Hans-Martin Heyn

Hans-Martin Heyn

Göteborgs universitet

H-index: 10

Europe-Sweden

About Hans-Martin Heyn

Hans-Martin Heyn, With an exceptional h-index of 10 and a recent h-index of 10 (since 2020), a distinguished researcher at Göteborgs universitet, specializes in the field of ml engineering, SE4AI, distributed sensor systems, fault tolerance, functional safety.

His recent articles reflect a diverse array of research interests and contributions to the field:

Automated Configuration Synthesis for Machine Learning Models: A git-Based Requirement and Architecture Management System

An empirical investigation of challenges of specifying training data and runtime monitors for critical software with machine learning and their relation to architectural decisions

Requirements and software engineering for automotive perception systems: an interview study

VEDLIoT

Identifying and managing data quality requirements: a design science study in the field of automated driving

VEDLIoT: Next generation accelerated AIoT systems and applications

Requirements engineering for automotive perception systems: An interview study

An investigation of challenges encountered when specifying training data and runtime monitors for safety critical ML applications

Hans-Martin Heyn Information

University

Position

Postdoctoral Researcher | Chalmers University of Technology

Citations(all)

622

Citations(since 2020)

450

Cited By

323

hIndex(all)

10

hIndex(since 2020)

10

i10Index(all)

10

i10Index(since 2020)

10

Email

University Profile Page

Göteborgs universitet

Google Scholar

View Google Scholar Profile

Hans-Martin Heyn Skills & Research Interests

ml engineering

SE4AI

distributed sensor systems

fault tolerance

functional safety

Top articles of Hans-Martin Heyn

Title

Journal

Author(s)

Publication Date

Automated Configuration Synthesis for Machine Learning Models: A git-Based Requirement and Architecture Management System

arXiv preprint arXiv:2404.17244

Abdullatif AlShriaf

Hans-Martin Heyn

Eric Knauss

2024/4/26

An empirical investigation of challenges of specifying training data and runtime monitors for critical software with machine learning and their relation to architectural decisions

Requirements Engineering

Hans-Martin Heyn

Eric Knauss

Iswarya Malleswaran

Shruthi Dinakaran

2024/3/21

Requirements and software engineering for automotive perception systems: an interview study

Requirements Engineering

Khan Mohammad Habibullah

Hans-Martin Heyn

Gregory Gay

Jennifer Horkoff

Eric Knauss

...

2024/1/24

VEDLIoT

Proceedings of the 20th ACM International Conference on Computing Frontiers

Kevin Mika

René Griessl

Nils Kucza

Florian Porrmann

Martin Kaiser

...

2023

Identifying and managing data quality requirements: a design science study in the field of automated driving

Software Quality Journal

Shameer Kumar Pradhan

Hans-Martin Heyn

Eric Knauss

2023/5/11

VEDLIoT: Next generation accelerated AIoT systems and applications

Kevin Mika

René Griessl

Nils Kucza

Florian Porrmann

Martin Kaiser

...

2023/5/9

Requirements engineering for automotive perception systems: An interview study

Khan Mohammad Habibullah

Hans-Martin Heyn

Gregory Gay

Jennifer Horkoff

Eric Knauss

...

2023/4/4

An investigation of challenges encountered when specifying training data and runtime monitors for safety critical ML applications

Hans-Martin Heyn

Eric Knauss

Iswarya Malleswaran

Shruthi Dinakaran

2023/4/4

A compositional approach to creating architecture frameworks with an application to distributed AI systems

Journal of Systems and Software

Hans-Martin Heyn

Eric Knauss

Patrizio Pelliccione

2023/4/1

Automotive perception software development: An empirical investigation into data, annotation, and ecosystem challenges

Hans-Martin Heyn

Khan Mohammad Habibullah

Eric Knauss

Jennifer Horkoff

Markus Borg

...

2023/5/15

Setting AI in context: A case study on defining the context and operational design domain for automated driving

Hans-Martin Heyn

Padmini Subbiah

Jennifer Linder

Eric Knauss

Olof Eriksson

2022/3/9

AIRE 2022: 9th International Workshop on Artificial Intelligence and Requirements Engineering

Alessio Ferrari

Hans-Martin Heyn

Mehrdad Sabetzadeh

2022/8/15

Structural causal models as boundary objects in AI system development

Hans-Martin Heyn

Eric Knauss

2022/5/16

Fast onboard detection of ice drift changes under stationkeeping in ice

Cold Regions Science and Technology

Hans-Martin Heyn

Roger Skjetne

2022/4/1

VEDLIoT: very efficient deep learning in IoT

Martin Kaiser

Rene Griessl

Nils Kucza

Carola Haumann

Lennart Tigges

...

2022/3/14

The secret to better ai and better software (is requirements engineering)

IEEE Software

Nelly Bencomo

Jin LC Guo

Rachel Harrison

Hans-Martin Heyn

Tim Menzies

2021/12/23

Requirement engineering challenges for ai-intense systems development

Hans-Martin Heyn

Eric Knauss

Amna Pir Muhammad

Olof Eriksson

Jennifer Linder

...

2021/5/30

On perception safety requirements and multi sensor systems for automated driving systems

SAE International Journal of Advances and Current Practices in Mobility

Anders Cassel

Carl Bergenhem

Ole Martin Christensen

Hans-Martin Heyn

Susanna Leadersson-Olsson

...

2020/4/14

Towards an operational design domain that supports the safety argumentation of an automated driving system

Magnus Gyllenhammar

Rolf Johansson

Fredrik Warg

DeJiu Chen

Hans-Martin Heyn

...

2020

See List of Professors in Hans-Martin Heyn University(Göteborgs universitet)

Co-Authors

H-index: 33
Sveinung Løset

Sveinung Løset

Norges teknisk-naturvitenskaplige universitet

H-index: 18
Wenjun Lu

Wenjun Lu

Norges teknisk-naturvitenskaplige universitet

H-index: 7
Martin Knoche

Martin Knoche

Technische Universität München

H-index: 2
Jon Bjørnø

Jon Bjørnø

Norges teknisk-naturvitenskaplige universitet

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