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Comparison of Two Data Assimilation Methods for Improving MODIS LAI Time Series for Bamboo Forests

https://doi.org/10.3390/rs9050401
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/fld.2020openalex-snapshot
Comparison of sequential data assimilation methods for the Kuramoto–Sivashinsky equation
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The Ensemble Kalman Filter: theoretical formulation and practical implementation
inferredcites →https://doi.org/10.1007/s10310-014-0455-0openalex-snapshot
Comparing aboveground structure and aboveground carbon storage of an age series of moso bamboo forests subjected to different management strategies
inferredcites →https://doi.org/10.1007/s11430-013-4742-yopenalex-snapshot
Simultaneous estimation of soil moisture and hydraulic parameters using residual resampling particle filter
inferredcites →https://doi.org/10.1007/s11434-012-5064-8openalex-snapshot
Spatial and temporal variations of forest LAI in China during 2000–2010
inferredcites →https://doi.org/10.1016/0034-4257(95)00195-6openalex-snapshot
Retrieving leaf area index of boreal conifer forests using Landsat TM images
inferredcites →https://doi.org/10.1016/j.agrformet.2003.08.027openalex-snapshot
Review of methods for in situ leaf area index determination
inferredcites →https://doi.org/10.1016/j.agrformet.2014.01.009openalex-snapshot
Improvement of spatially continuous forest LAI retrieval by integration of discrete airborne LiDAR and remote sensing multi-angle optical data
inferredcites →https://doi.org/10.1016/j.agrformet.2015.04.025openalex-snapshot
Estimating seasonal variations of leaf area index using litterfall collection and optical methods in four mixed evergreen–deciduous forests
inferredcites →https://doi.org/10.1016/j.foreco.2009.06.051openalex-snapshot
Changes of carbon stocks in bamboo stands in China during 100 years
inferredcites →https://doi.org/10.1016/j.foreco.2010.12.015openalex-snapshot
Comparing aboveground carbon sequestration between moso bamboo (Phyllostachys heterocycla) and China fir (Cunninghamia lanceolata) forests based on the allometric model
inferredcites →https://doi.org/10.1016/j.isprsjprs.2017.02.002openalex-snapshot
Assimilating leaf area index of three typical types of subtropical forest in China from MODIS time series data based on the integrated ensemble Kalman filter and PROSAIL model
inferredcites →https://doi.org/10.1016/j.jenvman.2015.03.030openalex-snapshot
Current and potential carbon stocks in Moso bamboo forests in China
inferredcites →https://doi.org/10.1016/j.jhydrol.2011.01.020openalex-snapshot
Hydraulic parameter estimation by remotely-sensed top soil moisture observations with the particle filter
inferredcites →https://doi.org/10.1016/j.rse.2008.02.012openalex-snapshot
PROSPECT-4 and 5: Advances in the leaf optical properties model separating photosynthetic pigments
inferredcites →https://doi.org/10.1016/j.rse.2010.08.009openalex-snapshot
Real-time retrieval of Leaf Area Index from MODIS time series data
inferredcites →https://doi.org/10.1016/s0304-3800(00)00233-7openalex-snapshot
Perspectives on combining ecological process models and remotely sensed data
inferredcites →https://doi.org/10.1029/2007jd008934openalex-snapshot
Dynamics of leaf area for climate and weather models
inferredcites →https://doi.org/10.1029/94jc00572openalex-snapshot
Sequential data assimilation with a nonlinear quasi‐geostrophic model using Monte Carlo methods to forecast error statistics
inferredcites →https://doi.org/10.1080/01431161.2013.788260openalex-snapshot
Moso bamboo forest extraction and aboveground carbon storage estimation based on multi-source remotely sensed images
inferredcites →https://doi.org/10.1080/13504509.2013.811445openalex-snapshot
Assessing carbon storage and carbon sequestration for natural forests, man-made forests, and bamboo forests in Taiwan
inferredcites →https://doi.org/10.1109/agro-geoinformatics.2015.7248157openalex-snapshot
Crop model data assimilation with particle filter for yield prediction using leaf area index of different temporal scales
inferredcites →https://doi.org/10.1109/cec.2006.1688342openalex-snapshot
A Particle Swarm Optimized Particle Filter for Nonlinear System State Estimation
