Meta-Analysis of Satellite Observations for United Nations Sustainable Development Goals: Exploring the Potential of Machine Learning for Water Quality Monitoring

SS Mukonza, JL Chiang - Environments, 2023 - mdpi.com
This review paper adopts bibliometric and meta-analysis approaches to explore the
application of supervised machine learning regression models in satellite-based water …

Extreme climate anomalies enhancing cyanobacterial blooms in eutrophic Lake Taihu, China

B Qin, J Deng, K Shi, J Wang, J Brookes… - Water Resources …, 2021 - Wiley Online Library
Climate warming in combination with nutrient enrichment can greatly promote phytoplankton
proliferation and blooms in eutrophic waters. Lake Taihu, China, is a large, shallow and …

Eutrophication state in the Eastern China based on Landsat 35-year observations

M Hu, R Ma, J Xiong, M Wang, Z Cao, K Xue - Remote Sensing of …, 2022 - Elsevier
Eutrophication of the eastern plain lake (EPL) region has a significant impact on the
sustainable economic development and is closely related to the shortage of water resources …

What water color parameters could be mapped using MODIS land reflectance products: A global evaluation over coastal and inland waters

Z Cao, M Shen, T Kutser, M Liu, T Qi, J Ma, R Ma… - Earth-Science …, 2022 - Elsevier
MODIS surface reflectance product (R_land) has been used to monitor waters due to its free
availability and higher spatial resolution than MODIS ocean bands. However, its applicability …

Microcystins risk assessment in lakes from space: Implications for SDG 6.1 evaluation

M Shen, Z Cao, L Xie, Y Zhao, T Qi, K Song, L Lyu… - Water Research, 2023 - Elsevier
Cyanobacterial blooms release a large number of algal toxins (eg, Microcystins, MCs) and
seriously threaten the safety of drinking water sources what the SDG 6.1 pursues (to provide …

Anthropogenic transformation of Yangtze Plain freshwater lakes: Patterns, drivers and impacts

X Hou, L Feng, J Tang, XP Song, J Liu, Y Zhang… - Remote Sensing of …, 2020 - Elsevier
Over the past half century, the Yangtze Plain of China has experienced rapid economic
development. Lake reclamation (ie, conversion of natural lake/wetland areas to …

A decade-long chlorophyll-a data record in lakes across China from VIIRS observations

Z Cao, M Wang, R Ma, Y Zhang, H Duan… - Remote Sensing of …, 2024 - Elsevier
Abstract Chlorophyll-a (Chl-a) is one of the optically active constituents in waters, and its
concentration is frequently utilized as a proxy for lake trophic levels. However, generating a …

Concerns about phytoplankton bloom trends in global lakes

L Feng, Y Dai, X Hou, Y Xu, J Liu, C Zheng - Nature, 2021 - nature.com
Satellite remote sensing has been widely used to monitor the water quality of inland and
coastal environments. Using satellite data from the Landsat 5 Thematic Mapper (L5TM), Ho …

UAV multispectral image-based urban river water quality monitoring using stacked ensemble machine learning algorithms—A case study of the Zhanghe river, China

Y Xiao, Y Guo, G Yin, X Zhang, Y Shi, F Hao, Y Fu - Remote Sensing, 2022 - mdpi.com
Timely monitoring of inland water quality using unmanned aerial vehicle (UAV) remote
sensing is critical for water environmental conservation and management. In this study, two …

Landsat observations of chlorophyll-a variations in Lake Taihu from 1984 to 2019

Z Cao, R Ma, JM Melack, H Duan, M Liu… - International Journal of …, 2022 - Elsevier
Long-term datasets of chlorophyll-a (Chla) are necessary to evaluate changes in
eutrophication and to assist in lake management; however, current aquatic remote sensing …