Smart Mobility

The focus of this research group is on the topic of mobility. Starting point is the collection, processing and analysis of mobility data in the context of fleet tests. The aim is to obtain a detailed picture of the mobility behaviour of the end user.

Based on the recorded usage profiles, individual mobility concepts can be derived. The aim is to investigate usage scenarios and requirements for electric vehicles of different target groups. By means of simulation, larger vehicle fleets can be modelled and future scenarios can be evaluated in advance.

Another focus is the development of new services. Increasing digitalisation will create additional data sources in the future. The fusion and analysis of these data sources will enable the derivation of innovative applications for providers and users of mobility services. The vehicle itself serves as a sensor to record its own condition and its environment.

This data is collected across vehicles, processed in the back end and then fed back into the vehicle. This forms the basis for novel vehicle functions that are developed to increase efficiency, safety and comfort.

Contact: Lennart Adenaw, M. Sc.

Projects

aCar Mobility - Electric Mobility in Rural Africa

Contact: David Ziegler

NEFTON - Electrification and Integration of Heavy Commercial Vehicles

Contact: Georg Balke, Jakob Schneider, Maximilian Zähringer

MAGIS - Mobility Analysis Geographic Information System

Contact: Lennart Adenaw, M. Sc.

Development of a multifunctional OBD-GPS Data Logger

Contact: ftm@ftm.mw.tum.de

Data-based Analysis and Design of Public Charging Infrastructure for Battery Electric Vehicles

Contact: Lennart Adenaw, M. Sc.

M Cube | Smart Advisor for Sustainable Integrated Mobility (SASIM) - A Full Cost Perspective on Urban Traffic

Project Completed - Contact: Lennart Adenaw, M.Sc.

M Cube | ComfficientShare - comfortable, efficient and electric carsharing (M Cube)

Contact: Nico Nachtigall and Brian Dietermann

Completed Projects

M^e - München elektrisiert

Contact: ftm@ftm.mw.tum.de

Coupled fleet, infrastructure and deployment optimization of heterogeneous transport fleets with alternative drives

Project Completed - Contact: ftm@ftm.mw.tum.de

Road condition maps for networked driving dynamics functions

Contact: Julian Kreibich, M.Sc.

PREDICTIVE FLEET STRATEGY FOR MOBILITY ON DEMAND SERVICES

Contact: ftm(at)ftm.mw.tum.de

WATE – Web-based Analysis Tool Electromobility

Contact: ftm(at)ftm.mw.tum.de

Automotive Cloud

Project Completed - Contact: ftm(at)ftm.mw.tum.de

M Cube - Concept Phase

Project Completed - Contact: ftm(at)ftm.mw.tum.de

Hydrogen Mobility Concept (Cooperation with Linde AG und BeeZero)

Project Completed - Contact: ftm(at)ftm.mw.tum.de

Development of Intelligent Methods for the Integration Electric Vehicles into Commercial Companies

Project Completed - Contact: ftm@ftm.mw.tum.de

Vehicle Concept Development for an On-Demand Public Transport System

Project Completed - Contact: ftm(at)ftm.mw.tum.de

Prediction of vehicle speed in combination with driver turns

Project Completed - Contact: ftm(at)ftm.mw.tum.de

VEM - Virtual electromobility focused on taxi and commercial traffic in Munich

Project Completed - Contact: ftm(at)ftm.mw.tum.de

eFott

Project Completed - Contact: ftm(at)ftm.mw.tum.de

Range Prediction for Electric Vehicles

Project Completed - Contact: ftm(at)ftm.mw.tum.de

Sustainable Raw Material Use for Electromobility

Project Completed - Contact: ftm(at)ftm.mw.tum.de

Publications

2022

Adenaw, Lennart; Krapf, Sebastian: Placing BEV Charging Infrastructure: Influencing Factors, Metrics, and Their Influence on Observed Charger Utilization. Wolrd Electric Vehicle Journal 13 (4), 2022 more…
Schröder, Daniel; Loder, Allister; Kinigadner, Julia; Rothfeld, Raoul: Enhancing Sustainability in a Government-Contracted Mobility-as-a-Service Model. (Talk / TRB Annual Meeting 2022) 2022 more…

