Janine Matschek

About Janine Matschek

Janine Matschek, With an exceptional h-index of 10 and a recent h-index of 10 (since 2020), a distinguished researcher at Otto-von-Guericke-Universität Magdeburg,

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

Machine learning for control of (bio) chemical manufacturing systems

Necessary optimality conditions for fast lithium-ion battery charging via hybrid simulations

Safe Machine-Learning-Supported Model Predictive Force and Motion Control in Robotics

Learning secure corridors for model predictive path following control of autonomous systems in cluttered environments

Safe Exploration Learning Supported Model Predictive Control of Repetitive Processes

Safe Corridor Learning For Model Predictive Path Following Control

Constrained learning for model predictive control in asymptotically constant reference tracking tasks

Constrained reference learning for continuous-time model predictive tracking control of autonomous systems

Janine Matschek Information

University

Position

___

Citations(all)

268

Citations(since 2020)

243

Cited By

88

hIndex(all)

10

hIndex(since 2020)

10

i10Index(all)

10

i10Index(since 2020)

10

Email

University Profile Page

Otto-von-Guericke-Universität Magdeburg

Google Scholar

View Google Scholar Profile

Top articles of Janine Matschek

Title

Journal

Author(s)

Publication Date

Machine learning for control of (bio) chemical manufacturing systems

Andreas Himmel

Janine Matschek

Rudolph Kok

Bruno Morabito

Hoang Hai Nguyen

...

2024/1/1

Necessary optimality conditions for fast lithium-ion battery charging via hybrid simulations

Janine Matschek

Marc D Berliner

Andreas Himmel

Richard D Braatz

Rolf Findeisen

2023/5/31

Safe Machine-Learning-Supported Model Predictive Force and Motion Control in Robotics

IEEE Transactions on Control Systems Technology

Janine Matschek

Johanna Bethge

Rolf Findeisen

2023/4/6

Learning secure corridors for model predictive path following control of autonomous systems in cluttered environments

Philipp Holzmann

Janine Matschek

Maik Pfefferkorn

Rolf Findeisen

2022/7/12

Safe Exploration Learning Supported Model Predictive Control of Repetitive Processes

Bruno Morabito

Hoang Hai Nguyen

Janine Matschek

Rolf Findeisen

2022/6/8

Safe Corridor Learning For Model Predictive Path Following Control

IFAC-PapersOnLine

Maik Pfefferkorn

Philipp Holzmann

Janine Matschek

Rolf Findeisen

2022/1/1

Constrained learning for model predictive control in asymptotically constant reference tracking tasks

IFAC-PapersOnLine

Janine Matschek

Andreas Himmel

Rolf Findeisen

2021/1/1

Constrained reference learning for continuous-time model predictive tracking control of autonomous systems

IFAC-PapersOnLine

Janine Matschek

Johanna Bethge

Mohamed Soliman

Bahaaeldin Elsayed

Rolf Findeisen

2021/1/1

Towards risk-aware machine learning supported model predictive control and open-loop optimization for repetitive processes

IFAC-PapersOnLine

Bruno Morabito

Johannes Pohlodek

Janine Matschek

Anton Savchenko

Lisa Carius

...

2021/1/1

Learning-supported and force feedback model predictive control in robotics

Janine Matschek

2021

Learning supported model predictive control for tracking of periodic references

Janine Matschek

Rolf Findeisen

2020/7/31

Towards nominal stability certification of deep learning-based controllers

Hoang Hai Nguyen

Janine Matschek

Tim Zieger

Anton Savchenko

Navid Noroozi

...

2020/7/1

Learning references with Gaussian processes in model predictive control applied to robot assisted surgery

Janine Matschek

Tim Gonschorek

Magnus Hanses

Norbert Elkmann

Frank Ortmeier

...

2020/5/12

Constrained Gaussian process learning for model predictive control

IFAC-PapersOnLine

Janine Matschek

Andreas Himmel

Kai Sundmacher

Rolf Findeisen

2020/1/1

MACHINE LEARNING AND MODEL PREDICTIVE CONTROL FOR SAFE AUTONOMOUS SYSTEMS

CONTROL AND OPTIMIZATION WITH INDUSTRIAL APPLICATIONS

ROLF FINDEISEN

JANINE MATSCHEK

MICHAEL MAIWORM

ANTON SAVCHENKO

2020/8/26

Direct force feedback using gaussian process based model predictive control

Janine Matschek

Reni Jordanowa

Rolf Findeisen

2020/8/24

See List of Professors in Janine Matschek University(Otto-von-Guericke-Universität Magdeburg)