Tobias Storch
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View article: Sentinel-2 Masking CNNs Trained on Physics-Supervised Labels
Sentinel-2 Masking CNNs Trained on Physics-Supervised Labels Open
This article presents a method to improve pixel-level classification of Sentinel-2 imagery by integrating spectral index-based masking with deep learning approaches using 1-D, 2-D, and 3-D convolutional neural networks (CNN1D, CNN2D, and C…
View article: The EnMAP spaceborne imaging spectroscopy mission: Initial scientific results two years after launch
The EnMAP spaceborne imaging spectroscopy mission: Initial scientific results two years after launch Open
Imaging spectroscopy has been a recognized and established remote sensing technology since the 1980s, mainly using airborne and field-based platforms to identify and quantify key bio- and geo-chemical surface and atmospheric compounds, bas…
View article: Assessment of Enmap Data Quality Through Global Product Validation Activities
Assessment of Enmap Data Quality Through Global Product Validation Activities Open
View article: First Nighttime Light Spectra by Satellite—By EnMAP
First Nighttime Light Spectra by Satellite—By EnMAP Open
For the first time, nighttime VIS/NIR—SWIR (visible and near-infrared—shortwave infrared) spectra from a satellite mission have been analyzed using the EnMAP (Environmental Mapping and Analysis Program) high-resolution imaging spectrometer…
View article: First Nighttime Light Spectra by Satellite—by EnMAP
First Nighttime Light Spectra by Satellite—by EnMAP Open
For the first time VIS/NIR-SWIR (visible and near infrared – shortwave infrared) nighttime spectra of a satellite mission are analyzed, using the EnMAP (Environmental Mapping and Analysis Program) high-resolution imaging spectrometer. The …
View article: The EnMAP imaging spectroscopy mission towards operations
The EnMAP imaging spectroscopy mission towards operations Open
View article: Vorschau: Chem. Ing. Tech. 5/2023
Vorschau: Chem. Ing. Tech. 5/2023 Open
View article: Multiple Angle Observations Would Benefit Visible Band Remote Sensing Using Night Lights
Multiple Angle Observations Would Benefit Visible Band Remote Sensing Using Night Lights Open
The spatial and angular emission patterns of artificial and natural light emitted, scattered, and reflected from the Earth at night are far more complex than those for scattered and reflected solar radiation during daytime. In this comment…
View article: Georeferencing Urban Nighttime Lights Imagery Using Street Network Maps
Georeferencing Urban Nighttime Lights Imagery Using Street Network Maps Open
Astronaut photography acquired from the International Space Station presently is the only available option for free global high-resolution nighttime light (NTL) imagery. Unfortunately, these data are not georeferenced, meaning they cannot …
View article: Analysis-Ready Data from Hyperspectral Sensors—The Design of the EnMAP CARD4L-SR Data Product
Analysis-Ready Data from Hyperspectral Sensors—The Design of the EnMAP CARD4L-SR Data Product Open
Today, the ground segments of the Landsat and Sentinel missions provide a wealth of well-calibrated, characterized datasets which are already orthorectified and corrected for atmospheric effects. Initiatives such as the CEOS Analysis Ready…
View article: The benefit of multiple angle observations for visible band remote sensing using night lights
The benefit of multiple angle observations for visible band remote sensing using night lights Open
Earth and Space Science Open Archive This preprint has been submitted to and is under consideration at Journal of Geophysical Research - Atmospheres. ESSOAr is a venue for early communication or feedback before peer review. Data may be pre…
View article: EnMAP - ARD / CARD4L Metadata
EnMAP - ARD / CARD4L Metadata Open
View article: Cal / Val / DataQC Activities - DESIS, EnMAP, TIMELINE and CCVS
Cal / Val / DataQC Activities - DESIS, EnMAP, TIMELINE and CCVS Open
View article: CLOUD DETECTION FOR NIGHT-TIME PANCHROMATIC VISIBLE AND NEAR-INFRARED SATELLITE IMAGERY
CLOUD DETECTION FOR NIGHT-TIME PANCHROMATIC VISIBLE AND NEAR-INFRARED SATELLITE IMAGERY Open
Cloud detection for night-time panchromatic visible and near-infrared (VNIR) satellite imagery is typically performed based on synchronized observations in the thermal infrared (TIR). To be independent of TIR and to improve existing algori…
View article: STATUS OF THE IMAGING SPECTROSCOPY MISSION ENMAP WITH RADIOMETRIC CALIBRATION AND CORRECTION
STATUS OF THE IMAGING SPECTROSCOPY MISSION ENMAP WITH RADIOMETRIC CALIBRATION AND CORRECTION Open
The high-resolution imaging spectroscopy remote sensing mission EnMAP (Environmental Mapping and Analysis Program, enmap.org) covers the spectral range from 420 nm to 2450 nm with a spectral sampling distance varying between 4.8 nm and 12.…
View article: EnMAP - Calibration and Validation Activities
EnMAP - Calibration and Validation Activities Open
View article: Optimized Performance Parameters for Nighttime Multispectral Satellite Imagery to Analyze Lightings in Urban Areas
Optimized Performance Parameters for Nighttime Multispectral Satellite Imagery to Analyze Lightings in Urban Areas Open
Contrary to its daytime counterpart, nighttime visible and near infrared (VIS/NIR) satellite imagery is limited in both spectral and spatial resolution. Nevertheless, the relevance of such systems is unquestioned with applications to, e.g.…
View article: Insights into CODE-DE – Germany’s Copernicus data and exploitation platform
Insights into CODE-DE – Germany’s Copernicus data and exploitation platform Open
This article presents and analyses the modular architecture and capabilities of CODE-DE (Copernicus Data and Exploitation Platform – Deutschland, www.code-de.org), the integrated German operational environment for accessing and processing …
View article: EnMAP User Interface - An Overview of EnMAP ground segment services
EnMAP User Interface - An Overview of EnMAP ground segment services Open
EnMAP (Environmental Mapping and Analysis Program) is a future German hyperspectral satellite mission providing high quality hyperspectral image data on a timely and frequent basis. Main objective is to investigate a wide range of ecosyste…
View article: SMILE CORRECTION IN THE ENMAP GROUND SEGMENT PROCESSOR: A QUALITATIVE ANALYSIS
SMILE CORRECTION IN THE ENMAP GROUND SEGMENT PROCESSOR: A QUALITATIVE ANALYSIS Open
The Environmental Mapping and Analysis Program (EnMAP) is an upcoming German hyperspectral satellite mission aiming to observe and characterize the Earth’s environment on a global scale. In course of a the development of the EnMAP ground s…
View article: Procedures for DataQC within the EnMAP and DESIS Ground Segments
Procedures for DataQC within the EnMAP and DESIS Ground Segments Open
Within this contribution, the procedures for ensuring the data quality within the ground segments of the hyperspectral DESIS and EnMAP missions are presented.
