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105 Results Found

  • Article
  • Open Access
18 Citations
6,822 Views
17 Pages

8 December 2014

Nowadays, spaceborne Synthetic Aperture Radar (SAR) has become a powerful tool for providing significant wave height (SWH). Traditionally, validation of SAR derived SWH has been carried out against buoy measurements or model outputs, which only yield...

  • Communication
  • Open Access
7 Citations
2,463 Views
9 Pages

30 August 2022

Triple collocation analysis is an established technique for calculating the relative linear intercalibration coefficients and observation error variances for physical quantities measured simultaneously in space and time by three different observation...

(This article belongs to the Special Issue Remote Sensing of Ocean Surface Winds)
  • Article
  • Open Access
36 Citations
4,237 Views
20 Pages

22 June 2020

The accuracy of wind speed measurements is important in many applications. In the present work, error standard deviations of wind speed measured by satellites and National Data Buoy Center (NDBC) buoys were estimated using triple collocation. The sat...

(This article belongs to the Section Ocean Remote Sensing)
  • Article
  • Open Access
2 Citations
3,058 Views
19 Pages

Using a Triple Sensor Collocation Approach to Evaluate Small-Holder Irrigation Scheme Performances in Northern Ethiopia

  • Amina Abdelkadir Mohammedshum,
  • Ben H. P. Maathuis,
  • Chris M. Mannaerts and
  • Daniel Teka

17 September 2024

This study uses a triple-sensor collocation approach to evaluate the performance of small-holder irrigation schemes in the Zamra catchment of Northern Ethiopia. Crop water productivity (CWP), as an integrator of biomass production and water use, was...

  • Article
  • Open Access
22 Citations
4,157 Views
15 Pages

6 June 2022

The validation of precipitation estimates is necessary for the selection of the most appropriate dataset, as well as for having confidence in its selection. Traditional validation against gauges or radars is much less effective when the quality of th...

(This article belongs to the Section Urban Remote Sensing)
  • Article
  • Open Access
20 Citations
5,737 Views
32 Pages

Triple Collocation Analysis for Two Error-Correlated Datasets: Application to L-Band Brightness Temperatures over Land

  • Verónica González-Gambau,
  • Antonio Turiel,
  • Cristina González-Haro,
  • Justino Martínez,
  • Estrella Olmedo,
  • Roger Oliva and
  • Manuel Martín-Neira

16 October 2020

The error characterization of satellite observations is crucial for blending observations from multiple platforms into a unique dataset and for assimilating them into numerical weather prediction models. In the last years, the triple collocation (TC)...

(This article belongs to the Special Issue Accuracy Assessment and Validation of Remotely Sensed Data and Products)
  • Article
  • Open Access
1,145 Views
16 Pages

Multi-Source Daily Precipitation Merging over the Yangtze River Basin Using Triple Collocation

  • Jin Wang,
  • Xiaotao Fan,
  • Xinyue Yan,
  • Zhenyong Sun and
  • Gaohong Yin

14 September 2025

The Yangtze River Basin (YRB) is highly vulnerable to both floods and droughts, with precipitation playing a key role in driving these hydrological extremes. Understanding and reducing uncertainty in precipitation estimates is therefore crucial for e...

  • Article
  • Open Access
2 Citations
2,021 Views
19 Pages

17 December 2024

Existing validation of mean wind speed estimates via reflectometry from global navigation systems of satellites (GNSS-R)—has been largely limited in spatial coverage to equatorial buoys or tropical cyclone events near continental United States....

(This article belongs to the Section Atmospheric Remote Sensing)
  • Article
  • Open Access
2 Citations
956 Views
21 Pages

18 November 2025

Triple/N-way collocation is a statistical analysis tool used to estimate the individual error variances of simultaneous observations of a physical quantity by three or more distinct systems. The tool is widely used to validate remote sensing data pro...

