Multisource Data Integration of Sentinel-1 and Sentinel-2 for Above Ground Biomass Inversion

Yaxuan Xing, Huiping Lin, Jingwen Zhu, Feng Wang, Feng Xu, Wen Jiang

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Remote sensing data provides several advantages for vegetation parameter inversion, including non-invasive measurement, high spatiotemporal resolution, and extensive coverage. However, as multisource remote sensing data continues to advance, challenges emerge in data fusion, particularly in ensuring consistency across various data sources and addressing physical differences among them. To address such challenges, this paper employs multisource re mote sensing data as inputs for Above Ground Biomass (AGB) inversion. As a scattering model, the Water Cloud Model (WCM) is widely adopted for vegetation parameter inversion due to its simplicity and ability to describe both vegetation and soil scattering mechanisms. In this study, Sentinel-1 data is utilized to extract backscatter coefficients and incidence angle information, while Sentinel-2 multispectral data is used to calculate soil moisture through the tasseled cap transformation. These variables are employed to calibrate the coefficients of the WCM, facilitating the bio mass inversion process. The approach effectively integrates multiple sources of remote sensing data, overcoming limitation of data saturation typically associated with single-source data, and achieving accurate biomass inversion across different polarization modes.

Original languageEnglish
Title of host publicationIEEE International Conference on Signal, Information and Data Processing, ICSIDP 2024
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798331515669
DOIs
StatePublished - 2024
Externally publishedYes
Event2nd IEEE International Conference on Signal, Information and Data Processing, ICSIDP 2024 - Zhuhai, China
Duration: 22 Nov 202424 Nov 2024

Publication series

NameIEEE International Conference on Signal, Information and Data Processing, ICSIDP 2024

Conference

Conference2nd IEEE International Conference on Signal, Information and Data Processing, ICSIDP 2024
Country/TerritoryChina
CityZhuhai
Period22/11/2424/11/24

Keywords

  • AGB
  • multisource remote sensing data
  • Sentinel-2
  • Sentinel1
  • WCM

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