[Contribution to a conference proceedings, Journal Article]
Deep Learning-based Modeling of Gasoline Controlled Auto-Ignition
In: IFAC-PapersOnLine, 56 (2), 8248-8253, 2023
[DOI: 10.1016/j.ifacol.2023.10.1009]

Chen, Xu (Corresponding author)
Basler, Maximilian
Stemmler, Maike
Winkler, Alexander Emil Klaus
Andert, Jakob Lukas
Abel, Dirk

[Journal Article]
Virtual Multi-Criterial Calibration of Operating Strategies for Hybrid-Electric Powertrains
In: Vehicles, 5 (4), 1367-1383, 2023
[DOI: 10.3390/vehicles5040075]

Düzgün, Marc Timur
Dorscheidt, Frank
Krysmon, Sascha
Bailly, Peter
Lee, Sung-Yong
Dönitz, Christian
Pischinger, Stefan

[Talk (non-conference)]
Scope and Future Directions of Combustion Control
In: Control Systems Technology Colloquium at TU Eindhoven Eindhoven 2023-11-15 - 2023-11-15, 2023

Winkler, Alexander Emil Klaus
Gord, David
Andert, Jakob Lukas
Bedei, Julian
Schaber, Patrick
Koch, Bob

[Dataset]
Deep Neural Network Training Script incl. Data for HCCI Low-Temperature Combustion (alexwin9478/DnnTrainingHcci_pub: Zenodo), 2023
[DOI: 10.5281/ZENODO.10078477]

Winkler, Alexander Emil Klaus
Gordon, David

[Contribution to a conference proceedings, Preprint]
Integrating Recurrent Neural Networks into Model Predictive Control for Thermal Torque Derating of Electric Machines
In: Preprints of the 22nd World Congress of the International Federation of Automatic Control, 8924-8929, 2023

Winkler, Alexander Emil Klaus
Wang, Weizhou
Norouzi, Armin
Gordon, David
Koch, C. R.
Andert, Jakob Lukas

[Contribution to a conference proceedings, Preprint]
Ion Current Based Data Driven Control of HCCI - the Key to Improve Pressure Based Control Strategies?
In: Preprints of the 22nd World Congress of the International Federation of Automatic Control, 5404-5409, 2023

Bedei, Julian
Schaber, Patrick
Winkler, Alexander Emil Klaus
Gordon, David
Andert, Jakob Lukas

[Contribution to a conference proceedings, Preprint]
Turbocharger Control for Emission Reduction Based on Deep Reinforcement Learning
In: Preprints of the 22nd World Congress of the International Federation of Automatic Control, 8936-8941, 2023

Picerno, Mario
Koch, Lucas
Badalian, Kevin
Lee, Sung-Yong
Andert, Jakob Lukas

[Preprint]
Transfer of Reinforcement Learning-Based Controllers from Model- to Hardware-in-the-Loop, 2023
[DOI: 10.48550/arXiv.2310.17671]

Picerno, Mario
Koch, Lucas
Badalian, Kavin
Wegener, Marius
Schaub, Joschka
Koch, Charles Robert
Andert, Jakob Lukas

[Dissertation / PhD Thesis]
Virtuelle Kalibrierung von Motorsteuergeräten mittels Hardware-in-the-Loop Simulationen, 2023
[DOI: 10.18154/RWTH-2023-10095]

Lee, Sung Yong

[Contribution to a book, Journal Article]
Cloud-Based Reinforcement Learning in Automotive Control Function Development
In: Vehicles, 5 (3), 914-930, 2023
[DOI: 10.3390/vehicles5030050]

Koch, Lucas
Roeser, Dennis
Badalian, Kevin
Lieb, Alexander
Andert, Jakob Lukas (Corresponding author)

[Dissertation / PhD Thesis]
Vorausschauende Fahrzeuglängsführung verbrennungsmotorisch und batterieelektrisch betriebener Fahrzeuge, 2023
[DOI: 10.18154/RWTH-2023-09900]

Sohn, Christian

[Preprint]
Introducing a Deep Neural Network-based Model Predictive Control Framework for Rapid Controller Implementation, 2023
[DOI: 10.48550/arXiv.2310.08392]

