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Related papers: Towards Provenance-Aware Earth Observation Workflo…

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Astronomical data reduction is usually done with processing pipelines that consist of a series of individual processing steps that can be executed stand-alone. These processing steps are then strung together into workflows and fed with data…

Instrumentation and Methods for Astrophysics · Physics 2024-01-26 Wolfram Freudling , Stefano Zampieri , Lodovico Coccato , Stanislaw Podgorski , Martino Romaniello , Andrea Modigliani , John Pritchard

Provenance systems are used to capture history metadata, applications include ownership attribution and determining the quality of a particular data set. Provenance systems are also used for debugging, process improvement, understanding…

Cryptography and Security · Computer Science 2017-05-19 Oluwakemi Hambolu , Lu Yu , Jon Oakley , Richard R. Brooks , Ujan Mukhopadhyay , Anthony Skjellum

The challenges in operational flood forecasting lie in producing reliable forecasts given constrained computational resources and within processing times that are compatible with near-real-time forecasting. Flood hydrodynamic models exploit…

Image and Video Processing · Electrical Eng. & Systems 2023-10-25 Thanh Huy Nguyen , Sophie Ricci , Andrea Piacentini , Quentin Bonassies , Raquel Rodriguez Suquet , Santiago Peña Luque , Kevin Marlis , Cédric David

Low Earth Orbit (LEO) Earth Observation (EO) satellites have changed the way we monitor Earth. Acting like moving cameras, EO satellites are formed in constellations with different missions and priorities, and capture vast data that needs…

Networking and Internet Architecture · Computer Science 2024-09-18 Xiaojian Wang , Ruozhou Yu , Dejun Yang , Guoliang Xue

In the interdisciplinary field of microscopy research, managing and integrating large volumes of data stored across disparate platforms remains a major challenge. Data types such as bioimages, experimental records, and spectral information…

Computational Engineering, Finance, and Science · Computer Science 2025-08-29 Rodrigo Escobar Díaz Guerrero , Jamile Mohammad Jafari , Tobias Meyer-Zedler , Michael Schmitt , Juergen Popp , Thomas Bocklitz

Provenance management must be present to enhance the overall security and reliability of long-tail microscopy (LTM) data management systems. However, there are challenges in provenance for domains with LTM data. The provenance data need to…

Cryptography and Security · Computer Science 2021-09-23 Hessam Moeini , Todd Nicholson , Klara Nahrstedt , Gianni Pezzarossi

The singular way of scheduling at major observatories has favored certain types of astronomy. This has led to the discrimination of certain types of observations which could not be accommodated. It is the goal of future operations to open…

Astrophysics · Physics 2015-06-24 B. Leibundgut

Nowadays, quickly evolving and delivering software through a continuous delivery process is a competitive advantage and a way to keep software updated in response to the frequent changes in customers' requirements. However, the faster the…

Software Engineering · Computer Science 2018-09-28 Felipe Curty , Troy Kohwalter , Vanessa Braganholo , Leonardo Murta

Satellite missions and Earth Observation (EO) systems represent fundamental assets for environmental monitoring and the timely identification of catastrophic events, long-term monitoring of both natural resources and human-made assets, such…

Computer Vision and Pattern Recognition · Computer Science 2024-02-16 Luca Colomba , Paolo Garza

Modern deep learning techniques, which mimic traditional numerical weather prediction (NWP) models and are derived from global atmospheric reanalysis data, have caused a significant revolution within a few years. In this new paradigm, our…

Artificial Intelligence · Computer Science 2024-02-14 Minjong Cheon , Daehyun Kang , Yo-Hwan Choi , Seon-Yu Kang

With leaps in machine learning techniques and their applicationon Earth observation challenges has unlocked unprecedented performance across the domain. While the further development of these methods was previously limited by the…

Machine Learning · Computer Science 2023-10-11 Maja Schneider , Marco Körner

Describing the processes involved in analyzing data from electrophysiology experiments to investigate the function of neural systems is inherently challenging. On the one hand, data can be analyzed by distinct methods that serve a similar…

Quantitative Methods · Quantitative Biology 2024-12-09 Cristiano André Köhler , Sonja Grün , Michael Denker

While detailed resource usage monitoring is possible on the low-level using proper tools, associating such usage with higher-level abstractions in the application layer that actually cause the resource usage in the first place presents a…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-02 Joel Witzke , Ansgar Lößer , Vasilis Bountris , Florian Schintke , Björn Scheuermann

Earth observation (EO) foundation models have emerged as an effective approach to derive latent representations of the Earth system from various remote sensing sensors. These models produce embeddings that can be used as analysis-ready…

Machine Learning · Computer Science 2025-11-21 Julia Peters , Karin Mora , Miguel D. Mahecha , Chaonan Ji , David Montero , Clemens Mosig , Guido Kraemer

Data is the most powerful decision-making tool at our disposal. However, despite the exponentially growing volumes of data generated in the world, putting it to effective use still presents many challenges. Relevant data seems to be never…

Databases · Computer Science 2021-11-12 Sergii Mikhtoniuk , Ozge Nilay Yalcin

A lot of work has been done to reach the best possible performance of predictive models on images. There are fewer studies about the resilience of these models when they are trained on image datasets that suffer modifications altering their…

Computer Vision and Pattern Recognition · Computer Science 2023-01-19 Pau Gallés , Katalin Takats , Javier Marin

Data fusion is a well-known technique, becoming more and more popular in the Artificial Intelligence for Earth Observation (AI4EO) domain mainly due to its ability of reinforcing AI4EO applications by combining multiple data sources and…

Machine Learning · Computer Science 2024-10-28 Alessandro Sebastianelli , Maria Pia Del Rosso , Pierre Philippe Mathieu , Silvia Liberata Ullo

With an increase in Geospatial Linked Open Data being adopted and published over the web, there is a need to develop intuitive interfaces and systems for seamless and efficient exploratory analysis of such rich heterogeneous multi-modal…

Computation and Language · Computer Science 2021-02-22 Abhishek V. Potnis , Rajat C. Shinde , Surya S. Durbha

Multiple advantages had been identified with the integration of data acquisition into any existing system configuration and implementation. Using data acquisition as a support into a monitoring system has not only improved its overall…

Systems and Control · Electrical Eng. & Systems 2025-07-15 Chito A. Petilla

Current operational Earth Observation (EO) services, including the Copernicus Emergency Management Service (CEMS), the European Forest Fire Information System (EFFIS), and the Copernicus Land Monitoring Service (CLMS), rely primarily on…

Computer Vision and Pattern Recognition · Computer Science 2026-04-09 Parampuneet Kaur Thind , Charles Mwangi , Giovanni Varetto , Lorenzo Sarti , Andrea Papa , Andrea Taramelli