inferredcites →https://doi.org/10.1109/jstars.2014.2316012openalex-snapshot
Application of Crop Model Data Assimilation With a Particle Filter for Estimating Regional Winter Wheat Yields
inferredcites →https://doi.org/10.1109/lgrs.2013.2258888openalex-snapshot
Using Residual Resampling and Sensitivity Analysis to Improve Particle Filter Data Assimilation Accuracy
inferredcites →https://doi.org/10.1109/tgrs.2005.853936openalex-snapshot
Evaluation of remote sensing based terrestrial productivity from MODIS using regional tower eddy flux network observations
inferredcites →https://doi.org/10.1109/tgrs.2006.872089openalex-snapshot
Locally adjusted cubic-spline capping for reconstructing seasonal trajectories of a satellite-derived surface parameter
inferredcites →https://doi.org/10.1111/j.1365-3040.1992.tb00992.xopenalex-snapshot
Defining leaf area index for non‐flat leaves
inferredcites →https://doi.org/10.1111/j.1600-0870.2006.00185.xopenalex-snapshot
A Note on the Particle Filter with Posterior Gaussian Resampling
inferredcites →https://doi.org/10.1175/2009mwr2835.1openalex-snapshot
Particle Filtering in Geophysical Systems
inferredcites →https://doi.org/10.11834/jrs.20133036openalex-snapshot
Dual Ensemble Kalman Filter assimilation method for estimating time series LAI
inferredcites →https://doi.org/10.1186/s40529-016-0126-xopenalex-snapshot
Culm height development, biomass accumulation and carbon storage in an initial growth stage for a fast-growing moso bamboo (Phyllostachy pubescens)
inferredcites →https://doi.org/10.11867/j.issn.1001-8166.2010.05.0515openalex-snapshot
A Bayesian Filter Framework for Sequential Data Assimilation
inferredcites →https://doi.org/10.11867/j.issn.1001-8166.2012.07.0747openalex-snapshot
Recent Advances and Development of Data Assimilation Algorithms
inferredcites →https://doi.org/10.3390/rs6109194openalex-snapshot
Sequential Method with Incremental Analysis Update to Retrieve Leaf Area Index from Time Series MODIS Reflectance Data
inferredcites →https://doi.org/10.3390/rs8040275openalex-snapshot
A New Global fAPAR and LAI Dataset Derived from Optimal Albedo Estimates: Comparison with MODIS Products
inferredcites →https://doi.org/10.3390/rs8070567openalex-snapshot
Simulation of Forest Carbon Fluxes Using Model Incorporation and Data Assimilation
inferredcites →https://doi.org/10.5194/hess-19-2999-2015openalex-snapshot
Data assimilation in integrated hydrological modeling using ensemble Kalman filtering: evaluating the effect of ensemble size and localization on filter performance

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4725161openalex-extracted
Phenological Horizon Attention Transformer (Phat) Crop Mapping Method Using Modis Time-Series Imagery: A Case Study in the North China Plain
inferred← citeshttps://doi.org/10.1002/ldr.3509openalex-snapshot
Mapping spatiotemporal decisions for sustainable productivity of bamboo forest land
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Scalable big earth observation data mining algorithms: a review
inferred← citeshttps://doi.org/10.1016/j.agrformet.2018.04.002openalex-snapshot
Estimating bamboo forest aboveground biomass using EnKF-assimilated MODIS LAI spatiotemporal data and machine learning algorithms
inferred← citeshttps://doi.org/10.1016/j.agrformet.2026.111260openalex-snapshot
Spatio-temporal evolution of carbon sequestration in Chinese bamboo forests using OCO-2 SIF combined InTEC model and its response to phenology
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Spatiotemporal dynamics of bamboo forest net primary productivity with climate variations in Southeast China
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Phenology-explicit remote sensing estimation of V25cmax spatiotemporal dynamics and uncertainty in Moso bamboo forests
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Estimation aboveground biomass in subtropical bamboo forests based on an interpretable machine learning framework
inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2018.12.006openalex-snapshot
Estimating canopy structure and biomass in bamboo forests using airborne LiDAR data
inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2021.01.018openalex-snapshot
Phenology estimation of subtropical bamboo forests based on assimilated MODIS LAI time series data
