[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.

[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: 31. Aachen Colloquium Sustainable Mobility 2022 : Aachen, 10.-12. Oktober 2022 : papers / Aachen, Nr. 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: 31. Aachen Colloquium Sustainable Mobility 2022 : Aachen, 10.-12. Oktober 2022 : papers / Aachen, 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: 31. Aachen Colloquium Sustainable Mobility 2022 : Aachen, 10.-12. Oktober 2022 : papers / Aachen, 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 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

[Preprint]
Integration of Deep Learning and Nonlinear Model Predictive Control for Emission Reduction of Compression Ignition Combustion Engines : A Simulation Study, 2022
[DOI: 10.18154/RWTH-2022-07290]

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

[Preprint]
Machine Learning Integrated with Model Predictive Control for Imitative Optimal Control of Compression Ignition Engines
In: 10. IFAC International Symposium on Advances in Automotive Control Columbus 2022-08-28 - 2022-08-31, 2022
[DOI: 10.18154/RWTH-2022-07289]

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, Journal Article]
A Virtual Prototyping Approach for Development of PMSM on Real-Time Platforms: A Case Study on Temperature Sensitivity
In: Automotive innovation, 5 (3), 285-298, 2022
[DOI: 10.1007/s42154-022-00186-0]

Scheer, René (Corresponding author)
Bergheim, Yannick
Aleff, Simon
Heintges, Daniel
Rahner, Niclas
Gries, Rafael
Andert, Jakob Lukas

[Journal Article]
Engine-in-the-Loop in practical application : A sensitivity study toward the influence of test bench parameters
In: Proceedings of the Institution of Mechanical Engineers / D, 095440702210859, 2022
[DOI: 10.1177/09544070221085971]

Wahl, Alexander (Corresponding author)
Liu, Yintong
Xia, Feihong
Klein, Serge
Andert, Jakob Lukas

[Dissertation / PhD Thesis]
Feature-getriebene Systementwicklung von Produktlinien mittels Referenzarchitektur für Simulationsmodelle elektrischer Automobilantriebe, 2022
[DOI: 10.18154/RWTH-2022-03215]

Granrath, Christian

[Journal Article]
Efficiency Increase through Model Predictive Thermal Control of Electric Vehicle Powertrains
In: Energies : open-access journal of related scientific research, technology development and studies in policy and management, 15 (4), 1476, 2022
[DOI: 10.3390/en15041476]

Wahl, Alexander (Corresponding author)
Wellmann, Christoph Alexander
Krautwig, Björn
Manns, Patrick
Chen, Bicheng
Schernus, Christof
Andert, Jakob Lukas

[Journal Article]
A numerical study of the polarization effect of liquid water in the gas diffusion layer of a proton exchange membrane fuel cell
In: Journal of power sources, 529, 231221, 2022
[DOI: 10.1016/j.jpowsour.2022.231221]

Liu, Yingxu (Corresponding author)
Tang, Cheng
Kohrn, Markus Ferdinand
Shi, Bufan
Wang, Zhaoyong
Wick, Maximilian Kurt
Pischinger, Stefan
Andert, Jakob Lukas

[Dissertation / PhD Thesis]
Hardware-in-the-Loop-Tests von elektrischen Fahrzeugantrieben, 2022
[DOI: 10.18154/RWTH-2022-02361]

Etzold, Konstantin

[Journal Article]
Parallel Sequential Boosting for a Future High-Performance Diesel Engine
In: SAE technical papers, 2022-01-5005, 11, 2022
[DOI: 10.4271/2022-01-5005]

Xia, Feihong
Schlosshauer, Adrian
Tidau, Florian
Sommerhoff, Arnd
Kindl, Helmut
Friederichs, Hanno
Pischinger, Stefan
Andert, Jakob Lukas

[Contribution to a book]
Fuel Cells
In: Handbook of fuels : energy sources for transportation / edited by Barbara Elvers and Andrea Schütze, 447-464, 2021
[DOI: 10.1002/9783527813490.ch16]

Tinz, Sören
Dirkes, Steffen Christopher
Walters, Marius
Andert, Jakob Lukas

[Contribution to a book, Journal Article]
Real-Time Emission Prediction with Detailed Chemistry under Transient Conditions for Hardware-in-the-Loop Simulations
In: Energies : open-access journal of related scientific research, technology development and studies in policy and management, 15 (1), 261, 2021
[DOI: 10.3390/en15010261]

Picerno, Mario
Lee, Sung-Yong
Pasternak, Michal
Siddareddy, Reddy
Franken, Tim
Mauss, Fabian
Andert, Jakob Lukas (Corresponding author)