Gordon, David C.
Winkler, Alexander Emil Klaus
Bedei, Julian
Schaber, Patrick
Andert, Jakob Lukas (Corresponding author)
Koch, Charles R. (Corresponding author)

[Journal Article]
Adaptive Traffic Light Control With Deep Reinforcement Learning: An Evaluation of Traffic Flow and Energy Consumption
In: IEEE transactions on intelligent transportation systems, 1-11, 2023
[DOI: 10.1109/TITS.2023.3305548]

Koch, Lucas
Brinkmann, Tobias
Wegener, Marius
Badalian, Kevin
Andert, Jakob Lukas (Corresponding author)

[Journal Article]
Multi-perspective evaluation of fuel-efficient architecture for China's plug-in hybrid electric vehicles across levels, time, and driving cycles
In: Energy conversion and management : ECM, 293, 117487, 2023
[DOI: 10.1016/j.enconman.2023.117487]

Zhang, Baodi (Corresponding author)
Yang, Fuyuan (Corresponding author)
Li, Weifeng (Corresponding author)
Duan, Minghao
Jiang, Ping (Corresponding author)
Yu, Hanzhengnan
Fang, Maodong (Corresponding author)
Zhang, Lele
Ouyang, Minggao (Corresponding author)
Andert, Jakob Lukas (Corresponding author)

[Contribution to a book, Journal Article]
Simulation of the Circulating Bearing Currents for Different Stator Designs of Electric Traction Machines
In: Machines : open access journal, 11 (8), 811, 2023
[DOI: 10.3390/machines11080811]

Tombul, Yusa
Tillmann, Philipp
Andert, Jakob Lukas (Corresponding author)

[Dissertation / PhD Thesis]
Entwicklung virtueller Prototypen von permanenterregten Synchronmaschinen für Hardware-in-the-Loop Anwendungen, 2023
[DOI: 10.18154/RWTH-2023-08950]

Scheer, René

[Patent]
Automatisierte Funktionskalibrierung, 2023

Koch, Lucas
Picerno, Mario
Badalian, Kevin
Lee, Sung-Yong
Andert, Jakob Lukas

[Journal Article]
The "Waterfilling Algorithm"—An Efficient Approach for Vehicle Velocity Planning With Varying Velocity Limits
In: IEEE transactions on intelligent transportation systems, 24 (10), 10477-10490, 2023
[DOI: 10.1109/TITS.2023.3286029]

Sohn, Christian (Corresponding author)
Andert, Jakob Lukas

[Journal Article]
"Build Your Hybrid" - A Novel Approach to Test Various Hybrid Powertrain Concepts
In: SAE technical paper, 2023-01-0546, [1]-12, 2023
[DOI: 10.4271/2023-01-0546]

Muthyala, Paul Pramod (Corresponding author)
Schaub, Joschka
Badalian, Kevin
Pischinger, Stefan

[Journal Article]
Centralized model‐predictive cooperative and adaptive cruise control of automated vehicle platoons in urban traffic environments
In: IET intelligent transport systems, 2023
[DOI: 10.1049/itr2.12384]

Klingbeil, Xiaonan (Corresponding author)
Wegener, Marius
Zhou, Haibo
Herrmann, Florian
Andert, Jakob Lukas

[Journal Article]
A review of silicon carbide MOSFETs in electrified vehicles:Application, challenges, and future development
In: IET Power electronics, 16 (12), 2103-2120, 2023
[DOI: 10.1049/pel2.12524]

Shi, Bufan
Ramones, Anna Isabel
Liu, Yingxu
Wang, Haoran
Li, Yu
Pischinger, Stefan
Andert, Jakob Lukas (Corresponding author)

[Dissertation / PhD Thesis]
Prädiktion von Verkehrsrandbedingungen zur Effizienzsteigerung vernetzter und automatisierter Fahrzeuge, 2023
[DOI: 10.18154/RWTH-2023-04527]

Eisenbarth, Markus

[Journal Article]
Current and Torque Harmonics Analysis of Dual Three-Phase Permanent-Magnet Synchronous Machines with Arbitrary Phase Shift Based on Model-in-the-Loop
In: SAE technical paper, 2023-01-0527, [1]-13, 2023
[DOI: 10.4271/2023-01-0527]