inferred← citeshttps://doi.org/10.1016/j.jag.2020.102267openalex-snapshot
Spatiotemporal dynamics in assimilated-LAI phenology and its impact on subtropical bamboo forest productivity
inferred← citeshttps://doi.org/10.1016/j.jag.2021.102519openalex-snapshot
Multiscale leaf area index assimilation for Moso bamboo forest based on Sentinel-2 and MODIS data
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Structures of urban carbon cycle based on network indicators: Cases of typical cities in China
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Assimilating spatiotemporal MODIS LAI data with a particle filter algorithm for improving carbon cycle simulations for bamboo forest ecosystems
inferred← citeshttps://doi.org/10.1016/j.scitotenv.2022.155993openalex-snapshot
Simulated net ecosystem productivity of subtropical forests and its response to climate change in Zhejiang Province, China
inferred← citeshttps://doi.org/10.1080/01431161.2017.1382747openalex-snapshot
Estimation of gross primary production in Moso bamboo forest based on light-use efficiency derived from MODIS reflectance data
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Estimation of vegetation biophysical and biochemical parameters using satellite optical remote sensing: a review of methods, sensors and study areas
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Estimation of Leaf Area Index of Moso Bamboo Canopies
inferred← citeshttps://doi.org/10.1109/acpee60788.2024.10532637openalex-snapshot
A Collaborative State Monitoring Method for Clusters of Electrical Primary Equipment
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Large Area Crops Mapping by Phenological Horizon Attention Transformer (PHAT) Method Using MODIS Time-Series Imagery
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Assessing the 3-D Structure of Bamboo Forests Using an Advanced Pseudo-Vertical Waveform Approach Based on Airborne Full-Waveform LiDAR Data
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Harmonizing Terrestrial Carbon Cycle Observations Over CONUS NEON Sites: Assessing the Information Contributions of Multiple Data Constraints
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Modelling Land Surface Temperature Variation in New Guinea Island from 2000 to 2019 Using a Cubic Spline Model
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Contour Extraction based on Circular Hough Transform for Forest Canopy Digital Hemispherical Photography
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Remote Sensing Data Assimilation in Crop Growth Modeling from an Agricultural Perspective: New Insights on Challenges and Prospects
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Estimating Crown Structure Parameters of Moso Bamboo: Leaf Area and Leaf Angle Distribution
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Spatiotemporal Estimation of Bamboo Forest Aboveground Carbon Storage Based on Landsat Data in Zhejiang, China
inferred← citeshttps://doi.org/10.3390/rs11010056openalex-snapshot
Assimilating Multiresolution Leaf Area Index of Moso Bamboo Forest from MODIS Time Series Data Based on a Hierarchical Bayesian Network Algorithm
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Ground Subsidence Monitoring in a Mining Area Based on Mountainous Time Function and EnKF Methods Using GPS Data
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A Downscaling Method Based on MODIS Product for Hourly ERA5 Reanalysis of Land Surface Temperature
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Retrieving the Leaf Area Index of Dense and Highly Clumped Moso Bamboo Canopies from Sentinel-2 MSI Data
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Annual Seasonality Extraction Using the Cubic Spline Function and Decadal Trend in Temporal Daytime MODIS LST Data
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The Influence of Elevation, Land Cover and Vegetation Index on LST Increase in Taiwan from 2000 to 2021
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Estimation of Forest Leaf Area Index Using Meteorological Data: Assessment of Heuristic Models
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Pattern and Trend of Land Surface Temperature Change on New Guinea Island
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