[Contribution to a book]
Hybrid and Electrified Powertrains
In: Handbook of fuels : energy sources for transportation / edited by Barbara Elvers and Andrea Schütze, 431-445, 2021
[DOI: 10.1002/9783527813490.ch15]

Andert, Jakob Lukas
Wick, Maximilian Kurt
Savelsberg, Rene
Stapelbroek, Michael

[Journal Article]
An FPGA-based Real-time Spatial Harmonics Model of a PMSM Considering Iron Losses and the Thermal Impact
In: IEEE transactions on transportation electrification : ITTEBP, 8 (1), 1289-1301, 2021
[DOI: 10.1109/TTE.2021.3119460]

Scheer, René (Corresponding author)
Bergheim, Yannick
Heintges, Daniel
Rahner, Niclas
Gries, Rafael
Andert, Jakob Lukas

[Conference Presentation]
Feature-Driven Specification of VTOL Air-Taxis with the Use of the Model-Based System Engineering (MBSE) Methodology CUBE
In: Vertical Flight Society’s 77. Annual Forum & Technology Display Palm Beach 2021-05-11 - 2021-05-13, 2021

Jäckel, Nicolas
Granrath, Christian
Wachtmeister, Louis
Karaduman, Abdulsamed
Rumpe, Bernhard
Andert, Jakob Lukas

[Contribution to a book, Contribution to a conference proceedings]
Parameterized Cloud-Connected Electro-Thermal Modelling of a Battery Electric Vehicle
In: 2021 IEEE Vehicle Power and Propulsion Conference (VPPC) : Proceedings : Gijón, Spain : 25-28 October 2021, 2021
[DOI: 10.1109/VPPC53923.2021.9699175]

Chakraborty, Sajib
El Baghdadi, Mohamed
Jaguemont, Joris
De Cauwer, Cedric
Chen, Bicheng
Wahl, Alexander
Manns, Patrick
Ngo, Caroline
Sciarretta, Antonio
Hegazy, Omar

[Patent]
Verfahren zum Betreiben einer elektrischen Maschine, 2021

Monissen, Christian
Wahl, Alexander
Andert, Jakob Lukas
Herold, Konrad

[Contribution to a book, Contribution to a conference proceedings]
DENSO’s Novel Validation Approach for Electrified Powertrains via Virtual Development Platform
In: 9th International Symposium on Development Methodology, 9.-10. November 2021, Wiesbaden, Germany, 13 Pages, 2021

Lux, Thomas
Scheer, René
Andert, Jakob Lukas
Bergheim, Yannick

[Contribution to a book, Contribution to a conference proceedings]
Traffic-efficient and Energy-optimized Longitudinal Control of an Autonomous Vehicle Using Deep Reinforcement Learning
In: 30. Aachen Colloquium Sustainable Mobility : October 4th-6th, 2021 / scientific management: Univ.-Prof. Dr.-Ing. Lutz Eckstein, Univ.-Prof. Dr.-Ing. Stefan Pischinger ; organizational management: Michaela Wacker (M. Sc.), Jonas Müller (M. Sc.) ; organized by: Institute for Automotive Engineering (RWTH Aachen University), Institute for Combustion Engines (RWTH Aachen University), 1983-1996, 2021

Brinkmann, Tobias
Wegener, Marius
Koch, Lucas
Andert, Jakob Lukas

[Contribution to a book, Contribution to a conference proceedings]
DENSO’s Novel Development Strategy for Power Electronics and Controllers
In: 30. Aachen Colloquium Sustainable Mobility : October 4th-6th, 2021 / scientific management: Univ.-Prof. Dr.-Ing. Lutz Eckstein, Univ.-Prof. Dr.-Ing. Stefan Pischinger ; organizational management: Michaela Wacker (M. Sc.), Jonas Müller (M. Sc.) ; organized by: Institute for Automotive Engineering (RWTH Aachen University), Institute for Combustion Engines (RWTH Aachen University), 1879-1892, 2021

Klink, Roberto
Heintges, Daniel
Aleff, Simon
Scheer, René
Andert, Jakob Lukas

[Contribution to a book, Contribution to a conference proceedings]
Active Thermal Field Weakening - A New Degree of Freedom to Increase E-Motor Efficiency
In: 30. Aachen Colloquium Sustainable Mobility : October 4th-6th, 2021 / scientific management: Univ.-Prof. Dr.-Ing. Lutz Eckstein, Univ.-Prof. Dr.-Ing. Stefan Pischinger ; organizational management: Michaela Wacker (M. Sc.), Jonas Müller (M. Sc.) ; organized by: Institute for Automotive Engineering (RWTH Aachen University), Institute for Combustion Engines (RWTH Aachen University), 1605-1626, 2021