2021

Adenaw, Lennart; Lienkamp, Markus: Multi-Criteria, Co-Evolutionary Charging Behavior: An Agent-Based Simulation of Urban Electromobility. World Electric Vehicle Journal 12 (1), 2021, 18 more…
Krapf, Sebastian; Kemmerzell, Nils; Khawaja Haseeb Uddin, Syed; Hack Vázquez, Manuel; Netzler, Fabian; Lienkamp, Markus: Towards Scalable Economic Photovoltaic Potential Analysis Using Aerial Images and Deep Learning. Energies 14 (13), 2021, 3800 more…
Kreibich, Julian; Brenner, Frederic; Lienkamp, Markus: Lane-Level Matching Algorithm Based on GNSS, IMU and Map Data. 2021 8th International Conference on Soft Computing & Machine Intelligence (ISCMI), IEEE, 2021 more…
Martin, Layla; Wittmann, Michael; Li, Xinyu: The Influence of Public Transport Delays on Mobility on Demand Services. Electronics 10 (4), 2021, 379 more…
Martin, Layla; Wittmann, Michael; Li, Xinyu: The Influence of Public Transport Delays on Mobility on Demand Services. Electronics 10 (4), 2021, 379 more…
Merkle, Lukas; Pöthig, Michael; Schmid, Florian: Estimate e-Golf Battery State Using Diagnostic Data and a Digital Twin. Batteries 7 (1), 2021 more…
Schröder, Daniel; Gotzler, Felix: Comprehensive spatial and cost assessment of urban transport options in Munich. Journal of Urban Mobility 1, 2021, 100007 more…
Ziegler, David; Betz, Johannes; Lienkamp, Markus: Unified Mobility Estimation Model. 2021 IEEE International Intelligent Transportation Systems Conference (ITSC), IEEE, 2021 more…

2020

Adenaw, Lennart; Lienkamp, Markus: A Model for the Data-based Analysis and Design of Urban Public Charging Infrastructure. 2020 Fifteenth International Conference on Ecological Vehicles and Renewable Energies (EVER), IEEE, 2020 more…
Merkle, Lukas; Moers, Luca; Lienkamp, Markus: Stakeholder Analysis of Digital Twins for Battery Systems. 2020 Fifteenth International Conference on Ecological Vehicles and Renewable Energies (EVER), IEEE, 2020 more…
Waclaw, Adam; Aloise, Tomas; Lienkamp, Markus: Charging Infrastructure Design for Commercial Company Sites with Battery Electric Vehicles: A Case Study of a Bavarian Bakery. 2020 Fifteenth International Conference on Ecological Vehicles and Renewable Energies (EVER), IEEE, 2020 more…
Waclaw, Adam; Gotzler, Felix; Betz, Johannes; Lienkamp, Markus: Techno-Economic Analysis of State-of-the-Art Charging Infrastructure Concepts for Typical Commercial Battery Electric Vehicle Fleets. 2020 IEEE 23rd International Conference on Intelligent Transportation Systems (ITSC), IEEE, 2020 more…
Wittmann, Michael; Neuner, Lorenz; Lienkamp, Markus: A Predictive Fleet Management Strategy for On-Demand Mobility Services: A Case Study in Munich. Electronics 9 (6), 2020, 1021 more…

