Mapping Phragmites australis Aboveground Biomass in the Momoge Wetland Ramsar Site Based on Sentinel-1/2 Images

Yuxin Zhao,Zhiqiang Qiu,Kaidong Feng,Dehua Mao,Hengqi Yan,Jingfa Wang,Mingming Jia,Dongyou Zhang,Baojia Du,Zongming Wang

doi:10.3390/rs14030694

Abstract

Phragmites australis (P. australis) is one of the most important plant species found in wetland ecosystems, and its aboveground biomass (AGB) is a key indicator for assessing the quality or health of a wetland site. In this study, we combined Sentinel-1/2 images and field observation data collected in 2020, to delineate the distribution of P. australis in the Momoge Ramsar Wetland site by using a random forest method, and further, to estimate AGB by comparing multiple linear regression models. The results showed that the overall classification accuracy of P. australis using the random forest method was 89.13% and the P. australis area in the site was 135.74 km2 in 2020. Among various remote sensing variables, the largest correlation coefficient was observed between dry weight of AGB of P. australis and Sentinel-2 red edge B7, and between fresh weight of P. australis AGB and red edge B5. The optimal models for estimating dry and fresh weight of P. australis AGB were multiple linear regression models, with an accuracy of 75.4% and 69.2%, respectively. In 2020, it was estimated that the total fresh weight of P. australis AGB in this Ramsar site was 21.2 × 107 kg and the total dry weight was 7.2 × 107 kg. The larger weight of P. australis AGB was identified mainly at central and western sites. The application of Sentinel-2 red-edge band for AGB estimation can significantly improve the model estimation accuracy. The findings of this study will provide a scientific basis for the management and protection of wetland ecosystems and sustainable utilization of P. australis resources.

Highlights

Introduction iationsWetlands are valuable ecosystems of the earth, with multiple unique functions and services
By combining Sentinel-1/2 satellite images, field-measured data, the random forest algorithm, and multiple regression models, we delineated the spatial distribution of P. australis in the Momoge Ramsar Wetland site and estimated the fresh and dry weight of P. australis aboveground biomass (AGB)
The results showed that the overall accuracy of P. australis delineation based on Sentinel-1/2 images and the random forest method was 89.13%, and the producer accuracy of P. australis was 92.24%

Summary

Introduction

Wetlands are valuable ecosystems of the earth, with multiple unique functions and services. They provide humans with a large amount of raw material and water resources, and maintain ecological balance, and protect biodiversity and rare species resources [1,2]. Phragmites australis (P. australis) is a typical wetland plant community type that is important in wetlands internationally. It plays an important role in the functions and services of the wetland ecosystem, such as sequestering carbon and providing shelter for migrating waterbirds [3,4]. The accurate extraction of P. australis distribution information and the precise weight estimation of P. australis aboveground biomass (AGB)

Methods

Results

Discussion

Conclusion