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Title: Topographic Correction of Optical Remote Sensing Images in Mountainous Areas: A systematic review

Journal Article · · IEEE Geoscience and Remote Sensing Magazine

Rugged terrain distorts optical remote sensing observations and subsequently impacts land cover classification and biophysical and biochemical parameter retrieval over mountainous areas. Therefore, topographic correction (TC) is a prerequisite for many remote sensing applications. Although various TC methods have been explored over the past four decades to mitigate topographic effects, a systematic and global review of these studies is still lacking. Using a multicomponent bibliometric approach, we extracted bibliometric metadata from 426 publications identified by searching titles, keywords, and abstracts for research on “topographic correction” and “topographic effects” in Scopus and Web of Science (WoS) from 1980 to 2022. Here this systematic review revealed a rapid growth in the number of TC studies since the 1980s, primarily driven by the availability of decametric-resolution remote sensing observations and digital elevation models (DEMs). Most of the research has focused on relatively low-elevation regions, with increasing attention beyond American and European regions, particularly in China. The seasonal distribution of satellite acquisition for TC showed considerable imbalance, mainly concentrated in months with favorable solar illumination conditions (e.g., May to October). Important themes emerged from the keyword analysis, including satellite sensors, DEMs, TC methods, evaluation criteria, and applications.

Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE Office of Science (SC); National Natural Science Foundation of China (NSFC); Sichuan Science and Technology Program
Grant/Contract Number:
AC05-76RL01830; 41971282; 42271323; 2021JDJQ0007
OSTI ID:
2305452
Report Number(s):
PNNL-SA-190887
Journal Information:
IEEE Geoscience and Remote Sensing Magazine, Vol. 11, Issue 4; ISSN 2473-2397
Publisher:
IEEECopyright Statement
Country of Publication:
United States
Language:
English

References (119)