Shi, Bufan
Andert, Jakob Lukas (Corresponding author)
Wang, Haoran

[Journal Article]
Active temperature control of electric drivetrains for efficiency increase
In: Applied energy, 338, 120887, 2023
[DOI: 10.1016/j.apenergy.2023.120887]

Wahl, Alexander (Corresponding author)
Wellmann, Christoph Alexander
Monissen, Christian
Andert, Jakob Lukas

[Contribution to a book]
Modeling Hardware and Software Integration by an Advanced Digital Twin for Cyber-Physical Systems: Applied to the Automotive Domain
In: Handbook of Model-Based Systems Engineering / Editors: Azad M. Madni, Norman Augustine, Michael Sievers, 1-38, 2023
[DOI: 10.1007/978-3-030-27486-3_21-1]

Kriebel, S. (Corresponding author)
Markthaler, M.
Granrath, Christian
Richenhagen, Johannes Martin
Rumpe, Bernhard

[Journal Article]
Automated function development for emission control with deep reinforcement learning
In: Engineering applications of artificial intelligence, 117 (Part A), 105477, 2022
[DOI: 10.1016/j.engappai.2022.105477]

Koch, Lucas
Picerno, Mario
Badalian, Kevin
Lee, Sung-Yong
Andert, Jakob Lukas (Corresponding author)

[Journal Article]
Dynamic measurement with in-cycle process excitation of HCCI combustion : The key to handle complexity of data-driven control?
In: International journal of engine research, 24 (3), 1155-1174, 2022
[DOI: 10.1177/14680874221078264]

Bedei, Julian
Oberlies, Malte
Schaber, Patrick
Gordon, David
Nuss, Eugen
Li, Liguang
Andert, Jakob Lukas (Corresponding author)

[Journal Article]
Support vector machine based emissions modeling using particle swarm optimization for homogeneous charge compression ignition engine
In: International journal of engine research, 24 (2), 536-551, 2021
[DOI: 10.1177/14680874211055546]

Gordon, David (Corresponding author)
Norouzi, Armin
Blomeyer, Gero
Bedei, Julian
Aliramezani, Masoud
Andert, Jakob Lukas
Koch, Charles R.

[Book]
31st Aachen Colloquium Sustainable Mobility 2022 / Aachener Kolloquium Fahrzeug- und Motorentechnik GbR, 2022

 

[Conference Presentation, Multimedia]
A Model Predictive Control Strategy for Advanced Passenger Compartment Air Conditioning in Vehicles with Electrified Powertrains
In: 2022 SAE Thermal Management Systems Symposium Plymouth, Michigan 2022-10-04 - 2022-10-05, 2022

Schutzeich, Patrick
Pischinger, Stefan
Hemkemeyer, David
Wahl, Alexander
Franke, Kai

[Abstract, Contribution to a conference proceedings]
Deep Learning and Nonlinear Model Predictive Control Integration for Compression Ignition Engine Emission Reduction
In: Proceedings of the Canadian Society for Mechanical Engineering International Congress 2022, 2022
[DOI: 10.7939/R3-MJW8-AF75]

Norouzi, Armin (Corresponding author)
Shahpouri, Saeid
Gordon, David
Winkler, Alexander Emil Klaus
Nuss, Eugen
Andert, Jakob Lukas
Shahbakhti, Mahdi
Koch, Charles Robert

[Contribution to a conference proceedings]
Thermal Integration of High-Speed Electric Machines in EDUs
In: [CTI SYMPOSIUM - Intelligent, Electrified Automotive Drivetrains, 2022-12-05 - 2022-12-08, Berlin, Germany], 1-20, 2022

Monissen, Christian
Schröder, Michael
Andert, Jakob Lukas

[Contribution to a conference proceedings]
Thermal Integration of High-Speed Electric Machines in Next Generation EDUs
In: [12th Aachen Colloquium China Sustainable Mobility], 1-21, 2022

Monissen, Christian
Schröder, Michael
Brächter, Janis
Küsters, Andreas
Kouki, Aymen