(This article belongs to the Topic Geographic Information and Remote Sensing Technology (GIRST))
  • Article
  • Open Access
1,426 Views
18 Pages

29 August 2025

Sea surface temperature (SST) is vital for climate monitoring and extreme weather forecasting. Existing global SST datasets are typically provided at daily to seasonal resolutions, while hourly data remain limited to regional scales. Polar-orbiting s...

(This article belongs to the Section Ocean Remote Sensing)
  • Article
  • Open Access
2 Citations
3,648 Views
18 Pages

2 May 2020

Evaluating the reliability of satellite-based and reanalysis soil moisture products is very important in soil moisture research. The traditional methods of evaluating soil moisture products rely on the verification of satellite inversion data and gro...

(This article belongs to the Special Issue Applications of Remote Sensing and GIS in Hydrology II)
  • Letter
  • Open Access
20 Citations
6,002 Views
13 Pages

11 February 2020

Sea Surface Temperature (SST) is an essential climate variable (ECV) for monitoring the state and detecting changes in the climate. The concept of ECVs, developed by the Global Climate Observing System (GCOS) program of the World Meteorological Organ...

(This article belongs to the Special Issue Advances in Retrieval, Operationalization, Monitoring and Application of Sea Surface Temperature)
  • Article
  • Open Access
11 Citations
3,966 Views
18 Pages

Merging Microwave, Optical, and Reanalysis Data for 1 Km Daily Soil Moisture by Triple Collocation

  • Luyao Zhu,
  • Wenjie Li,
  • Hongquan Wang,
  • Xiaodong Deng,
  • Cheng Tong,
  • Shan He and
  • Ke Wang

27 December 2022

High-spatiotemporal resolution soil moisture (SM) plays an essential role in optimized irrigation, agricultural droughts, and hydrometeorological model simulations. However, producing high-spatiotemporal seamless soil moisture products is challenging...

(This article belongs to the Special Issue Satellite Soil Moisture Estimation, Assessment, and Applications)
  • Article
  • Open Access
559 Views
18 Pages

15 May 2026

Satellite remote sensing-based soil moisture (SM) retrieval quantifies the spatial and temporal distributions of SM to support Earth system modeling. However, existing SM products, including satellite remote sensing, model-simulated, and land data as...

(This article belongs to the Section Soil and Water)
  • Article
  • Open Access
12 Citations
6,090 Views
27 Pages

14 April 2021

Validating remotely sensed sea surface temperature (SST) is a fundamental step in establishing reliable biological/physical models that can be used in different marine applications. Mapping SST using accurate models would assess in understanding crit...

(This article belongs to the Section Oceans and Coastal Zones)
  • Article
  • Open Access
6 Citations
2,182 Views
24 Pages

24 November 2024

Accurate estimation of evapotranspiration (ET) is critical for understanding land-atmospheric interactions. Despite the advancement in ET measurement, a single ET estimate still suffers from inherent uncertainties. Data fusion provides a viable optio...

(This article belongs to the Section Atmospheric Techniques, Instruments, and Modeling)
  • Article
  • Open Access
21 Citations
4,413 Views
23 Pages

Global-Scale Evaluation of XCO2 Products from GOSAT, OCO-2 and CarbonTracker Using Direct Comparison and Triple Collocation Method

  • Yuanyuan Chen,
  • Jiefeng Cheng,
  • Xiaodong Song,
  • Shuo Liu,
  • Yuan Sun,
  • Dajiang Yu and
  • Shuangxi Fang

8 November 2022

Triple collocation (TC) shows potential in estimating the errors of various geographical data in the absence of the truth. In this study, the TC techniques are first applied to evaluate the performances of multiple column-averaged dry air CO2 mole fr...