2019

Adenaw, Lennart; Kreibich, Julian; Wittmann, Michael; Merkle, Lukas; Waclaw, Adam; Lienkamp, Markus: MAGIS – A Geographic Information System for Mobility Data Analysis. 2019 IEEE Intelligent Transportation Systems Conference (ITSC), IEEE, 2019 more…
Kloppel, Manfred; Schmid, Werner; Lienkamp, Markus: Agent-based Simulation of a Car-sharing System with Hydrogen-powered Vehicles. 2019 Fourteenth International Conference on Ecological Vehicles and Renewable Energies (EVER), IEEE, 2019 more…
Merkle, Lukas: Cloud-Based Battery Digital Twin Middleware Using Model-Based Development. Proceedings of the 2019 3rd International Symposium on Computer Science and Intelligent Control, ACM, 2019 more…
Merkle, Lukas; Segura, Alexander Salinas; Torben Grummel, Jan; Lienkamp, Markus: Architecture of a Digital Twin for Enabling Digital Services for Battery Systems. 2019 IEEE International Conference on Industrial Cyber Physical Systems (ICPS), IEEE, 2019 more…
Merkle, Lukas; Segura, Alexander Salinas; Torben Grummel, Jan; Lienkamp, Markus: Architecture of a Digital Twin for Enabling Digital Services for Battery Systems. 2019 IEEE International Conference on Industrial Cyber Physical Systems (ICPS), IEEE, 2019 more…
Schmid, Werner; Wildfeuer, Leo; Kreibich, Julian; Buechl, Robin; Schuller, Marius; Lienkamp, Markus: A Longitudinal Simulation Model for a Fuel Cell Hybrid Vehicle: Experimental Parameterization and Validation with a Production Car. 2019 Fourteenth International Conference on Ecological Vehicles and Renewable Energies (EVER), IEEE, 2019 more…
Waclaw, Adam; Betz, Johannes; Lienkamp, Markus: Techno-Economical Implementation of Holistic Electromobility Solutions in Commercial Companies. 2019 Fourteenth International Conference on Ecological Vehicles and Renewable Energies (EVER), IEEE, 2019 more…

2018

Jäger, Benedikt; Brickwedde, Carsten; Lienkamp, Markus: Multi-Agent Simulation of a Demand-Responsive Transit System Operated by Autonomous Vehicles. Transportation Research Record: Journal of the Transportation Research Board, 2018 more…
Ott, Maria: Evaluation von emissionsoptimaler Mobilität im ländlichen Raum. Universitätsbibliothek der TU München, 2018 more…
Wittmann, Michael; Kollek, Michael; Lienkamp, Markus: Event-driven anomalies in spatiotemporal taxi passseger demand. 2018 21st International Conference on Intelligent Transportation Systems (ITSC), IEEE, 2018 more…

2017

Betz, Johannes; Walther, Leonhard; Lienkamp, Markus: Analysis of the charging infrastructure for battery electric vehicles in commercial companies. 2017 IEEE Intelligent Vehicles Symposium (IV), IEEE, 2017 more…
Betz, Johannes; Prottung, Sophia; Lienkamp, Markus: An evaluation of the car-free city potential for the city of Munich regarding mobility data. 2017 Twelfth International Conference on Ecological Vehicles and Renewable Energies (EVER), IEEE, 2017 more…
Grubwinkler, Stefan: Fahrprofilbasierte Energieverbrauchsprädiktion für vernetzte Elektrofahrzeuge. Dr. Hut, 2017 more…
Jager, Benedikt; Agua, Fares Maximilian Mrad; Lienkamp, Markus: Agent-based simulation of a shared, autonomous and electric on-demand mobility solution. 2017 IEEE 20th International Conference on Intelligent Transportation Systems (ITSC), IEEE, 2017 more…
Jäger, B., Hahn, C., Lienkamp, M: An evolutionary algorithm for an agent-based fleet simulation focused on electric vehicles. 2016 International Conference on Collaboration Technologies and Systems, CTS 2016, 2017, 457-464 more…
Jäger, Benedikt; Wittmann, Michael; Lienkamp, Markus: Agent-based Modeling and Simulation of Electric Taxi Fleets. 6. Conference on Future Automotive Technology, 2017 more…
Lohrer, Jürgen; Förth, Matthias; Lienkamp, Markus: A data-driven predictive energy management strategy for plug-in hybrid vehicles. 2017 International Conference on Mechanical, System and Control Engineering (ICMSC), IEEE, 2017 more…
Wittmann, Michael; Jürgen Lohrer, Johannes Betz, Benedikt Jäger, Maria Kugler, Manfred Klöppel, Adam Waclaw, Moritz Hann, Markus Lienkamp: A Holistic Framework for Acquisition, Processing and Evaluation of Vehicle Fleet Test Data. 20th International Conference on Intelligent Transportation Systems (ITSC), 2017 more…

