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Papers matching “continual learning” 58

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Electrochemical ohmic memristors for continual learning
2025 Nature Communications article Engineering Advanced Memory and Neural Computing Open access

Shaochuan Chen, Zhen Yang, Heinrich Hartmann, Astrid Besmehn, Yuchao Yang, Ilia Valov

48

citations
TopoCLR: Topology-guided contrastive learning of representations for unsupervised crack analysis
2026 Computer-Aided Civil and Infrastructure Engineering article Engineering Infrastructure Maintenance and Monitoring Open access

Barış Özcan, Jörg Blankenbach

0

citations
Sample-efficient reinforcement learning of Koopman eNMPC
2025 Computers & Chemical Engineering article Engineering Advanced Control Systems Optimization Open access

Daniel Mayfrank, Mehmet Velioglu, Alexander Mitsos, Manuel Dahmen

2

citations
Machine-learning integrated multi-domain co-optimization for electrified heavy duty fleets
2025 eTransportation article Engineering Electric and Hybrid Vehicle Technologies Open access

Christoph Wellmann, Pekka Rahkola, Mikko H. Pihlatie, Abdul Rahman Khaleel, Christopher Marx, Akshay Sharma, +2 more

4

citations
Task space adaptation via the learning of gait controllers of magnetic soft millirobots
2021 The International Journal of Robotics Research article Engineering Soft Robotics and Applications Open access cited by 1 patent

Sinan Özgün Demir, Utku Çulha, Alp Can Karacakol, Abdon Pena‐Francesch, Sebastian Trimpe, Metin Sitti

33

citations
Adaptive Iterative Learning Control of an Industrial Robot during Neuromuscular Training
2020 IFAC-PapersOnLine article Engineering Iterative Learning Control Systems Open access

Maike Ketelhut, G.M. Brügge, Fabian Göll, Bjoern Braunstein, Kirsten Albracht, Dirk Abel

2

citations
A self-calibrating and learning control system for non-invasive continuous perioperative blood pressure measurement
2020 article Engineering Iterative Learning Control Systems

Patrick Borchers, Daniel Laidig, Paul Friedrich Geus, Thomas Schauer, Thomas Seel

1

citations
End-to-end reinforcement learning of Koopman models for economic nonlinear model predictive control
2024 Computers & Chemical Engineering article Engineering Advanced Control Systems Optimization Open access

Daniel Mayfrank, Alexander Mitsos, Manuel Dahmen

10

citations
Real-life data-driven model predictive control for building energy systems comparing different machine learning models
2024 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

Phillip Stoffel, Max Berktold, Dirk Müller

71

citations
The application of machine learning-based energy management strategy in a multi-mode plug-in hybrid electric vehicle, part II: Deep deterministic policy gradient algorithm design for electric mode
2023 Energy article Engineering Electric and Hybrid Vehicle Technologies Open access

Jiageng Ruan, Changcheng Wu, Zhaowen Liang, Kai Liu, Bin Li, Weihan Li, +1 more

56

citations
Safe operation of online learning data driven model predictive control of building energy systems
2023 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

Phillip Stoffel, Patrick Henkel, Martin Rätz, Alexander Kümpel, Dirk Müller

32

citations
Integration of Novel Sensors and Machine Learning for Predictive Maintenance in Medium Voltage Switchgear to Enable the Energy and Mobility Revolutions
2020 Sensors article Engineering Reliability and Maintenance Optimization Open access cited by 7 patents

Martin W. Hoffmann, Stephan Wildermuth, Ralf Gitzel, Aydin Boyaci, Jörg Gebhardt, Holger Kaul, +11 more

114

citations
Investigation of reinforcement learning for shape optimization of 2D profile extrusion die geometries
2023 Advances in Computational Science and Engineering article Engineering Topology Optimization in Engineering Open access

