Can we estimate the lake mean depth and volume from the deepest record and auxiliary geospatial parameters?

Satellite Laser Altimetry Reveals a Net Water Mass Gain in Global Lakes With Spatial Heterogeneity in the Early 21st Century

(2022) Shuangxiao Luo et al.   GEOPHYSICAL RESEARCH LETTERS

GLOBathy, the global lakes bathymetry dataset

(2022) Bahram Khazaei et al.   Scientific Data

Bathymetric mapping and estimation of water storage in a shallow lake using a remote sensing inversion method based on machine learning

(2022) Hong Yang et al.   International Journal of Digital Earth

Lake Water Footprint Determination Using Linear Clustering-based Algorithm and Lake Water Changes in the Tibetan Plateau from 2002 to 2020

(2022) Gang Qiao et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Human alteration of global surface water storage variability

(2021) Sarah W. Cooley et al.   NATURE

LAGOS‐US LOCUS v1.0: Data module of location, identifiers, and physical characteristics of lakes and their watersheds in the conterminous U.S.

(2021) Kendra Spence Cheruvelil et al.   Limnology and Oceanography Letters

Modeling lake bathymetry and water storage from DEM data constrained by limited underwater surveys

(2021) Kai Liu et al.   JOURNAL OF HYDROLOGY

Glacial lake depth and volume estimation based on a large bathymetric dataset from the Cordillera Blanca, Peru

(2020) Randy Muñoz et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Changes in China's water resources in the early 21st century

(2020) Shengli Tao et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

Global lake thermal regions shift under climate change

(2020) Stephen C. Maberly et al.   Nature Communications

Optimized Segmentation Based on the Weighted Aggregation Method for Loess Bank Gully Mapping

(2020) Hu Ding et al.   Remote Sensing

Mapping and sampling to characterize global inland water dynamics from 1999 to 2018 with full Landsat time-series

(2020) Amy H. Pickens et al.   REMOTE SENSING OF ENVIRONMENT

Response of Tibetan Plateau lakes to climate change: Trends, patterns, and mechanisms

(2020) Guoqing Zhang et al.   EARTH-SCIENCE REVIEWS

Publisher Correction: Present and future Köppen-Geiger climate classification maps at 1-km resolution

(2020) Hylke E. Beck et al.   Scientific Data

Satellite-derived bathymetry using the ICESat-2 lidar and Sentinel-2 imagery datasets

(2020) Yue Ma et al.   REMOTE SENSING OF ENVIRONMENT

Improving ocean color data coverage through machine learning

(2019) Shuangling Chen et al.   REMOTE SENSING OF ENVIRONMENT

Estimation of the nearshore bathymetry from high temporal resolution Sentinel-1A C-band SAR data - A case study

(2019) Patricia Pereira et al.   REMOTE SENSING OF ENVIRONMENT

Comparison of remote sensing based approaches for mapping bathymetry of shallow, clear water rivers

(2019) E. Kasvi et al.   GEOMORPHOLOGY

Extreme lake level changes on the Tibetan Plateau associated with the 2015/2016 El Niño

(2019) Yanbin Lei et al.   GEOPHYSICAL RESEARCH LETTERS

A New Digital Lake Bathymetry Model Using the Step-Wise Water Recession Method to Generate 3D Lake Bathymetric Maps Based on DEMs

(2019) Siyu Zhu et al.   Water

Estimating water levels and volumes of lakes dated back to the 1980s using Landsat imagery and photon-counting lidar datasets

(2019) Yue Ma et al.   REMOTE SENSING OF ENVIRONMENT

Insights Into Preferential Flow Snowpack Runoff Using Random Forest

(2019) Francesco Avanzi et al.   WATER RESOURCES RESEARCH

Lake storage variation on the endorheic Tibetan Plateau and its attribution to climate change since the new millennium

(2018) Fangfang Yao et al.   Environmental Research Letters

Deriving three dimensional reservoir bathymetry from multi-satellite datasets

(2018) Augusto Getirana et al.   REMOTE SENSING OF ENVIRONMENT

The volume and mean depth of Earth's lakes

(2017) B. B. Cael et al.   GEOPHYSICAL RESEARCH LETTERS

Anthropogenic and climate-driven water depletion in Asia

(2016) Shuang Yi et al.   GEOPHYSICAL RESEARCH LETTERS

High-resolution mapping of global surface water and its long-term changes

(2016) Jean-François Pekel et al.   NATURE

Representative lake water extent mapping at continental scales using multi-temporal Landsat-8 imagery

(2016) Yongwei Sheng et al.   REMOTE SENSING OF ENVIRONMENT

Lake Volume Monitoring from Space

(2016) J.-F. Crétaux et al.   SURVEYS IN GEOPHYSICS

Estimating the volume and age of water stored in global lakes using a geo-statistical approach

(2016) Mathis Loïc Messager et al.   Nature Communications

Machine learning in geosciences and remote sensing

(2016) David J. Lary et al.   Geoscience Frontiers

Predicting bathymetric features of lakes from the topography of their surrounding landscape

(2015) Adam J. Heathcote et al.   CANADIAN JOURNAL OF FISHERIES AND AQUATIC SCIENCES

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Manage water in a green way

(2015) M. A. Palmer et al.   SCIENCE

A global inventory of lakes based on high-resolution satellite imagery

(2014) Charles Verpoorter et al.   GEOPHYSICAL RESEARCH LETTERS

Predicting the depth and volume of lakes from map-derived parameters

(2014) Sebastian Sobek   Inland Waters

Modeling and analysis of lake water storage changes on the Tibetan Plateau using multi-mission satellite data

(2013) Chunqiao Song et al.   REMOTE SENSING OF ENVIRONMENT

Hydrologic Sensitivities of Colorado River Runoff to Changes in Precipitation and Temperature*

(2012) Julie A. Vano et al.   JOURNAL OF HYDROMETEOROLOGY

The regional abundance and size distribution of lakes and reservoirs in the United States and implications for estimates of global lake extent

(2012) Cory P. McDonald et al.   LIMNOLOGY AND OCEANOGRAPHY

Glacial lakes and glacial lake outburst flood in a Himalayan basin using remote sensing and GIS

(2012) Sanjay K. Jain et al.   NATURAL HAZARDS

Predicting Maximum Lake Depth from Surrounding Topography

(2011) Jeffrey W. Hollister et al.   PLoS One

Using GIS to estimate lake volume from limited data

(2010) Jeffrey Hollister et al.   LAKE AND RESERVOIR MANAGEMENT