  • Article
  • Open Access
488 Views
25 Pages

A High-Accuracy Gridded Precipitation Dataset for Southeast Asia Developed Using Extended Triple Collocation Analysis

  • Bhenjamin Jordan Ona,
  • Srivatsan V Raghavan,
  • Ngoc Son Nguyen,
  • Raphael Loh and
  • Shreyas Rajendra Dhavale

29 August 2026

Accurate daily gridded precipitation estimates are needed to characterize spatial rainfall variability and support retrospective hydrological analysis in Southeast Asia, where complex rainfall regimes and sparse rain gauge coverage remain major chall...

(This article belongs to the Section Atmospheric Techniques, Instruments, and Modeling)
  • Article
  • Open Access
3 Citations
2,419 Views
25 Pages

Different Vegetation Covers Leading to the Uncertainty and Consistency of ET Estimation: A Case Study Assessment with Extended Triple Collocation

  • Xiaoxiao Li,
  • Huaiwei Sun,
  • Yong Yang,
  • Xunlai Sun,
  • Ming Xiong,
  • Shuo Ouyang,
  • Haichen Li,
  • Hui Qin and
  • Wenxin Zhang

6 July 2024

Accurate and reliable estimation of actual evapotranspiration (AET) is essential for various hydrological studies, including drought prediction, water resource management, and the analysis of atmospheric–terrestrial carbon exchanges. Gridded AE...

(This article belongs to the Special Issue Recent Advances in Water Resources and Water Environmental Monitoring with Remote Sensing Techniques)
  • Article
  • Open Access
242 Views
22 Pages

25 August 2026

Integrated Water Vapor (IWV) is a key indicator of atmospheric moisture, and its accurate quantification requires precise characterization of the errors inherent to each observing system, a task complicated by the absence of a true, error-free atmosp...

(This article belongs to the Section Atmospheric Techniques, Instruments, and Modeling)
  • Article
  • Open Access
10 Citations
3,021 Views
23 Pages

28 August 2023

Currently, satellite-based soil moisture (SM) products and land surface model assimilation techniques are widely utilized. However, the presence of systematic errors in the observation process, algorithmic discrepancies between products, and variatio...

(This article belongs to the Section Climatology)
  • Article
  • Open Access
1,685 Views
20 Pages

1 September 2025

Snow depth is a crucial variable when assessing the hydrological cycle and total water supply. Therefore, thorough and large-scale assessments of the widely used gridded snow depth products are highly important. In previous studies, triple collocatio...

(This article belongs to the Special Issue Snow Water Equivalent Retrieval Using Remote Sensing)
  • Article
  • Open Access
39 Citations
6,011 Views
20 Pages

A Hybrid Triple Collocation-Deep Learning Approach for Improving Soil Moisture Estimation from Satellite and Model-Based Data

  • Wenting Ming,
  • Xuan Ji,
  • Mingda Zhang,
  • Yungang Li,
  • Chang Liu,
  • Yinfei Wang and
  • Jiqiu Li

5 April 2022

Satellite retrieval and land surface models have become the mainstream methods for monitoring soil moisture (SM) over large regions; however, the uncertainty and coarse spatial resolution of these products limit their applications at the regional and...

(This article belongs to the Special Issue Remote Sensing of Hydrological Processes: Modelling and Applications)
  • Article
  • Open Access
3 Citations
2,846 Views
20 Pages

24 April 2023

Global land cover (GLC) data are an indispensable resource for understanding the relationship between human activities and the natural environment. Estimating their classification accuracy is significant for studying environmental change and sustaina...

(This article belongs to the Special Issue Advances in Mapping Land Cover and Land Use Based on Remotely Sensed Data)
  • Article
  • Open Access
7 Citations
3,030 Views
21 Pages

27 August 2023

Reliable assessment of satellite-based precipitation estimation (SPE) and production of more accurate precipitation data by data fusion is typically challenging in sparsely gauged and ungauged areas. Triple collocation (TC) is a novel assessment appr...