Clemens Fricke, Daniel Wolff, Marco Kemmerling, Stefanie Elgeti

7

citations
A Collaborative Multi-Agent Deep Reinforcement Learning-Based Wireless Power Allocation With Centralized Training and Decentralized Execution
2024 IEEE Transactions on Communications article Engineering Advanced Wireless Network Optimization

Amna Kopic, Erma Perenda, Haris Gacanin

34

citations
Detection of particle contamination and lubrication outage in journal bearings in wind turbine gearboxes using surface acoustic wave measurements and machine learning
2025 Forschung im Ingenieurwesen article Engineering Machine Fault Diagnosis Techniques Open access

Thomas Decker, Georg Jacobs, Malte Raddatz, Julian Röder, Jonas Betscher, Philipp Arneth

9

citations
Distributed Unsupervised Learning for Combinatorial User Assignment in mmWave Cell-Free Massive MIMO Using Graph Neural Networks
2026 IEEE Transactions on Wireless Communications article Engineering Advanced MIMO Systems Optimization Open access

Bile Peng, Bihan Guo, Karl-Ludwig Besser, Luca Kunz, Zhengyang Li, Ramprasad Raghunath, +4 more

0

citations
Machine Learning Integrated with Model Predictive Control for Imitative Optimal Control of Compression Ignition Engines
2022 IFAC-PapersOnLine article Engineering Advanced Control Systems Optimization Open access

Armin Norouzi, Saeid Shahpouri, David C. Gordon, Alexander Winkler, Eugen Nuss, Dirk Abel, +3 more

16

citations
Part-mass control in injection molding of recycled thermoplastics by learning-enabled model predictive cavity-pressure control
2026 Journal of Process Control article Engineering Advanced Control Systems Optimization Open access

Robert Göllinger, Moritz Mascher, Christopher Schulte, Philipp Schubert, Christian Hopmann, Heike Vallery, +1 more

1

citations
A Deep Learning-Based Camera Approach for Vital Sign Monitoring Using Thermography Images for ICU Patients
2021 Sensors article Engineering Non-Invasive Vital Sign Monitoring Open access

Simon Lyra, Leon Mayer, Liyang Ou, David C. Chen, Paddy Timms, Andrew Tay, +4 more

59

citations
Holistic image‐based analysis of damage on concrete surfaces—A multifaceted approach based on supervised machine learning
2024 Structural Concrete article Engineering Infrastructure Maintenance and Monitoring Open access cited by 2 patents

Barış Özcan, David Crampen, Zeno Kratzer, Jörg Blankenbach

4

citations
Data-Driven Formulation and Monitoring of Process Stability in Precise Electrochemical Machining (PECM)
2025 Procedia CIRP article Engineering Advanced Machining and Optimization Techniques Open access

Elio Tchoupe Sambou, Timm Petersen, A. Klink, Tim Herrig, Thomas Bergs

2

citations
Gaussian process-transformer diffusion model for seabed plastic strain field prediction under tidal loading
2026 Marine Georesources and Geotechnology article Engineering Geotechnical Engineering and Soil Mechanics

Wencan Guan, Youliang Chen, Rafig Azzam

6

citations
Spatiotemporal Interactive Effects Between Thermal Comfort and Acoustic Quality on University Students’ Performance and Satisfaction in Hong Kong
2026 Buildings article Engineering Building Energy and Comfort Optimization Open access

Dadi Zhang, Amneh Hamida, Kwok-Wai Mui, L.T. Wong

1

citations
Spiking neural networks compensate for weight drift in organic neuromorphic device networks
2023 Neuromorphic Computing and Engineering article Engineering Advanced Memory and Neural Computing Open access

Daniel Felder, John Linkhorst, Matthias Weßling

4

citations
The importance/role of education in chemical engineering
2022 Process Safety and Environmental Protection article Engineering Engineering Education and Curriculum Development Open access

Meyer Th., Éric Schaer, Jens Abildskov, Hermann Josef Feise, Jarka Glassey, Marcel Liauw, +2 more

20

citations