma, Shangtao Huang, Tao Peng, Min Liu, Biao Han, Jiali Liao, Zihao Wang, Yanling Sun
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Photonics Journal
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10542141/
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author Zhenzhong Lu
Ziqi Hu
Lin Ma
Shangtao Huang
Tao Peng
Min Liu
Biao Han
Jiali Liao
Zihao Wang
Yanling Sun
author_facet Zhenzhong Lu
Ziqi Hu
Lin Ma
Shangtao Huang
Tao Peng
Min Liu
Biao Han
Jiali Liao
Zihao Wang
Yanling Sun
author_sort Zhenzhong Lu
collection DOAJ
description A particle size inversion method based on whale optimization algorithm (WOA) is presented. In the experiment, the small angle forward scattering measurement system is used to conduct experimental research on the inversion of bubble particle size. WOA is used to invert and simulate the bubbles that follow a certain distribution, adding different levels of random noise to verify the stability of the algorithm. The results verify the feasibility and stability of applying WOA to particle size inversion.
format Article
id doaj-art-a90607d2f86a43a4bef0d3757a614efd
institution Kabale University
issn 1943-0655
language English
publishDate 2024-01-01
publisher IEEE
record_format Article
series IEEE Photonics Journal
spelling doaj-art-a90607d2f86a43a4bef0d3757a614efd2025-01-24T00:00:45ZengIEEEIEEE Photonics Journal1943-06552024-01-011641610.1109/JPHOT.2024.340688610542141Inversion of Bubble Size Distribution Based on Whale Optimization AlgorithmZhenzhong Lu0Ziqi Hu1https://orcid.org/0009-0005-7425-7903Lin Ma2Shangtao Huang3Tao Peng4Min Liu5Biao Han6Jiali Liao7https://orcid.org/0000-0001-7525-2606Zihao Wang8Yanling Sun9https://orcid.org/0000-0002-5993-0240School of Optoeletronic Engineering, Xidian University, Xi'an, ChinaSchool of Optoeletronic Engineering, Xidian University, Xi'an, ChinaSchool of Optoeletronic Engineering, Xidian University, Xi'an, ChinaSchool of Optoeletronic Engineering, Xidian University, Xi'an, ChinaSchool of Optoeletronic Engineering, Xidian University, Xi'an, ChinaSchool of Optoeletronic Engineering, Xidian University, Xi'an, ChinaSchool of Optoeletronic Engineering, Xidian University, Xi'an, ChinaSchool of Optoeletronic Engineering, Xidian University, Xi'an, ChinaSchool of Optoeletronic Engineering, Xidian University, Xi'an, ChinaSchool of Optoeletronic Engineering, Xidian University, Xi'an, ChinaA particle size inversion method based on whale optimization algorithm (WOA) is presented. In the experiment, the small angle forward scattering measurement system is used to conduct experimental research on the inversion of bubble particle size. WOA is used to invert and simulate the bubbles that follow a certain distribution, adding different levels of random noise to verify the stability of the algorithm. The results verify the feasibility and stability of applying WOA to particle size inversion.https://ieeexplore.ieee.org/document/10542141/Whale optimization algorithmsmall angle forward scattering methodbubble size distribution
spellingShingle Zhenzhong Lu
Ziqi Hu
Lin Ma
Shangtao Huang
Tao Peng
Min Liu
Biao Han
Jiali Liao
Zihao Wang
Yanling Sun
Inversion of Bubble Size Distribution Based on Whale Optimization Algorithm
IEEE Photonics Journal
Whale optimization algorithm
small angle forward scattering method
bubble size distribution
title Inversion of Bubble Size Distribution Based on Whale Optimization Algorithm
title_full Inversion of Bubble Size Distribution Based on Whale Optimization Algorithm
title_fullStr Inversion of Bubble Size Distribution Based on Whale Optimization Algorithm
title_full_unstemmed Inversion of Bubble Size Distribution Based on Whale Optimization Algorithm
title_short Inversion of Bubble Size Distribution Based on Whale Optimization Algorithm
title_sort inversion of bubble size distribution based on whale optimization algorithm
topic Whale optimization algorithm
small angle forward scattering method
bubble size distribution
url https://ieeexplore.ieee.org/document/10542141/
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