[Contribution to a book, Contribution to a conference proceedings]
Ausleitung von Testfällen für automatisierte Fahrfunktionen auf Basis semiformaler Systemspezifikation
In: Tag des Systems Engineering : Paderborn, 16.-18. November 2022 / Walter Koch, Daria Wilke, Stefan Dreiseitel, Rüdiger Kaffenberger, 65-69, 2022

Kugler, Christopher
Granrath, Christian
Pischinger, Felix
Malvankar, Anuj
Däsch, Christoph
Meyer, Max-Arno
Andert, Jakob Lukas

[Contribution to a book, Journal Article]
End-to-end deep neural network based nonlinear model predictive control: experimental implementation on diesel engine emission control
In: Energies : open-access journal of related scientific research, 15 (24), 9335, 2022
[DOI: 10.3390/en15249335]

Gordon, David C.
Norouzi, Armin (Corresponding author)
Winkler, Alexander Emil Klaus
McNally, Jakub
Nuss, Eugen
Abel, Dirk
Shahbakhti, Mahdi
Andert, Jakob Lukas
Koch, Charles R.

[Journal Article]
Mechanical Stress in Rotors of Permanent Magnet Machines—Comparison of Different Determination Methods
In: Energies : open-access journal of related scientific research, technology development and studies in policy and management, 15 (23), 9169, 2022
[DOI: 10.3390/en15239169]

Monissen, Christian
Arslan, Mehmet Emin
Krings, Andreas
Andert, Jakob Lukas (Corresponding author)

[Contribution to a book, Contribution to a conference proceedings]
Remote Software Updates for Advanced Driver Assistance Systems
In: 31st Aachen Colloquium Sustainable Mobility 2022 / Aachener Kolloquium Fahrzeug- und Motorentechnik GbR, 09. 1-11, 2022

Wessel, Patricia
Andert, Jakob Lukas
Lezama, Ada
Beisicht, Christian
Sandu, Emanuel

[Contribution to a book, Contribution to a conference proceedings]
ePGS - The novel hybrid drive for micro vehicles
In: 31st Aachen Colloquium Sustainable Mobility 2022 / Aachener Kolloquium Fahrzeug- und Motorentechnik GbR, 10, 1-7, 2022

Jakoby, Moritz (Corresponding author)
Engels, Michael
Fahrbach, Timm Jonas
Andert, Jakob Lukas

[Contribution to a book, Contribution to a conference proceedings]
Thermal Integration of High-Speed Electric Machines in Next Generation EDUs
In: 31st Aachen Colloquium Sustainable Mobility 2022 / Aachener Kolloquium Fahrzeug- und Motorentechnik GbR, 33, 1-22, 2022

Schröder, Michael
Brächter, Janis
Küsters, Andreas
Kouki, Aymen
Monissen, Christian

[Contribution to a conference proceedings, Journal Article]
Machine Learning Integrated with Model Predictive Control for Imitative Optimal Control of Compression Ignition Engines
In: IFAC-PapersOnLine, 55 (24), 19-26, 2022
[DOI: 10.1016/j.ifacol.2022.10.256]

Norouzi, Armin (Corresponding author)
Shahpouri, Saeid
Gordon, David
Winkler, Alexander Emil Klaus
Nuss, Eugen
Abel, Dirk
Andert, Jakob Lukas
Shahbakhti, Mahdi
Koch, Charles Robert

[Contribution to a book, Contribution to a conference proceedings]
Numerical Analysis of the Combustion of Diesel, Dimethyl Ether, and Polyoxymethylene Dimethyl Ethers (OMEn, n=1-3) Using Detailed Chemistry
In: THIESEL 2022 : Conference on Thermo- and Fluid-Dynamics of Clean Propulsion Powerplants, 13th-16th September 2022 : conference proceedings / CMT- Motores Térmicos ; scientific editors: Xandra Margot, Raúl Payri, José Ramón Serrano, 13 Pages, 2022
[DOI: 10.18154/RWTH-2022-10266]

