Improved Particle Swarm Optimization Algorithm Combined With BP Neural Network Model for Prediction of Total Phosphorus Concentration in Water Body Using Transmittance Spectral Data

ZHANG Guo-hao; WANG Cai-ling; WANG Hong-wei; YU Tao

doi:10.3964/j.issn.1000-0593(2025)02-0394-09

Spectroscopy and Spectral Analysis, Volume. 45, Issue 2, 394(2025)

Improved Particle Swarm Optimization Algorithm Combined With BP Neural Network Model for Prediction of Total Phosphorus Concentration in Water Body Using Transmittance Spectral Data

ZHANG Guo-hao¹, WANG Cai-ling^1、*, WANG Hong-wei², and YU Tao³

Author Affiliations

¹College of Computer Science, Xi'an Shiyou University, Xi'an 710065, China

²School of Artificial Intelligence, Optics and Electronics, Northwestern Polytechnical University, Xi'an 710065, China

³Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an 710065, China

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ZHANG Guo-hao, WANG Cai-ling, WANG Hong-wei, YU Tao. Improved Particle Swarm Optimization Algorithm Combined With BP Neural Network Model for Prediction of Total Phosphorus Concentration in Water Body Using Transmittance Spectral Data[J]. Spectroscopy and Spectral Analysis, 2025, 45(2): 394

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Paper Information

Received: Oct. 3, 2023

Accepted: May. 21, 2025

Published Online: May. 21, 2025

The Author Email: WANG Cai-ling (wanghongwei@nwpu.edu.cn)

DOI:10.3964/j.issn.1000-0593(2025)02-0394-09

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