\n In addition to the approaches for on-board calibration and instrument monitor…
View article: Earth Observation with the Orbital-Hub Free Flyer
Earth Observation with the Orbital-Hub Free Flyer Open
In order to perpetuate the achievements of the International Space Station (ISS), DLR has conducted a thorough Post-ISS concept utilizing expert knowledge in a series of Concurrent Engineering studies. The outcome design, referred to as Or…
View article: AN EVOLUTIONARY ALGORITHM FOR FAST INTENSITY BASED IMAGE MATCHING BETWEEN OPTICAL AND SAR SATELLITE IMAGERY
AN EVOLUTIONARY ALGORITHM FOR FAST INTENSITY BASED IMAGE MATCHING BETWEEN OPTICAL AND SAR SATELLITE IMAGERY Open
This paper presents a hybrid evolutionary algorithm for fast intensity based matching between satellite imagery from SAR and very high-resolution (VHR) optical sensor systems. The precise and accurate co-registration of image time series a…
View article: PROCESSING CHAINS FOR DESIS AND ENMAP IMAGING SPECTROSCOPY DATA: SIMILARITIES AND DIFFERENCES
PROCESSING CHAINS FOR DESIS AND ENMAP IMAGING SPECTROSCOPY DATA: SIMILARITIES AND DIFFERENCES Open
The Earth Observation Center (EOC) of the German Aerospace Center (DLR) realizes operational processors for DESIS (DLR Earth Sensing Imaging Spectrometer) and EnMAP (Environmental Mapping and Analysis Program) high-resolution imaging spect…
View article: A Satellite-Based Imaging Instrumentation Concept for Hyperspectral Thermal Remote Sensing
A Satellite-Based Imaging Instrumentation Concept for Hyperspectral Thermal Remote Sensing Open
This paper describes the concept of the hyperspectral Earth-observing thermal infrared (TIR) satellite mission HiTeSEM (High-resolution Temperature and Spectral Emissivity Mapping). The scientific goal is to measure specific key variables …
View article: Simulation of EnMAP data using AVIRIS data
Simulation of EnMAP data using AVIRIS data Open
This contribution focuses on mosaicking of airborne data of AVIRIS (Airborne Visible InfraRed Imaging Spectrometer) that is used for various preparatory activities of the spaceborne mission EnMAP (Environmental Mapping and Analysis Program…
View article: TOWARDS FAST MORPHOLOGICAL MOSAICKING OF HIGH-RESOLUTION MULTI-SPECTRAL PRODUCTS – ON IMPROVEMENTS OF SEAMLINES
TOWARDS FAST MORPHOLOGICAL MOSAICKING OF HIGH-RESOLUTION MULTI-SPECTRAL PRODUCTS – ON IMPROVEMENTS OF SEAMLINES Open
The complex process of fully automatically establishing seamlines for the fast production of high-quality mosaics with high-amount of high-resolution multi-spectral images is detailed and improved in this paper. The algorithm is analyzed a…
View article: TOWARDS FAST MORPHOLOGICAL MOSAICKING OF HIGH-RESOLUTION MULTI-SPECTRAL PRODUCTS – ON IMPROVEMENTS OF SEAMLINES
TOWARDS FAST MORPHOLOGICAL MOSAICKING OF HIGH-RESOLUTION MULTI-SPECTRAL PRODUCTS – ON IMPROVEMENTS OF SEAMLINES Open
The complex process of fully automatically establishing seamlines for the fast production of high-quality mosaics with high-amount of high-resolution multi-spectral images is detailed and improved in this paper. The algorithm is analyzed a…
View article: Atmospheric Correction in Sentinel-2 Simplified Level 2 Product Prototype Processor: Technical Aspects of Design and Implementation
Atmospheric Correction in Sentinel-2 Simplified Level 2 Product Prototype Processor: Technical Aspects of Design and Implementation Open
This paper presents the scientific and technical aspects of the Level 2A (atmospheric/topographic correction) for the Sentinel-2 Simplified Level 2 Product Prototype Processor (S2SL2PPP). Design aspects are partly fixed by the ESA as main …
View article: Cross-Sensor Mosaicking - a new approach to fulfill future user demands
Cross-Sensor Mosaicking - a new approach to fulfill future user demands Open