Dr. Joanna Weng
Dr. Joanna Weng
ZHAW
School of Engineering
Sicherheitskritische Systeme A
Technikumstrasse 71
8400 Winterthur
Work at ZHAW
Position
- Senior lecturer (Mathematics, Physics and Physical Principles of Sensor Technology)
- Project Leader at the Safety-Critical Systems Research Lab Institute of Applied Mathematics and Physics (IAMP)
- Centre for Artificial Intelligence (CAI) Associate
- Diversity Officer School of Engineering
Focus
- AI in Safety Critcal Systems, Physics, Deterministic and Probabilistic Safety Analysis for Nuclear Power Plants Functional Safety, STPA, IEC61508, Certification of AI systems, Particle Physics, Deterministic and Probabilistic Safety Analysis for Nuclear Power Plants
- CAS Projektmanagement; Functional Safety: FS Engineer (TÜV Rheinland) Certificate; IEEE CertifAIEd Authorized Assessor.
Network
Membership of networks
- CERN Alumni
- ZHAW Datalab
- SheroES - community for women in tech at the School of Engineering (Intranet only)
- ETH Alumni
- Schweizerische Vereinigung der Ingenieurinnen
- Women in Power
- Advance
ORCID digital identifier
Social media
Projects
- Certification program for assessing ethics of Autonomous Intelligent Systems (IEEE CertifAIEd Assessor Training) / Team member / laufend
- Surveying the ZHAW Diversity Climate for students at the ZHAW / Team member / laufend
- certAInty – A Certification Scheme for AI systems / Co-project leader / laufend
- Machine Protection and Autonomous Predictive Interlock System / Deputy project leader / laufend
- Personal Safety Systems / Project leader / laufend
- Sensitivity Analysis / Project leader / abgeschlossen
- Personnel Safety System (PSS) at the European Spallation Source / Project leader / abgeschlossen
Publications
-
Billeter, Yann; Denzel, Philipp; Chavarriaga, Ricardo; Forster, Oliver; Schilling, Frank-Peter; Brunner, Stefan; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Weng, Joanna,
2024.
MLOps as enabler of trustworthy AI [paper].
In:
2024 11th IEEE Swiss Conference on Data Science (SDS).
11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024.
IEEE.
pp. 37-40.
Available from: https://doi.org/10.1109/SDS60720.2024.00013
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Denzel, Philipp; Brunner, Stefan; Billeter, Yann; Forster, Oliver; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Schilling, Frank-Peter; Weng, Joanna; Chavarriaga, Ricardo; Amini, Amin; Repetto, Marco; Iranfar, Arman,
2024.
Towards the certification of AI-based systems [paper].
In:
2024 11th IEEE Swiss Conference on Data Science (SDS).
11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024.
IEEE.
pp. 84-91.
Available from: https://doi.org/10.1109/SDS60720.2024.00020
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Weng, Joanna; Denzel, Philipp; Reif, Monika Ulrike; Schilling, Frank-Peter; Billeter, Yann; Frischknecht-Gruber, Carmen; Brunner, Stefan; Chavarriaga, Ricardo; Repetto, Marco; Iranfar, Arman,
2024.
Certification scheme for artificial intelligence based systems [paper].
In:
34th European Safety and Reliability Conference (ESREL), Cracow, Poland, 23-27 June 2024.
ZHAW Zürcher Hochschule für Angewandte Wissenschaften.
Available from: https://doi.org/10.21256/zhaw-30549
-
Brunner, Stefan; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Weng, Joanna,
2023.
A comprehensive framework for ensuring the trustworthiness of AI systems [paper].
In:
Brito, Mário P.; Aven, Terje; Baraldi, Piero; Čepin, Marko; Zio, Enrico, eds.,
Proceeding of the 33rd European Safety and Reliability Conference.
33rd European Safety and Reliability Conference (ESREL), Southampton, United Kingdom, 3-7 September 2023.
Singapore:
Research Publishing.
pp. 2772-2779.
Available from: https://doi.org/10.3850/978-981-18-8071-1_P230-cd
-
Frischknecht-Gruber, Carmen; Heuberger, Benjamin; Reif, Monika Ulrike; Weng, Joanna; Senn, Christoph,
2023.
In:
Brito, Mário P.; Aven, Terje; Baraldi, Piero; Čepin, Marko; Zio, Enrico, eds.,
Proceeding of the 33rd European Safety and Reliability Conference.
33rd European Safety and Reliability Conference (ESREL), Southampton, United Kingdom, 3-7 September 2023.
Singapore:
Research Publishing.
pp. 257-264.
Available from: https://doi.org/10.3850/978-981-18-8071-1_P414-cd
-
Reif, Monika Ulrike; Weng, Joanna; Zaugg, Christoph,
2020.
Global sensitivity analysis of input variables for a train accident risk model [paper].
In:
Baraldi, Piero; Di Maio, Francesco; Zio, Enrico, eds.,
Proceedings of the 30th European Safety and Reliability Conference and 15th Probabilistic Safety Assessment and Management Conference.
30th European Safety and Reliability Conference and 15th Probabilistic Safety Assessment and Management Conference (ESREL2020 PSAM15), Venice, Italy, 1-5 November 2020.
Singapore:
Research Publishing.
pp. 4923-4928.
Available from: https://www.rpsonline.com.sg/proceedings/esrel2020/pdf/3879.pdf
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Weng, Joanna; Reif, Monika; Chavarriaga, Ricardo; Schilling, Frank-Peter,
2023.
certAInty : a certification scheme for AI systems (Innosuisse project) [poster].
In:
Datalab Symposium, Winterthur, Schweiz, 11. Januar 2023.
ZHAW Zürcher Hochschule für Angewandte Wissenschaften.
Available from: https://doi.org/10.21256/zhaw-27261
-
Denzel, Philipp; Brunner, Stefan; Luley, Paul-Philipp; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Schilling, Frank-Peter; Amini, Amin; Repetto, Marco; Iranfar, Arman; Weng, Joanna; Chavarriaga, Ricardo,
2023.
A framework for assessing and certifying explainability of health-oriented AI systems.
In:
Explainable AI in Medicine Workshop, Lugano, Switzerland, 2-3 November 2023.
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Weng, Joanna; et al.,
2022.
In:
Accelerator Reliability Workshop, Newport News, USA, 16-21 October 2022.