2016

Benjamin Reuter: Bewertung von Nachhaltigkeitsaspekten zur Rohstoff- und Technologieauswahl für Elektrofahrzeuge. Verlag Dr. Hut, 2016 more…
Betz Johannes; Thomas Scholz ; Markus Lienkamp: Evaluation of the potential of integrating battery electric vehicles into the energy structure of a commercial company. 4th IEEE International Conference on Smart Energy Grid Engineering, 2016, 301-307 more…
Betz, Johannes; Lienkamp, Markus: Approach for the development of a method for the integration of battery electric vehicles in commercial companies, including intelligent management systems. Automotive and Engine Technology, 2016 more…
Betz, Johannes; Werner, Dominick; Lienkamp, Markus: Fleet Disposition Modeling to Maximize Utilization of Battery Electric Vehicles in Companies with On-Site Energy Generation. mobil.TUM 2016International Scientific Conference on Mobility and Transport more…
Betz, Johannes; Werner, Dominick; Lienkamp, Markus: Fleet Disposition Modeling to Maximize Utilization of Battery Electric Vehicles in Companies with On-Site Energy Generation. Transportation Research Procedia 19, 2016, 241-257 more…
Hidalgo, Pablo; Ostendorp, Max; Lienkamp, Markus: Optimizing the Charging Station Placement under Consideration of the User Charging Behavior. IEEE EnergyCon, 2016 more…
Josef Ritzer: Methoden zur Messung der Bewegungszustände von Fahrzeugen mit mobilen Endgeräten. Verlag Dr. Hut, 2016 more…
Jäger, Benedikt; Michael Wittmann and Markus Lienkamp: Analyzing and Modeling a City’s Spatiotemporal Taxi Supply and Demand: A Case Study for Munich. 6th International Conference on Traffic and Logistic Engineering (ICTLE 2016), 2016 more…
Jäger, Benedikt; Moritz Hann, Johannes Betz, Christopher Frank: Virtuelle Elektromobilität im Taxi- und Gewerbeverkehr München – Schlussbericht für das BMWi-Förderprojekt IKT für Elektromobilität II. BMWi, 2016, more…
Jäger, Benedikt; ; Wittmann, Michael ; Lienkamp, Markus: Analyzing and Modeling a City’s Spatiotemporal Taxi Supply and Demand: A Case Study for Munich. Journal of Traffic and Logistics Engineering, 2016 more…
Kugler, Maria; Frank, Christopher; Osswald, Sebastian; Miramontes, Montserrat; Kinigadner, Julia; Lienkamp, Markus: Untersuchung des Kundenannahmeverhaltens zur Integration von Erneuerbarer Energie in Elektrofahrzeugen innerhalb der e - GAP Modellkommune Garmisch - Partenkirchen – sun2car@GAP Abschlussbericht. Bayerisches Staatsministerium für Wirtschaft und Medien, Energie und Technologie, 2016, more…
Kugler, Maria; Lienkamp, Markus: Development of a Mobility Demand Model for Private Usage under Non-Urban Conditions. 20th European Conference on Mobility Management – ECOMM 2016, 2016 more…
Kugler, Maria; Lienkamp, Markus: Parametric evaluation of the emission savings potential based on a mobility demand model. 24 International th Conference on Modelling, Monitoring and Management of Air Pollution, 2016 more…
Lohrer, Jürgen; Lienkamp, Markus: Building representative velocity profiles using FastDTW and spectral clustering. 14th International Conference on ITS Telecommunications, 2016 more…
Lohrer, Jürgen; Lienkamp, Markus: An approach for predicting vehicle velocity in combination with driver turns. Automotive and Engine Technology 1 (1-4), 2016, 27-33 more…
Reuter, Benjamin: Assessment of sustainability issues for the selection of materials and technologies during product design: a case study of lithium-ion batteries for electric vehicles. International Journal on Interactive Design and Manufacturing (IJIDeM) 10 (3), 2016, 217-227 more…
Schickram, Stephan: Derivation and Evaluation of Electric Vehicle Concepts for World Cities. Dr. Hut, 2016 more…
Sebastian Osswald: Approach and Method for Estimating the Development Effort of Automotive HMI Prototypes. Verlag Dr. Hut, 2016 more…