Recent advances in space-borne optical remote sensing systems for monitoring global terrestrial ecosystems journal April 2016
A Comparison between Two Main Academic Literature Collections: Web of Science and Scopus Databases journal April 2013
How to conduct a bibliometric analysis: An overview and guidelines journal September 2021
Multi-criteria evaluation of topographic correction methods journal October 2016
SIFT: Modeling Solar-Induced Chlorophyll Fluorescence Over Sloping Terrain journal January 2022
Seeing through shadow: Modelling surface irradiance for topographic correction of Landsat ETM+ data journal January 2015
Satellite observations document trends consistent with a boreal forest biome shift journal February 2022
Slope correction for LAI estimation from gap fraction measurements journal September 2008
A Multi-Scale Validation Strategy for Albedo Products over Rugged Terrain and Preliminary Application in Heihe River Basin, China journal January 2018
Global change and terrestrial hydrology-a review journal January 1991
Application and evaluation of topographic correction methods to improve land cover mapping using object-based classification journal October 2014
Assessment of different topographic corrections in landsat-TM data for mapping vegetation types (2003) journal May 2003
A review of theory and practice in scientometrics journal October 2015
Effects of pre-processing methods on Landsat OLI-8 land cover classification using OBIA and random forests classifier journal December 2018
Improved topographic correction of forest image data using a 3‐D canopy reflectance model in multiple forward mode journal December 2007
Machine learning approaches for forest classification and change analysis using multi-temporal Landsat TM images over Huntington Wildlife Forest journal July 2013
Extending a Linear Kernel-Driven BRDF Model to Realistically Simulate Reflectance Anisotropy Over Rugged Terrain journal January 2022
Making Landsat Time Series Consistent: Evaluating and Improving Landsat Analysis Ready Data journal December 2018
Generating Spatiotemporally Continuous Grassland Aboveground Biomass on the Tibetan Plateau Through PROSAIL Model Inversion on Google Earth Engine journal January 2022
Extending a turbid medium BRDF model to allow sloping terrain with a vertical plant stand journal March 2000
Topographic Correction of ZY-3 Satellite Images and Its Effects on Estimation of Shrub Leaf Biomass in Mountainous Areas journal March 2014
The topographic effect on LANDSAT data in gently undulating terrain in southern Sweden journal February 1987
Integrating Google Earth imagery with Landsat data to improve 30-m resolution land cover mapping journal February 2020
Global remote sensing research trends during 1991–2010: a bibliometric analysis journal November 2012
The effect of atmospheric and topographic correction on pixel-based image composites: Improved forest cover detection in mountain environments journal March 2015
Empirical analysis and classification of database errors in Scopus and Web of Science journal November 2016
Topographic effects on bidirectional and hemispherical reflectances calculated with a geometric-optical canopy model journal January 1994
The effect of atmospheric and topographic correction methods on land cover classification accuracy journal October 2013
Estimating aboveground biomass using Landsat 7 ETM+ data across a managed landscape in northern Wisconsin, USA journal November 2004
GOST: A Geometric-Optical Model for Sloping Terrains journal September 2014
Terrestrial gross primary production: Using NIR V to scale from site to globe journal July 2019
Indices of Vegetation Activity book December 2013
On the Slope-Aspect Correction of Multispectral Scanner Data journal December 1982
A physics-based atmospheric and BRDF correction for Landsat data over mountainous terrain journal September 2012
Elevation-dependent warming in mountain regions of the world journal April 2015
EndNote X9 journal October 2019
Research network to track alpine water journal May 2015
Improved Topographic Normalization for Landsat TM Images by Introducing the MODIS Surface BRDF journal May 2015
Sensitivity of the Enhanced Vegetation Index (EVI) and Normalized Difference Vegetation Index (NDVI) to Topographic Effects: A Case Study in High-density Cypress Forest journal November 2007
Review on Convolutional Neural Networks (CNN) in vegetation remote sensing journal March 2021
Topographic correction of landsat ETM-images in finnish lapland conference July 2003
Empirical correction of low Sun angle images in steeply sloping terrain: a slope‐matching technique journal February 2006
Estimating forest biomass in the USA using generalized allometric models and MODIS land products journal May 2006
Path Length Correction for Improving Leaf Area Index Measurements Over Sloping Terrains: A Deep Analysis Through Computer Simulation journal July 2020
Land-cover change in the Caucasus Mountains since 1987 based on the topographic correction of multi-temporal Landsat composites journal October 2020
Modeling Land Surface Reflectance Coupled BRDF for HJ-1/CCD Data of Rugged Terrain in Heihe River Basin, China journal April 2015
Evaluation of topographic effects on multiscale leaf area index estimation using remotely sensed observations from multiple sensors journal August 2019
Interpretation and topographic compensation of conifer canopy self-shadowing journal October 2008
Validation of the MCD43A3 Collection 6 and GLASS V04 Snow-Free Albedo Products Over Rugged Terrain journal January 2022
Variable empirical coefficient algorithm for removal of topographic effects on remotely sensed data from rugged terrain conference January 2007
Synthetic Images for Evaluating Topographic Correction Algorithms journal March 2014
Relative Radiometric Calibration Using Tie Points and Optimal Path Selection for UAV Images journal May 2020
Accuracy Assessment of Different Digital Surface Models journal March 2018
Evaluation of different topographic correction methods for Landsat imagery journal October 2011
Correction of atmospheric and topographic effects for high spatial resolution satellite imagery journal March 1997
Assessment of different topographic correction methods in ALOS AVNIR-2 data over a forest area journal September 2013
Benefits of the free and open Landsat data policy journal April 2019
The journal coverage of Web of Science and Scopus: a comparative analysis journal October 2015
Remote sensing of the terrestrial carbon cycle: A review of advances over 50 years journal November 2019
Google Earth Engine: Planetary-scale geospatial analysis for everyone journal December 2017
Evaluation and Normalization of Topographic Effects on Vegetation Indices journal July 2020
