Improvement of Mangrove Soil Carbon Stocks Estimation in North Vietnam Using Sentinel-2 Data and Machine Learning Approach

Predicting soil organic carbon stocks under commercial forest plantations in KwaZulu-Natal province, South Africa using remotely sensed data

(2020) Omosalewa Odebiri et al.   GIScience & Remote Sensing

Estimating Mangrove Above-Ground Biomass Using Extreme Gradient Boosting Decision Trees Algorithm with Fused Sentinel-2 and ALOS-2 PALSAR-2 Data in Can Gio Biosphere Reserve, Vietnam

(2020) Tien Dat Pham et al.   Remote Sensing

Species choice in mangrove reforestation may influence the quantity and quality of long-term carbon sequestration and storage

(2020) Mengxing Wu et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Comparison of Machine Learning Methods for Estimating Mangrove Above-Ground Biomass Using Multiple Source Remote Sensing Data in the Red River Delta Biosphere Reserve, Vietnam

(2020) Tien Dat Pham et al.   Remote Sensing

Predicting Soil Organic Carbon and Soil Nitrogen Stocks in Topsoil of Forest Ecosystems in Northeastern China Using Remote Sensing Data

(2020) Shuai Wang et al.   Remote Sensing

Combination of Convolutional Neural Networks and Recurrent Neural Networks for predicting soil properties using Vis–NIR spectroscopy

(2020) Jiechao Yang et al.   GEODERMA

Remote Sensing Techniques for Soil Organic Carbon Estimation: A Review

(2019) Theodora Angelopoulou et al.   Remote Sensing

Detecting vegetation stress as a soil contamination proxy: a review of optical proximal and remote sensing techniques

(2019) A. Gholizadeh et al.   International Journal of Environmental Science and Technology

Transfer learning to localise a continental soil vis-NIR calibration model

(2019) J. Padarian et al.   GEODERMA

Object-based random forest modelling of aboveground forest biomass outperforms a pixel-based approach in a heterogeneous and mountain tropical environment

(2019) Eduarda M.O. Silveira et al.   International Journal of Applied Earth Observation and Geoinformation

Evaluation of CatBoost method for prediction of reference evapotranspiration in humid regions

(2019) Guomin Huang et al.   JOURNAL OF HYDROLOGY

The State of the World's Mangrove Forests: Past, Present, and Future

(2019) Daniel A. Friess et al.   Annual Review of Environment and Resources

Effect of land‐use and land‐cover change on mangrove blue carbon: A systematic review

(2019) Sigit D. Sasmito et al.   GLOBAL CHANGE BIOLOGY

The future of Blue Carbon science

(2019) Peter I. Macreadie et al.   Nature Communications

Spectroscopic measurements and imaging of soil colour for field scale estimation of soil organic carbon

(2019) Asa Gholizadeh et al.   GEODERMA

A global map of mangrove forest soil carbon at 30 m spatial resolution

(2018) Jonathan Sanderman et al.   Environmental Research Letters

Estimating aboveground biomass of a mangrove plantation on the Northern coast of Vietnam using machine learning techniques with an integration of ALOS-2 PALSAR-2 and Sentinel-2A data

(2018) Tien Dat Pham et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Bringing social and cultural considerations into environmental management for vulnerable coastal communities: Responses to environmental change in Xuan Thuy National Park, Nam Dinh Province, Vietnam

(2018) Mabon Leslie et al.   OCEAN & COASTAL MANAGEMENT

Global carbon stocks and potential emissions due to mangrove deforestation from 2000 to 2012

(2018) Stuart E. Hamilton et al.   Nature Climate Change

Improving Accuracy Estimation of Forest Aboveground Biomass Based on Incorporation of ALOS-2 PALSAR-2 and Sentinel-2A Imagery and Machine Learning: A Case Study of the Hyrcanian Forest Area (Iran)

(2018) Sasan Vafaei et al.   Remote Sensing

Sedimentary composition and organic carbon sources in mangrove forests along the coast of northeast Vietnam

(2018) Nguyen Tai Tue et al.   Regional Studies in Marine Science

Study on a prediction of P2P network loan default based on the machine learning LightGBM and XGboost algorithms according to different high dimensional data cleaning

(2018) Xiaojun Ma et al.   Electronic Commerce Research and Applications

Seasonal variability of CO2 emissions from sediments in planted mangroves (Northern Viet Nam)

(2018) Ha Thi Hien et al.   ESTUARINE COASTAL AND SHELF SCIENCE

Soil organic carbon and texture retrieving and mapping using proximal, airborne and Sentinel-2 spectral imaging

(2018) Asa Gholizadeh et al.   REMOTE SENSING OF ENVIRONMENT

Transfer Learning for Soil Spectroscopy Based on Convolutional Neural Networks and Its Application in Soil Clay Content Mapping Using Hyperspectral Imagery

(2018) Lanfa Liu et al.   SENSORS

Evaluating the capability of the Sentinel 2 data for soil organic carbon prediction in croplands