2015

Huber, Hans-Peter; Lohrer, Jürgen; Hutzschenreuther, Jens; Lienkamp, Markus: Potenzialanalyse von innovativen Diensten für vernetzte Fahrzeuge. ZfAW, Zeitschrift für die gesamte Wertschöpfungskette der Automobilwirtschaft (3), 2015, 12-22 more…
Lohrer, J., Lienkamp, M.: Building representative velocity profiles using FastDTW and spectral clustering. ITS Telecommunications (ITST), 2015 14th International Conference on , 2015, 45-49 more…
Maria Kugler, Sebastian Osswald, Christopher Frank, Markus Lienkamp: COFAT 2015 - Assessment of Electromobility in Non-Urban Environments. Conference on Future Automotive Technology, 2015 more…
Trippe, Annette E.; Pablo Lopez Hidalgo, Markus Lienkamp, Thomas Hamacher: Mobility Model for the Estimation of the Spatiotemporal Energy Demand of Battery Electric Vehicles in Singapore. IEEE 18th International Conference on Intelligent Transportation Systems, 2015, 578-583 more…

2014

Osswald, S., Brueckel, N., Brickwedde, C., Lienkamp, M., Schoell, M.: Taxi checker: A mobile application for real-time taxi fare analysis. 6th International Conference on Automotive User Interfaces and Interactive Vehicular Applications, AutomotiveUI 2014, 2014, 165-170 more…
Osswald, S., Lienkamp, M.: An automotive HMI architecture based on a mobile operating system. 6th International Conference on Automotive User Interfaces and Interactive Vehicular Applications, AutomotiveUI 2014, 2014, 201-206 more…
Osswald, S., Matz, S., Lienkamp, M.: Prototyping automotive Cyber-Physical Systems. 6th International Conference on Automotive User Interfaces and Interactive Vehicular Applications, AutomotiveUI 2014, 2014 more…
Osswald, S., Schroeter, R., Loehmann, S., (...), Lundström, A., Lienkamp, M.: EVIS 2014: 3rd Workshop on Electric Vehicle Information Systems. 6th International Conference on Automotive User Interfaces and Interactive Vehicular Applications, AutomotiveUI 2014, 2014, 93-98 more…
Grubwinkler, Stefan; Hirschvogel, Martin; Lienkamp, Markus: Driver- and situation-specific impact factors for the energy prediction of EVs based on crowd-sourced speed profiles. Intelligent Vehicles Symposium Proceedings, 2014 IEEE , 2014, 1069 - 1076 more…
Grubwinkler, Stefan; Markus Lienkamp: Energy Prediction for EVs Using Support Vector Regression Methods. Advances in Intelligent Systems and Computing, Springer International Publishing, 2014IEEE Intelligent Systems, 769-780 more…
Grubwinkler, Stefan; Tobias Brunner, Markus Lienkamp: Range Prediction for EVs via Crowd-Sourcing. IEEE Vehicle Power and Propulsion Conference (VPPC), 2014 more…
Kochhan, Robert; J. Lim, S. Knackfuß, D. Gleyzes and M. Lienkamp: Total Cost of Ownership and Willingnessto- Pay for Private Mobility in Singapore. In: J. Wellnitz et al. (Ed.): Sustainable Automotive Technologies 2013. Springer International Publishing Switzerland, 2014, 251-261 more…
Kugler, M., Osswald, S., Frank, C., Lienkamp, M.: Mobility tracking system for CO2 footprint determination. Proceedings of the 6th International Conference on Automotive User Interfaces and Interactive Vehicular Applications , 2014 more…
Lienkamp, Markus: STATUS OF ELECTRICAL MOBILITY 2014. Eigenverlag, 2014 more…
Lienkamp, Markus: Status Elektromobilität 2014. Eigenverlag, 2014 more…
Reuter, B., Gleyzes, D., Lienkamp, M.: Comparison of Life Cycle Greenhouse Gas Emissions of Conventional, CNG-Hybrid and Electric Powertrains for Long Mileage Application in a Taxi for Singapore. SAE World Congress, 2014 more…
Reuter, Benjamin; Karl Schönsteiner, Markus Wagner, Daniel Gleyzes, Tobias Massier, Thomas Hamacher, Markus Lienkamp: Life cycle greenhouse gas analysis for automotive applications – A case study for taxis in Singapore. International Journal of Smart Grid and Clean Energy 3 (2), 2014, 127-134 more…
Reuter, Benjamin; Markus Lienkamp: Materialflussanalyse von Elementen in Batterien zur Einschätzung ihrer zukünftigen Verfügbarkeit. Conference on Future Automotive Technology - Focus Electromobility, 2014 more…
Ritzer, Josef; Prof. Dr. Markus Lienkamp: Bestimmung von Wegen und Verkehrsmitteln mittels Ortungstechnologien – Stand der Technik und Herausforderungen. In: Smartphones unterstützen die Mobilitätsforschung - Neue Einblicke in das Mobilitätsverhalten durch Wege-Tracking. Springer Fachmedien, 2014 more…
Schickram, Stephan; Zhi Till, Markus Lienkamp: Design of Electric Vehicle Concepts for Megacities in Asia. autotech review 3 (2), 2014, 30-34 more…