Software survey: VOSviewer, a computer program for bibliometric mapping journal December 2009
Canopy structure explains the relationship between photosynthesis and sun-induced chlorophyll fluorescence in crops journal May 2020
Comparative accuracy of the AW3D30 DSM, ASTER GDEM, and SRTM1 DEM: A case study on the Zaoksky testing ground, Central European Russia journal May 2018
Correcting non-linearity and slope effects in the estimation of the leaf area index of forests from hemispherical photographs journal June 2007
A hierarchical inventory of the world’s mountains for global comparative mountain science journal April 2022
Importance and vulnerability of the world’s water towers journal December 2019
Estimating Solar Irradiance on Inclined Surfaces: A Review and Assessment of Methodologies journal September 1985
Mountains of the World: Vulnerable Water Towers for the 21st Century journal November 2004
TCNIRv: Topographically Corrected Near-Infrared Reflectance of Vegetation for Tracking Gross Primary Production Over Mountainous Areas journal January 2022
Recent patterns and mechanisms of carbon exchange by terrestrial ecosystems journal November 2001
An empirical topographic normalization method for forest TM data conference June 2002
Social Network and Bibliometric Analysis of Unmanned Aerial Vehicle Remote Sensing Applications from 2010 to 2021 journal July 2021
Landsat-8 vs. Sentinel-2: examining the added value of sentinel-2’s red-edge bands to land-use and land-cover mapping in Burkina Faso journal August 2017
Correction of the topographic effect in remote sensing journal January 1999
Spatial disaggregation of satellite-derived irradiance using a high-resolution digital elevation model journal September 2010
Uncertainty Analysis for Topographic Correction of Hyperspectral Remote Sensing Images journal February 2020
Parametrized BRDF for atmospheric and topographic correction and albedo estimation in Jiangxi rugged terrain, China journal June 2009
A simple empirical topographic correction method for ETM+ imagery journal May 2009
Reduction of atmospheric and topographic effect on Landsat TM data for forest classification journal September 2008
The effect of topographic normalization on fractional tree cover mapping in tropical mountains: An assessment based on seasonal Landsat time series journal October 2016
Global Statistics of “Mountain” and “Alpine” Research journal February 2009
Evaluation and parameterization of ATCOR3 topographic correction method for forest cover mapping in mountain areas journal August 2012
Alpine vegetation in the context of climate change: A global review of past research and future directions journal December 2020
Global distribution and bioclimatic characterization of alpine biomes journal February 2020
Improved forest change detection with terrain illumination corrected Landsat images journal September 2013
Advances in topographic correction methods for optical remote sensing imageries journal January 2020
A smart local moving algorithm for large-scale modularity-based community detection journal November 2013
The integrated radiometric correction of optical remote sensing imageries journal September 2008
Evaluation of topographic effects in remotely sensed data☆ journal October 1989
Modeling Top of Atmosphere Radiance over Heterogeneous Non-Lambertian Rugged Terrain journal June 2015
PLC-C: An Integrated Method for Sentinel-2 Topographic and Angular Normalization journal August 2021
Downscaling real-time vegetation dynamics by fusing multi-temporal MODIS and Landsat NDVI in topographically complex terrain journal October 2011
A systematic review on the use of remote sensing technologies in quantifying grasslands ecosystem services journal June 2022
Topographic correction-based retrieval of leaf area index in mountain areas journal March 2012
A Simulation-Based Analysis of Topographic Effects on LAI Inversion Over Sloped Terrain journal January 2020
Vegetation Monitoring for Mountainous Regions Using a New Integrated Topographic Correction (ITC) of the SCS + C Correction and the Shadow-Eliminated Vegetation Index journal June 2022
Integrated topographic corrections improve forest mapping using Landsat imagery journal April 2022
Topographic Normalization of Landsat TM Images of Forest Based on Subpixel Sun–Canopy–Sensor Geometry journal May 1998
Topographic correction algorithm for remotely sensed data accounting for indirect irradiance journal March 2011
Regional Leaf Area Index Retrieval Based on Remote Sensing: The Role of Radiative Transfer Model Selection journal April 2015
Testing the local applicability of MODIS BRDF parameters for correcting Landsat TM imagery journal August 2013
Sensitivity of Topographic Correction to the DEM Spatial Scale journal January 2015
Characterizing Land Surface Anisotropic Reflectance over Rugged Terrain: A Review of Concepts and Recent Developments journal February 2018
Application of three‐dimensional solar radiative transfer to mountains journal November 2006
Comparison of Topographic Correction Methods journal July 2009
PLC: A simple and semi-physical topographic correction method for vegetation canopies based on path length correction journal September 2018
Assessing the spatial, spectral, and temporal consistency of topographically corrected Landsat time series composites across the mountainous forests of Nepal journal September 2019
Fast and Robust Topographic Correction Method for Medium Resolution Satellite Imagery Using a Stratified Approach journal August 2013
Humboldt’s enigma: What causes global patterns of mountain biodiversity? journal September 2019
Canopy near-infrared reflectance and terrestrial photosynthesis journal March 2017
Scale effect and scale correction of land-surface albedo in rugged terrain journal September 2009
C-correction of optical satellite data over alpine vegetation areas: A comparison of sampling strategies for determining the empirical c-parameter journal June 2011
Topographic Correction for Landsat 8 OLI Vegetation Reflectances Through Path Length Correction: A Comparison Between Explicit and Implicit Methods journal December 2020
Generating global Leaf Area Index from Landsat: Algorithm formulation and demonstration journal July 2012
Global high-resolution mountain green cover index mapping based on Landsat images and Google Earth Engine journal April 2020
An improved topographic correction model based on Minnaert journal December 2015
An Introduction to the Chinese High-Resolution Earth Observation System: Gaofen-1~7 Civilian Satellites journal January 2022
Evaluation of Topographic Correction Models Based on 3-D Radiative Transfer Simulation journal January 2022

Figures / Tables (19)