Applying a “Machine Learning Pipeline” to detect unknown faults and failures in a Human Robot Interaction assembly process
Robots are utilized in repetitive, deterministic tasks in production lines or at robotic assembly workstations to carry out a range of processes, including handling of objects, operating machinery, assembly of parts, welding, and painting process. To maintain safety and security, these systems are typically completely automated in an isolated cell that run independently and separated from the operators. Robots are known for being flexible, yet they are typically not as flexible as one might think. The use of automation requires efficient, dependable processes with high output rates. The processes should be comparable in the case of product variability so that task programs and algorithms can be modified.
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- MARS: a toolset for the safe and secure deployment of heterogeneous distributed systems
Authors: Giann Nandi, David Pereira, José Proença, José Santos, Lourenço A. Rodrigues, André Lourenço, Eduardo Tovar - On the Evaluation of Three Pre-Injection Analysis Techniques for Model-Implemented Fault- and Attack Injection
Authors: Peter Folkesson, Behrooz Sangchoolie, Pierre Kleberger, Nasser Nowdehi - Goal-Conditioned Reinforcement Learning within a Human-Robot Disassembly Environment
Authors: Íñigo Elguea-Aguinaco, Antonio Serrano-Muñoz, Dimitrios Chrysostomou, Ibai Inziarte-Hidalgo, Simon Bøgh, Nestor Arana-Arexolaleiba - Dynamic fault injection into digital twins of safety-critical systems
Authors: Thomas Markwirth, Roland Jancke, Christoph Sohrmann - Modeling and Evaluating the Effects of Jamming Attacks on Connected Automated Road Vehicles
Authors: Mehdi Maleki, Mateen Malik, Peter Folkesson, Behrooz Sangchoolie∗, Johan Karlsson
- ucXception: A framework for evaluating dependability of software systems
Authors: Pedro David Almeida, Frederico Cerveira, Raul Barbosa, and Henrique Madeira - ST4MP: A Blueprint of Multiparty Session Typing for Multilingual Programming
Authors: Sung-Shik Jongmans, José Proença
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VALU3S project is testing and demonstrating the application of improved V&V tools and workflows on 13 use-cases coming from 6 different domains. For this purpose, we have produced a series of video-interviews to our use-case owners for letting them explain needs to be addressed and benefits brought by the project. Let’s start with the Car Teleoperation use-case explained by Beata Davidova, from ROBOAUTO.
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In this video, Bernd Bredehorst (PUMACY) explains us the Human-Robot-Interaction in semi-automatic assembly process use-case within VALU3S project. This use-case is based on a Human-Robot-Interaction (HRI) process taking place on the shop floor of a manufacturing-like environment. The process itself involves the execution of assembly tasks by human workers focusing on the assembly of transformer units which consist of multiple parts. HRI systems have to manage the coordination between humans and robots according to the safety requirements for collaborative industrial robot systems defined by several standards (e.g. ISO 10218-2:2011). VALU3S tool ensures that verification and validation of safety requirements is performed through the simulation of the use-case.
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On 24th and 25th November, the European Forum for Electronics Components and Systems (www.efecs.eu) has been held in Amsterdam, in the beautiful location of Beurs van Berlage.
VALU3S project had the opportunity and the pleasure to be represented with a booth in the exhibition to showcase dissemination material (leaflets, brochures, videos, etc.) and to inform visitors about project activities and results. In fact, a small “crew” from Consortium was present to attract people to the booth and to talk with them.
In the main Conference Room, an intense programme of speeches and round table was undertaken. Most of the interventions were focused on future challenges of electronics concerning performance, sustainability and security.
The event was very crowded, indeed more than 600 people coming from industry, university, academia across Europe were present. Several world leader companies were present, as well as Industry Association of ECSEL.
After the two past remote editions, it was very pleasant to finally attend the event live and have the opportunity to meet face-to-face many relevant figures working in the electronics sector for years. And, indeed, it was a very nice opportunity to show what VALU3S project can do for Electronics stakeholders and, in turn, how stakeholders can contribute to VALU3S project.
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VALU3S is contributing to the organization of the CPS Segment series collocated with HiPEAC 2023. The segment, which aims at cross-disciplinary bridging for large-scale safety-critical systems, is composed by three workshops:
- ENHANCE - System Engineering and Dependability in Cyber-Physical Systems
- FORECAST - Functional Properties and Dependability in Cyber-Physical Systems
- STEADINESS - System Engineering and Dependability in Cyber-Physical Systems.
The segment will take place between the 16th and the 18th of January 2023, in Toulouse, France. VALU3S is one of the sponsors of the STEADINESS workshop. The HiPEAC conference is the premier European forum for experts in computer architecture, programming models, compilers and operating systems for general-purpose, embedded and cyber-physical systems. Areas of focus and integration include safety-critical dependencies, cybersecurity, energy efficiency and machine learning.
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On 29th and 30th November, the 8th General Assembly and Consortium Meeting of VALU3S project was held in Hamburg, Germany.
The first day of the meeting has been dedicated to management and technical discussions, with partners giving presentation about ongoing WPs and tasks. While, in the second day two relevant events has been held: first, the third tool demonstration session (after San Sebastian and Gothenburg) has been undertaken, with tool providers showcasing their hardware and software prototypes live. After, a press release has been held to promote the public launch of the VALU3S web-based repository to external stakeholders.
These were two very intense days in Hamburg, which have been fundamental to ensure a successful end of the project. The last mile is the most difficult one, but VALU3S Consortium will do the best to cross the finish line!
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