Franken, Tim (Corresponding author)
Srivastava, Vivek (Corresponding author)
Lee, Sung-Yong (Corresponding author)
Heuser, Benedikt (Corresponding author)
Shrestha, Krishna Prasad (Corresponding author)
Seidel, Lars (Corresponding author)
Mauß, Fabian (Corresponding author)

[Journal Article]
Deep learning based model predictive control for compression ignition engines
In: Control engineering practice, 127, 105299, 2022
[DOI: 10.1016/j.conengprac.2022.105299]

Norouzi, Armin (Corresponding author)
Shahpouri, Saeid
Gordon, David
Winkler, Alexander Emil Klaus
Nuss, Eugen
Abel, Dirk
Andert, Jakob Lukas
Shahbakhti, Mahdi
Koch, Charles Robert

[Dissertation / PhD Thesis]
Energieeffiziente Längsführung vernetzter und automatisierter Fahrzeuge mittels Reinforcement Learning, 2022

Wegener, Marius

[Contribution to a book, Contribution to a conference proceedings]
Estimation of the Magnet Temperature via a Lumped Parameter Thermal Network in Real Time for the Control of PMSM
In: 2022 European Control Conference (ECC) : 12-15 July 2022 / publisher: IEEE, 1192-1197, 2022
[DOI: 10.23919/ECC55457.2022.9838235]

Ramones, Anna Isabel (Corresponding author)
Monissen, Christian
Wang, Zixuan
Andert, Jakob Lukas

[Contribution to a book, Contribution to a conference proceedings]
Efficiency Increase of Electric Machines with Active Thermal Field Weakening : A new degree of freedom for innovative cooling concepts
In: 22nd International VDI Congress Dritev : Baden-Baden, July 06-07, 2022 / VDI Wissensforum, 119-132, 2022

Schröder, Michael
Herold, Konrad Ludwig
Monissen, Christian

[Journal Article]
Active Thermal Field Weakening in Electric Machines
In: MTZ worldwide, 83 (7/8), 28-33, 2022
[DOI: 10.1007/s38313-022-0806-8]

Schröder, Michael
Monissen, Christian
Wahl, Alexander
Herold, Konrad

[Journal Article]
Aktive thermische Feldschwächung bei elektrischen Maschinen
In: Motortechnische Zeitschrift : MTZ, 83 (7/8), 28-35, 2022
[DOI: 10.1007/s35146-022-0830-x]

Schröder, Michael
Monissen, Christian
Wahl, Alexander
Herold, Konrad

[Journal Article]
Investigation of the chemical effect of pilot injection on main combustion in a gasoline controlled auto-ignition engine by in-cylinder measurements and numerical simulation of H2O2, HO2, and OH radicals
In: Combustion and flame, 244, 112283, 2022
[DOI: 10.1016/j.combustflame.2022.112283]

Steeger, Fabian (Corresponding author)
Raffius, Thomas Michael
Schulz, Christian
Ratz, Frederik
Morcinkowski, Bastian
Lehrheuer, Bastian
Grünefeld, Gerd
Koß, Hans-Jürgen
Pischinger, Stefan

[Contribution to a conference proceedings]
Cost optimization of a vehicle fleet using V2G : A Simulation study to evaluate V2G charging concepts
In: Antriebe und Energiesysteme von morgen 2022 : Zukunft technologieoffen gestalten : 16. Internationaler MTZ-Kongress "Zukunftsantriebe" : 10. und 11. Mai 2022 in Berlin, Deutschland, 2022

Mödder, Lucas
Maiterth, Johannes Moritz
Savelsberg, Rene
Andert, Jakob Lukas

[Contribution to a book, Contribution to a conference proceedings]
Scenario- and Model-Based Systems Engineering Procedure for the SOTIF-Compliant Design of Automated Driving Functions
In: 2022 IEEE Intelligent Vehicles Symposium (IV) : 4-9 June 2022 / publisher: IEEE, 1599-1604, 2022
[DOI: 10.1109/IV51971.2022.9827151]

Meyer, Max-Arno (Corresponding author)
Silberg, Sebastian
Granrath, Christian
Kugler, Christopher
Wachtmeister, Louis
Rumpe, Bernhard
Christiaens, Sebastien
Andert, Jakob Lukas