(This article belongs to the Special Issue Multi-Source Data with Remote Sensing Techniques)
  • Article
  • Open Access
13 Citations
3,034 Views
20 Pages

8 August 2022

Obtaining accurate near-real-time precipitation data and merging multiple precipitation estimates require sufficient in-situ rain gauge networks. The triple collocation (TC) approach is a novel error assessment method that does not require rain gauge...

(This article belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
  • Article
  • Open Access
12 Citations
4,170 Views
22 Pages

4 August 2021

Land surface models (LSMs) simulate water and energy cycles at the atmosphere–soil interface, however, the physical processes in the subsurface are typically oversimplified and lateral water movement is neglected. Here, a cross-evaluation of land sur...

(This article belongs to the Special Issue Remote Sensing Applications for Hydrogeography and Climatology)
  • Letter
  • Open Access
8 Citations
3,673 Views
12 Pages

21 September 2020

Remote sensing (RS) soil moisture (SM) products have been widely used in various environmental studies. Understanding the error structure of data is necessary to properly apply RS SM products in trend and variation analysis and data fusion. However,...

(This article belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
  • Article
  • Open Access
3 Citations
2,285 Views
22 Pages

24 October 2024

The model error is a direct reflection of the accuracy of the model simulation. However, it is challenging to estimate the model error due to the presence of numerous uncertainties inherent to the atmospheric and soil data, as well as the structure a...

(This article belongs to the Topic Hydrology and Water Resources in Agriculture and Ecology—2nd Edition)
  • Article
  • Open Access
11 Citations
3,598 Views
23 Pages

8 November 2022

Improvements in soil moisture observations and modeling play a vital role in drought, water resources, flooding, and landslide management and forecasting. However, the lack of multisensor products that integrate different spatial scales (i.e., from 1...

(This article belongs to the Special Issue Satellite Soil Moisture Validation and Applications)
  • Article
  • Open Access
2,088 Views
23 Pages

Accurate and up-to-date data on built-up areas are crucial for urban planning, disaster management, and sustainable development, yet Romania still lacks a unified, official database. In this study we integrated the three widely used global data sourc...

  • Article
  • Open Access
3 Citations
3,269 Views
18 Pages

7 July 2023

This study develops a triple-collocation (TC) based, multi-source shallow-soil moisture product for Oklahoma. The method uses a least squared weights (LSW) optimization to find the set of parameters that result in the lowest root mean squared error (...

(This article belongs to the Special Issue Satellite Soil Moisture Validation and Applications)
  • Article
  • Open Access
46 Citations
6,354 Views
18 Pages

16 April 2020

Quantifying uncertainties of precipitation estimation, especially in extreme events, could benefit early warning of water-related hazards like flash floods and landslides. Rain gauges, weather radars, and satellites are three mainstream data sources...

(This article belongs to the Special Issue Precipitation and Water Cycle Measurements Using Remote Sensing)
  • Article
  • Open Access
11 Citations
2,385 Views
19 Pages

Discovering Optimal Triplets for Assessing the Uncertainties of Satellite-Derived Evapotranspiration Products

  • Yan He,
  • Chen Wang,
  • Jinghao Hu,
  • Huihui Mao,
  • Zheng Duan,
  • Cixiao Qu,
  • Runkui Li,
  • Mingyu Wang and
  • Xianfeng Song

21 June 2023

Information relating to errors in evapotranspiration (ET) products, including satellite-derived ET products, is critical to their application but often challenging to obtain, with a limited number of flux towers available for the sufficient validatio...

(This article belongs to the Section Environmental Remote Sensing)
  • Article
  • Open Access
13 Citations
4,550 Views
34 Pages

Multi-Collocation-Based Estimation of Wave Climate in a Non-Tidal Bay: The Case Study of Bagnoli-Coroglio Bay (Tyrrhenian Sea)

  • Pasquale Contestabile,
  • Fabio Conversano,
  • Luca Centurioni,
  • Umberto Mario Golia,
  • Luigi Musco,
  • Roberto Danovaro and
  • Diego Vicinanza

7 July 2020

In this paper, the advantages of shaping a non-conventional triple collocation-based calibration of a wave propagation model is pointed out. Illustrated through a case study in the Bagnoli-Coroglio Bay (central Tyrrhenian Sea, Italy), a multi-compari...

