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The cost associated with developing flight control forms a significant part of the overall development cost. The increased demand for greater functionality and for extending the domain of applicability of future launchers leads to higher…

Systems and Control · Computer Science 2018-01-31 Hans Strauch , Klaus Luig , Samir Bennani

In the research area of reinforcement learning (RL), frequently novel and promising methods are developed and introduced to the RL community. However, although many researchers are keen to apply their methods on real-world problems,…

Artificial Intelligence · Computer Science 2022-11-28 Daniel Hein , Stefan Depeweg , Michel Tokic , Steffen Udluft , Alexander Hentschel , Thomas A. Runkler , Volkmar Sterzing

The evolving landscape of software development demands that software testers continuously adapt to new tools, practices, and acquire new skills. This study investigates software testing competency needs in industry, identifies knowledge…

Benchmarking has driven scientific progress in Evolutionary Computation, yet current practices fall short of real-world needs. Widely used synthetic suites such as BBOB and CEC isolate algorithmic phenomena but poorly reflect the structure,…

Drawing on ideas from continuous integration, we present concepts of an automated benchmarking pipeline for high performance applications. Customization and collaboration have been key design goals owing to the requirements of…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-28 Jan Vogelsang , Melissa Lober , Catherine Mia Schöfmann , José Villamar , Dennis Terhorst , Johanna Senk , Hans Ekkehard Plesser , Markus Diesmann , Susanne Kunkel , Anno C. Kurth

Vision Based Navigation consists in utilizing cameras as precision sensors for GNC after extracting information from images. To enable the adoption of machine learning for space applications, one of obstacles is the demonstration that…

A novel reinforcement learning benchmark, called Industrial Benchmark, is introduced. The Industrial Benchmark aims at being be realistic in the sense, that it includes a variety of aspects that we found to be vital in industrial…

Machine Learning · Computer Science 2017-09-29 Daniel Hein , Alexander Hentschel , Volkmar Sterzing , Michel Tokic , Steffen Udluft

The growing ambition for space exploration demands robust autonomous systems that can operate in unstructured environments under extreme extraterrestrial conditions. The adoption of robot learning in this domain is severely hindered by the…

Robotics · Computer Science 2025-09-30 Andrej Orsula , Matthieu Geist , Miguel Olivares-Mendez , Carol Martinez

In the evolving landscape of cloud computing, optimizing energy efficiency across the edge-cloud continuum is crucial for sustainability and cost-effectiveness. We introduce GMB-ECC, a framework for measuring and benchmarking energy…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-12 Brian-Frederik Jahnke , Rebecca Schmook , Falk Howar

This paper presents a system-level engineering approach for the preliminary coverage performance analysis and the design of a generic Global Navigation Satellite System (GNSS) constellation. This analysis accounts for both the coverage…

Instrumentation and Methods for Astrophysics · Physics 2020-09-22 Marco Nugnes , Camilla Colombo , Massimo Tipaldi

Wirelessly-connected robotic systems empower robots with real-time intelligence by leveraging remote computing resources for decision-making. However, the data exchange between robots and edge servers often overwhelms communication links,…

Robotics · Computer Science 2026-04-28 Wenchao Wu , Shutong Chen , Wenjie Liu , Zhibo Pang , Yansha Deng , Robert Schober

Enabled and driven by modern advances in wireless telecommunication and artificial intelligence, the convergence of communication, computing, and control is becoming inevitable in future industrial applications. Analytical and optimizing…

Systems and Control · Electrical Eng. & Systems 2022-11-07 Bin Han , Hans D. Schotten

There is an increasing imperative to anticipate and understand the performance and safety of generative AI systems in real-world deployment contexts. However, the current evaluation ecosystem is insufficient: Commonly used static benchmarks…

Civil aviation maintenance is a domain characterized by stringent industry standards. Within this field, maintenance procedures and troubleshooting represent critical, knowledge-intensive tasks that require sophisticated reasoning. To…

Computation and Language · Computer Science 2025-08-29 Feng Zhang , Chengjie Pang , Yuehan Zhang , Chenyu Luo

The European Economic Area Electricity Network Benchmark (EEA-ENB) is a multi-area power system representing the European network of transmission systems for electricity to facilitate the application of distributed control techniques. In…

Systems and Control · Electrical Eng. & Systems 2024-05-28 A. Riccardi , L. Laurenti , B. De Schutter

The measurable properties of the artifacts or objects in the computer, management, or finance disciplines are extrinsic, not inherent -- dependent on their problem definitions and solution instantiations. Only after the instantiation can…

Emerging Technologies · Computer Science 2022-05-17 Jianfeng Zhan

The global navigation satellite system (GNSS) continues to evolve in order to meet the demands of emerging applications such as autonomous driving and smart environmental monitoring. However, these advancements are accompanied by a rise in…

Signal Processing · Electrical Eng. & Systems 2025-11-03 Leatile Marata , Mariona Jaramillo-Civill , Tales Imbiriba , Petri Välisuo , Heidi Kuusniemi , Elena Simona Lohan , Pau Closas

Generative navigation policies have made rapid progress in improving end-to-end learned navigation. Despite their promising results, this paradigm has two structural problems. First, the sampled trajectories exist in an abstract, unscaled…

Robotics · Computer Science 2026-03-10 Abhijeet Nayak , Débora Oliveira Makowski , Samiran Gode , Cordelia Schmid , Wolfram Burgard

With the ever growing number of space debris in orbit, the need to prevent further space population is becoming more and more apparent. Refueling, servicing, inspection and deorbiting of spacecraft are some example missions that require…

The Second Quantum Revolution facilitates the engineering of new classes of sensors, communication technologies, and computers with unprecedented capabilities. Supply chains for quantum technologies are emerging, some focussed on…

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