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SAFEXPLAIN :
SAFEXPLAIN : Safe and Explainable Critical Embedded Systems Based on AI
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- Abella, J. (författare)
- Barcelona Supercomputing Center, Spain
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- Perez, J. (författare)
- BRTA Basque Research and Technology Alliance, Spain
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- Englund, Cristofer, 1977- (författare)
- RISE,Mobilitet och system
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visa fler...
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- Zonooz, B. (författare)
- Navinfo Europe, Netherlands
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- Giordana, G. (författare)
- AIKO Srl, Italy
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- Donzella, C. (författare)
- Exida Development Srl, Italy
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- Cazorla, F. J. (författare)
- Barcelona Supercomputing Center, Spain
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- Mezzetti, E. (författare)
- Barcelona Supercomputing Center, Spain
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- Serra, I. (författare)
- Barcelona Supercomputing Center, Spain
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- Brando, A. (författare)
- Barcelona Supercomputing Center, Spain
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- Agirre, I. (författare)
- BRTA Basque Research and Technology Alliance, Spain
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- Eizaguirre, F. (författare)
- BRTA Basque Research and Technology Alliance, Spain
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- Bui, Thanh (författare)
- RISE,Mobilitet och system
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- Arani, E. (författare)
- Navinfo Europe, Netherlands
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- Sarfraz, F. (författare)
- Navinfo Europe, Netherlands
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- Balasubramaniam, A. (författare)
- Navinfo Europe, Netherlands
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- Badar, A. (författare)
- Navinfo Europe, Netherlands
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- Bloise, I. (författare)
- AIKO Srl, Italy
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- Feruglio, L. (författare)
- AIKO Srl, Italy
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- Cinelli, I. (författare)
- AIKO Srl, Italy
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- Brighenti, D. (författare)
- Exida Engineering Srl, Italy
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- Cunial, D. (författare)
- Exida Engineering Srl, Italy
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(creator_code:org_t)
- Institute of Electrical and Electronics Engineers Inc. 2023
- 2023
- Engelska.
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Ingår i: Proceedings -Design, Automation and Test in Europe, DATE. - : Institute of Electrical and Electronics Engineers Inc.. - 9783981926378
- Relaterad länk:
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https://urn.kb.se/re...
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https://doi.org/10.2...
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Abstract
Ämnesord
Stäng
- Deep Learning (DL) techniques are at the heart of most future advanced software functions in Critical Autonomous AI-based Systems (CAIS), where they also represent a major competitive factor. Hence, the economic success of CAIS industries (e.g., automotive, space, railway) depends on their ability to design, implement, qualify, and certify DL-based software products under bounded effort/cost. However, there is a fundamental gap between Functional Safety (FUSA) requirements on CAIS and the nature of DL solutions. This gap stems from the development process of DL libraries and affects high-level safety concepts such as (1) explainability and traceability, (2) suitability for varying safety requirements, (3) FUSA-compliant implementations, and (4) real-time constraints. As a matter of fact, the data-dependent and stochastic nature of DL algorithms clashes with current FUSA practice, which instead builds on deterministic, verifiable, and pass/fail test-based software. The SAFEXPLAIN project tackles these challenges and targets by providing a flexible approach to allow the certification - hence adoption - of DL-based solutions in CAIS building on: (1) DL solutions that provide end-to-end traceability, with specific approaches to explain whether predictions can be trusted and strategies to reach (and prove) correct operation, in accordance to certification standards; (2) alternative and increasingly sophisticated design safety patterns for DL with varying criticality and fault tolerance requirements; (3) DL library implementations that adhere to safety requirements; and (4) computing platform configurations, to regain determinism, and probabilistic timing analyses, to handle the remaining non-determinism.
Ämnesord
- NATURVETENSKAP -- Data- och informationsvetenskap -- Programvaruteknik (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Software Engineering (hsv//eng)
Nyckelord
- Deep learning
- Embedded systems
- Product design
- Software testing
- Stochastic systems
- Advanced softwares
- Automotives
- Competitive factor
- Economic success
- Embedded-system
- Functional Safety
- Learning techniques
- Safety requirements
- Software functions
- Software products
- Fault tolerance
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Till lärosätets databas
- Av författaren/redakt...
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Abella, J.
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Perez, J.
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Englund, Cristof ...
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Zonooz, B.
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Giordana, G.
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Donzella, C.
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visa fler...
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Cazorla, F. J.
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Mezzetti, E.
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Serra, I.
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Brando, A.
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Agirre, I.
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Eizaguirre, F.
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Bui, Thanh
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Arani, E.
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Sarfraz, F.
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Balasubramaniam, ...
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Badar, A.
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Bloise, I.
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Feruglio, L.
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Cinelli, I.
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Brighenti, D.
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Cunial, D.
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visa färre...
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