(This article belongs to the Special Issue Coastal Vulnerability and Mitigation Strategies: From Monitoring to Applied Research )
  • Article
  • Open Access
5 Citations
2,630 Views
22 Pages

29 June 2024

The Copernicus Sentinel-6 Michael Freilich (S6-MF) and Jason-3 (J3) Tandem Experiment (S6-JTEX) provided over 12 months of closely collocated altimeter sea state measurements, acquired in “low-resolution” (LR) and synthetic aperture radar...

(This article belongs to the Section Ocean Remote Sensing)
  • Article
  • Open Access
4 Citations
3,242 Views
15 Pages

27 March 2022

Soil moisture (SM) measurements from ground stations are often after quality control (QC) in the operational system, but the QC flags may not be reliable in some cases when precipitation events or manual watering happen. This study applies the triple...

(This article belongs to the Section Soil and Water)
  • Article
  • Open Access
819 Views
34 Pages

CYGNSS Soil Moisture Performance in Guinea Savanna Region: Extended and Quadruple Collocation Evidence from Benue State, Nigeria

  • Samuel Olatunde Ajoniloju,
  • Sheikh Tawhidul Islam,
  • Caleb I. Kelly and
  • Abdul-Sobbur Maltiti Alhassan

22 September 2026

Reliable soil moisture information is essential for agricultural drought warning, but tropical smallholder regions often lack ground networks for validating satellite products. This study evaluates the Cyclone Global Navigation Satellite System (CYGN...

  • Article
  • Open Access
35 Citations
5,648 Views
22 Pages

15 July 2020

With the increasing utilization of satellite-based soil moisture products, a primary challenge is knowing their accuracy and robustness. This study presents a comprehensive assessment over China of three widely used global satellite soil moisture pro...

(This article belongs to the Special Issue Satellite Soil Moisture Validation and Applications)
  • Article
  • Open Access
427 Views
21 Pages

12 August 2026

HY–4A is China’s first ocean salinity remote-sensing satellite, launched into orbit in November 2024 and currently in operational service. The LASMR (L-Band Aperture Synthesis Microwave Radiometer) is the L-band synthetic aperture radiome...

(This article belongs to the Section Ocean and Global Climate)
  • Article
  • Open Access
22 Citations
4,910 Views
24 Pages

Assessing Satellite, Land Surface Model and Reanalysis Evapotranspiration Products in the Absence of In-Situ in Central Asia

  • Friday Uchenna Ochege,
  • Haiyang Shi,
  • Chaofan Li,
  • Xiaofei Ma,
  • Emeka Edwin Igboeli and
  • Geping Luo

18 December 2021

Shortfalls in regular evapotranspiration (ET) monitoring and evaluation pose a huge challenge to agricultural water resource distribution in arid Central Asia (CA). In this study, a first detailed regional assessment of GLEAM, ERA5, MERRA2, CLSM and...

(This article belongs to the Special Issue Remote Sensing for Water Resources and Environmental Management)
  • Article
  • Open Access
87 Citations
9,683 Views
22 Pages

Blending Satellite Observed, Model Simulated, and in Situ Measured Soil Moisture over Tibetan Plateau

  • Yijian Zeng,
  • Zhongbo Su,
  • Rogier Van der Velde,
  • Lichun Wang,
  • Kai Xu,
  • Xing Wang and
  • Jun Wen

22 March 2016

The inter-comparison of different soil moisture (SM) products over the Tibetan Plateau (TP) reveals the inconsistency among different SM products, when compared to in situ measurement. It highlights the need to constrain the model simulated SM with t...