(2018) Fabio Castaldi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mangroves of Vietnam: Historical development, current state of research and future threats

(2018) Bijeesh Kozhikkodan Veettil et al.   ESTUARINE COASTAL AND SHELF SCIENCE

A comparison of geographic datasets and field measurements to model soil carbon using random forests and stepwise regressions (British Columbia, Canada)

(2017) Heather J. Richardson et al.   GIScience & Remote Sensing

Monitoring mangrove biomass change in Vietnam using SPOT images and an object-based approach combined with machine learning algorithms

(2017) Lien T.H. Pham et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Soil organic carbon mapping using remote sensing techniques and multivariate regression model

(2017) Gouri Sankar Bhunia et al.   Geocarto International

Combining Partial Least Squares and the Gradient-Boosting Method for Soil Property Retrieval Using Visible Near-Infrared Shortwave Infrared Spectra

(2017) Lanfa Liu et al.   Remote Sensing

Prediction of Soil Physical and Chemical Properties by Visible and Near-Infrared Diffuse Reflectance Spectroscopy in the Central Amazon

(2017) Érika Pinheiro et al.   Remote Sensing

Adsorptive Removal of Copper by Using Surfactant Modified Laterite Soil

(2017) Tien Duc Pham et al.   Journal of Chemistry

A Comparison of Machine Learning Techniques Applied to Landsat-5 TM Spectral Data for Biomass Estimation

(2016) Pablito M. López-Serrano et al.   CANADIAN JOURNAL OF REMOTE SENSING

Spatial variability of soil organic matter using remote sensing data

(2016) S. Mirzaee et al.   CATENA

Comparison of boosted regression tree and random forest models for mapping topsoil organic carbon concentration in an alpine ecosystem

(2016) Ren-Min Yang et al.   ECOLOGICAL INDICATORS

Biomass estimation of Sonneratia caseolaris (l.) Engler at a coastal area of Hai Phong city (Vietnam) using ALOS-2 PALSAR imagery and GIS-based multi-layer perceptron neural networks

(2016) Tien Dat Pham et al.   GIScience & Remote Sensing

Comparison of machine-learning methods for above-ground biomass estimation based on Landsat imagery

(2016) Chaofan Wu et al.   Journal of Applied Remote Sensing

A Comparison of Machine Learning Techniques Applied to Landsat-5 TM Spectral Data for Biomass Estimation

(2016) Pablito M. López-Serrano et al.   CANADIAN JOURNAL OF REMOTE SENSING

A comparative assessment of support vector regression, artificial neural networks, and random forests for predicting and mapping soil organic carbon stocks across an Afromontane landscape

(2015) Kennedy Were et al.   ECOLOGICAL INDICATORS

Rates and drivers of mangrove deforestation in Southeast Asia, 2000–2012

(2015) Daniel R. Richards et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery

(2015) Fan Hu et al.   Remote Sensing

Estimating aboveground biomass inAvicennia marinaplantation in Indian Sundarbans using high-resolution satellite data

(2014) Sudip Manna et al.   Journal of Applied Remote Sensing

Carbon stocks of intact mangroves and carbon emissions arising from their conversion in the Dominican Republic

(2013) J. Boone Kauffman et al.   ECOLOGICAL APPLICATIONS

Evaluating the capabilities of Sentinel-2 for quantitative estimation of biophysical variables in vegetation

(2013) William James Frampton et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Estimating Global “Blue Carbon” Emissions from Conversion and Degradation of Vegetated Coastal Ecosystems

(2012) Linwood Pendleton et al.   PLoS One

Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services

(2012) M. Drusch et al.   REMOTE SENSING OF ENVIRONMENT

Carbon sequestration in mangrove forests

(2012) Daniel M Alongi   Carbon Management

A cross-system analysis of sedimentary organic carbon in the mangrove ecosystems of Xuan Thuy National Park, Vietnam

(2011) Nguyen Tai Tue et al.   JOURNAL OF SEA RESEARCH

Mangroves among the most carbon-rich forests in the tropics

(2011) Daniel C. Donato et al.   Nature Geoscience

Evaluation of Sentinel-2 Red-Edge Bands for Empirical Estimation of Green LAI and Chlorophyll Content

(2011) Jesús Delegido et al.   SENSORS

AIC model selection and multimodel inference in behavioral ecology: some background, observations, and comparisons

(2010) Kenneth P. Burnham et al.   BEHAVIORAL ECOLOGY AND SOCIOBIOLOGY

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Organic carbon dynamics in mangrove ecosystems: A review

(2008) Erik Kristensen et al.   AQUATIC BOTANY

Development of a two-band enhanced vegetation index without a blue band

(2008) Z JIANG et al.   REMOTE SENSING OF ENVIRONMENT

Mangrove Forest Distributions and Dynamics in Madagascar (1975–2005)

(2008) Chandra Giri et al.   SENSORS