A Transformer-Based Forward Model for Aerosol and Ocean Data Retrieval from Polarimeters

Hoang My Le; Lingxiao Wang; Snorre Stamnes; Khan Raqib Mahmud

doi:10.1109/SoutheastCon63549.2026.11476518

A Transformer-Based Forward Model for Aerosol and Ocean Data Retrieval from Polarimeters

Hoang My Le
, Lingxiao Wang
, Snorre Stamnes
, Khan Raqib Mahmud

Louisiana Tech University
NASA Langley Research Center

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	SoutheastCon 2026
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9798331546427
DOIs	https://doi.org/10.1109/SoutheastCon63549.2026.11476518
State	Published - 2026
Externally published	Yes
Event	2026 IEEE SoutheastCon, SoutheastCon 2026 - Hybrid, Huntsville, United States Duration: Feb 20 2026 → Mar 15 2026

Publication series

Series	Conference Proceedings - IEEE SOUTHEASTCON
ISSN	1091-0050

Conference

Conference	2026 IEEE SoutheastCon, SoutheastCon 2026
Country/Territory	United States
City	Hybrid, Huntsville
Period	2/20/26 → 3/15/26

ASJC Scopus Subject Areas

Software
Control and Systems Engineering
Signal Processing
Computer Networks and Communications
Electrical and Electronic Engineering

Keywords

deep learning
ocean and aerosol retrieval
polarimeter
transformers

Access to Document

10.1109/SoutheastCon63549.2026.11476518

Cite this

Le, HM, Wang, L, Stamnes, S & Mahmud, KR 2026, A Transformer-Based Forward Model for Aerosol and Ocean Data Retrieval from Polarimeters. in SoutheastCon 2026. Institute of Electrical and Electronics Engineers Inc., Conference Proceedings - IEEE SOUTHEASTCON, 2026 IEEE SoutheastCon, SoutheastCon 2026, Hybrid, Huntsville, United States, 2/20/26. https://doi.org/10.1109/SoutheastCon63549.2026.11476518

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title = "A Transformer-Based Forward Model for Aerosol and Ocean Data Retrieval from Polarimeters",

keywords = "deep learning, ocean and aerosol retrieval, polarimeter, transformers",

author = "Le, \{Hoang My\} and Lingxiao Wang and Snorre Stamnes and Mahmud, \{Khan Raqib\}",

note = "Publisher Copyright: {\textcopyright} 2026 IEEE.; 2026 IEEE SoutheastCon, SoutheastCon 2026 ; Conference date: 20-02-2026 Through 15-03-2026",

year = "2026",

doi = "10.1109/SoutheastCon63549.2026.11476518",

language = "English",

series = "Conference Proceedings - IEEE SOUTHEASTCON",

booktitle = "SoutheastCon 2026",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

}

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T1 - A Transformer-Based Forward Model for Aerosol and Ocean Data Retrieval from Polarimeters

AU - Le, Hoang My

AU - Wang, Lingxiao

AU - Stamnes, Snorre

AU - Mahmud, Khan Raqib

PY - 2026

Y1 - 2026

KW - deep learning

KW - ocean and aerosol retrieval

KW - polarimeter

KW - transformers

UR - https://www.scopus.com/pages/publications/105037863412

UR - https://www.scopus.com/pages/publications/105037863412#tab=citedBy

U2 - 10.1109/SoutheastCon63549.2026.11476518

DO - 10.1109/SoutheastCon63549.2026.11476518

M3 - Conference contribution

AN - SCOPUS:105037863412

T3 - Conference Proceedings - IEEE SOUTHEASTCON

BT - SoutheastCon 2026

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2026 IEEE SoutheastCon, SoutheastCon 2026

Y2 - 20 February 2026 through 15 March 2026

ER -

A Transformer-Based Forward Model for Aerosol and Ocean Data Retrieval from Polarimeters

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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Cite this