Herold, Konrad Ludwig
Krings, Andreas
Klute, Felix
Beykirch, Rüdiger
Maiterth, Johannes Moritz
Andert, Jakob Lukas
Monissen, Christian
Wahl, Alexander
Ramones, Anna Isabel

[Contribution to a book, Contribution to a conference proceedings]
Feature-Driven Specification of VTOL Air-Taxis with the Use of the Model-Based System Engineering (MBSE) Methodology CUBE
In: 77th Annual Vertical Flight Society Forum and Technology Display (FORUM 77): the Future of Vertical Flight : online, 10-14 May 2021 / Vertical Flight Society, 2776-2784, 2021

Jäckel, Nicolas
Granrath, Christian
Wachtmeister, Louis
Karaduman, Abdulsamed
Rumpe, Bernhard
Andert, Jakob Lukas

[Contribution to a conference proceedings, Journal Article]
Ultra Low Emission Norms Project Development by Virtualization : An Efficient Combination of Virtual and Conventional Test Benches
In: SAE Technical Paper, 2021, 2021-26-0495, 2021
[DOI: 10.4271/2021-26-0495]

Khan, Rizwan
Adat, Nilesh
Lee, Sung-Yong
Salunkhe, Sandeep
Pörgye, Imre
Panda, Manoj

[Contribution to a book, Contribution to a conference proceedings]
A Study on Scaling Laws for Thermal Parameters of Permanent Magnet Synchronous Machines
In: ICEMS 2021 : hybrid 2021 24th International Conference on Electrical Machines and Systems : October 31-November 3, 2021, HICO, Gyeongju, Korea / organized by KIEE EMECS ; co-organized by CES, China Electrotechnical Society; IEEJ IAS ; technical co-sponsor: IEEE IAS, IEEE Industry Applications Society, 35-41, 2021
[DOI: 10.23919/ICEMS52562.2021.9634485]

Chen, Bicheng (Corresponding author)
Monissen, Christian
Ayyildiz, Melih
Birmes, Georg
Andert, Jakob Lukas
Pischinger, Stefan

[Contribution to a conference proceedings, Journal Article]
Energy-efficient powertrain control of an automated and connected power-split HEV in an urban environment
In: IFAC-PapersOnLine, 54 (10), 350-355, 2021
[DOI: 10.1016/j.ifacol.2021.10.187]

Koch, Lucas
Klingbeil, Xiaonan
Andert, Jakob Lukas

[Contribution to a book, Contribution to a conference proceedings]
Accurate physics-based modeling of electric vehicle energy consumption in the SUMO traffic microsimulator
In: 2021 IEEE International Intelligent Transportation Systems Conference (ITSC) : 19-22 Sept. 2021 / publisher: IEEE, 1650-1657, 2021
[DOI: 10.1109/ITSC48978.2021.9564463]

Koch, Lucas (Corresponding author)
Buse, Dominik S.
Wegener, Marius (Corresponding author)
Schoenberg, Sven (Corresponding author)
Badalian, Kevin (Corresponding author)
Dressler-, Falko (Corresponding author)
Andert, Jakob Lukas (Corresponding author)

[Journal Article]
Modellierung elektrischer Systeme für FPGA-basierte HiL-Anwendungen
In: ATZ extra, 26 (supplement issue 2), 22-26, 2021
[DOI: 10.1007/s35778-021-0452-9]

Jakoby, Moritz (Corresponding author)
Andert, Jakob Lukas
Griefnow, Philip
Mehler, Gerhard

[Journal Article]
Longitudinal Vehicle Motion Prediction in Urban Settings with Traffic Light Interaction
In: IEEE Transactions on Intelligent Vehicles, 8 (1), 204-215, 2021
[DOI: 10.1109/TIV.2021.3114156]

Wegener, Marius (Corresponding author)
Herrmann, Florian (Corresponding author)
Koch, Lucas (Corresponding author)
Savelsberg, Rene (Corresponding author)
Andert, Jakob Lukas (Corresponding author)

[Dissertation / PhD Thesis]
Nichtlineare modellprädiktive Regelung von Mild-Hybridantrieben mit elektrischer Zusatzaufladung, 2021
[DOI: 10.18154/RWTH-2021-09813]

Griefnow, Philip

[Journal Article]
Simulator Coupled with Distributed Co-Simulation Protocol for Automated Driving Tests
In: Automotive innovation, 4 (4), 373-389, 2021
[DOI: 10.1007/s42154-021-00161-1]

Meyer, Max-Arno (Corresponding author)
Sauter, Lina
Granrath, Christian
Hadj-Amor, Hassen
Andert, Jakob Lukas