(This article belongs to the Special Issue Land Surface Processes and Interactions—From HCMM to Sentinel Missions and beyond)
  • Article
  • Open Access
61 Citations
6,510 Views
20 Pages

Quantifying Long-Term Land Surface and Root Zone Soil Moisture over Tibetan Plateau

  • Ruodan Zhuang,
  • Yijian Zeng,
  • Salvatore Manfreda and
  • Zhongbo Su

5 February 2020

It is crucial to monitor the dynamics of soil moisture over the Tibetan Plateau, while considering its important role in understanding the land-atmosphere interactions and their influences on climate systems (e.g., Eastern Asian Summer Monsoon). Howe...

(This article belongs to the Special Issue Microwave Remote Sensing for Hydrology)
  • Article
  • Open Access
5 Citations
3,522 Views
17 Pages

17 December 2024

Precipitation plays a key control in the water, energy, and carbon cycles, and it is also an important driving force for land surface modeling. This study provides an optimal least squares merging approach to merge precipitation data sets from multip...

(This article belongs to the Special Issue Synergetic Remote Sensing of Clouds and Precipitation II)
  • Proceeding Paper
  • Open Access
750 Views
11 Pages

Most existing precipitation data fusion methods rely on reliable precipitation values, such as those observed from ground-based rain gauges, to correct the satellite precipitation estimates (SPEs) that often involve systematic biases. However, such r...

(This article belongs to the Proceedings of The 11th International Conference on Time Series and Forecasting)
  • Article
  • Open Access
24 Citations
4,477 Views
15 Pages

An Evaluation of Soil Moisture Anomalies from Global Model-Based Datasets over the People’s Republic of China

  • Daniel Fiifi Tawia Hagan,
  • Robert M. Parinussa,
  • Guojie Wang and
  • Clara S. Draper

30 December 2019

Soil moisture is an important factor in land-atmosphere interactions and other land processes. Improved estimates from climate models have, in the last two decades, become an important alternate source of information. In this study, we extend the eva...

(This article belongs to the Special Issue Hydrometeorological Observation and Modeling)
  • Article
  • Open Access
121 Citations
13,827 Views
30 Pages

Validation of Spaceborne and Modelled Surface Soil Moisture Products with Cosmic-Ray Neutron Probes

  • Carsten Montzka,
  • Heye R. Bogena,
  • Marek Zreda,
  • Alessandra Monerris,
  • Ross Morrison,
  • Sekhar Muddu and
  • Harry Vereecken

25 January 2017

The scale difference between point in situ soil moisture measurements and low resolution satellite products limits the quality of any validation efforts in heterogeneous regions. Cosmic Ray Neutron Probes (CRNP) could be an option to fill the scale g...

  • Article
  • Open Access
2,971 Views
19 Pages

26 October 2023

Gridded runoff product at the sub-basin level is pivotal for effective hydrologic modeling and applications. Although reanalyses can overcome the lack of traditional stream gauge networks to provide reliable geospatial runoff data, the inherent uncer...

(This article belongs to the Section Water and Climate Change)
  • Article
  • Open Access
105 Citations
35,501 Views
26 Pages

25 January 2017

Soil moisture products acquired from passive satellite missions have been widely applied in environmental processes. A primary challenge for the use of soil moisture products from passive sensors is their reliability. It is crucial to evaluate the re...

(This article belongs to the Special Issue Remote Sensing Applied to Soils: From Ground to Space)
  • Article
  • Open Access
43 Citations
5,463 Views
16 Pages

27 January 2019

The performance of Level-3 gridded Global Precipitation Mission (GPM)-based precipitation products (IMERG, Integrated Multi-satellite Retrievals for GPM) is assessed against two references over oceans: the OceanRAIN dataset, derived from oceanic ship...

(This article belongs to the Special Issue Remote Sensing of Precipitation)

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