2013

Bradshaw, Alex M.; Benjamin Reuter, Thomas Hamacher: The Potential Scarcity of Rare Elements for the Energiewende. Green: The International Journal of Sustainable Energy Conversion and Storage 3 (2), 2013, 93-111 more…
Grubwinkler, S.; Lienkamp, M.: A modular and dynamic approach to predict the energy consumption of electric vehicles. CoFAT, 2013 more…
Grubwinkler, Stefan; Maria Kugler, Markus Lienkamp: A system for cloud-based deviation prediction of propulsion energy consumption for EVs. IEEE Int. Conference on Vehicular Electronics and Safety, 2013, 99-104 more…
Reuter, B.; Kulcsar, J.; Bradshaw, A.M.; Hamacher, T.; Lienkamp, M.: Consequences for the environmental impact during the life cycle of an electric vehicle due to different technical and methodological approaches to the treatment of the car body - Annex. CoFAT, 2013 more…
Schickram, S., Weber, M., Lienkamp, M.: Electromobility potential index. 8th International Conference and Exhibition on Ecological Vehicles and Renewable Energies, EVER 2013, 2013 more…
Schickram, Stephan; Daniel Gleyzes, Markus Lienkamp: Evaluation of the Electromobility Potential Index and Results for 46 Major Cities. Electric Vehicle Symposium and Exhibition (EVS27), 2013 more…
Schickram, Stephan; Zhi Till, Markus Lienkamp: Design of Electric Vehicle Concepts for Megacities in Asia. ATZ worldwide (2), 2013, 24-28 more…
Schickram, Stephan; Zhi Till, Markus Lienkamp: Auslegung von elektrischen Fahrzeugkonzepten für Megacities in Asien. ATZ 115 (2), 2013, 126-130 more…

2012

Martin Brand, Peter Keil, Stefan Grubwinkler, Andreas Jossen, Markus Lienkamp: Entwicklung und Diskussion einer 12V-Pufferbatterie aus LiFePO4-Akkumulatoren. 19. DESIGN&ELEKTRONIK-Entwicklerforum Batterien & Ladekonzepte, 2012 more…

2011

Ritzer, J.; Schickram, S.; Pesce, T.; Lienkamp, M.: Einsatz von Smartphones zur Erfassung von mobilitätsrelevanten Daten in Flottenversuchen. 2. Automobiltechnisches Kolloquium München, 2011 more…

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