- Vehicular Ad Hoc Networks (VANETs)
- Mobile Ad Hoc Networks
- Opportunistic and Delay-Tolerant Networks
- Autonomous Vehicle Technology and Safety
- Traffic control and management
- Power Line Communications and Noise
- Privacy-Preserving Technologies in Data
- Wireless Communication Networks Research
- IPv6, Mobility, Handover, Networks, Security
- Bluetooth and Wireless Communication Technologies
- Advanced MIMO Systems Optimization
- PAPR reduction in OFDM
- Advanced Authentication Protocols Security
- Advanced Wireless Communication Techniques
- Cooperative Communication and Network Coding
- Network Traffic and Congestion Control
- Mobile Agent-Based Network Management
- Transportation and Mobility Innovations
- Wireless Body Area Networks
- Advanced Wireless Network Optimization
- Energy Efficient Wireless Sensor Networks
- Age of Information Optimization
- Millimeter-Wave Propagation and Modeling
- Network Time Synchronization Technologies
- Traffic Prediction and Management Techniques
Technische Hochschule Ingolstadt
2018-2024
Fraunhofer Institute for Transportation and Infrastructure Systems
2017-2024
Technical University of Munich
2023
University of California, Los Angeles
2023
Klinikum Ingolstadt
2020
Vodafone (Germany)
2014-2016
TU Dresden
2014-2016
NEC (Germany)
2006-2014
Vodafone (Portugal)
2014
National University of Defense Technology
2013
This article provides some fundamental indications about wireless communications beyond LTE/LTE-A (5G), representing the key findings of European research project 5GNOW. We start with identifying drivers for making transition to 5G networks. Just name one, advent Internet Things and its integration conventional human-initiated transmissions creates a need system redesign. Then we make clear that strict paradigm synchronism orthogonality as applied in LTE prevents efficiency scalability....
Cellular systems of the fourth generation (4G) have been optimized to provide high data rates and reliable coverage mobile users. next will face more diverse application requirements: demand for higher exceeds 4G capabilities; battery-driven communication sensors need ultra-low power consumption; control applications require very short response times. We envision a unified physical layer waveform, referred as generalized frequency division multiplexing (GFDM), address these requirements. In...
Two emerging technologies in the automotive domain are autonomous vehicles and V2X communication. Even though these usually considered separately, their combination enables two key cooperative features: sensing maneuvering. Cooperative allows to exchange information gathered from local sensors. maneuvering permits inter-vehicle coordination of maneuvers. These features enable creation vehicles, which may greatly improve traffic safety, efficiency, driver comfort. The first generation...
Information exchange among vehicles, and between vehicles the roadside infrastructure is commonly regarded as a base technology to sustainably reduce road accidents improve traffic efficiency. After more than decade of research development efforts, technological basis has been established that applies WiFibased, wireless communication in 5.9 GHz frequency band, ad hoc dedicated message sets, well management security procedures. In Europe, Release 1 standards for cooperative systems...
Vehicular communication (VC) systems have the potential to improve road safety and driving comfort. Nevertheless, securing operation is a prerequisite for deployment. So far, security of VC applications has mostly drawn attention research efforts, while comprehensive solutions protect network not been developed. In this paper, we address problem: provide scheme that secures geographic position-based routing, which widely accepted as appropriate one VC. Moreover, focus on currently chosen...
In federated learning, all networked clients contribute to the model training cooperatively. However, with sizes increasing, even sharing trained partial models often leads severe communication bottlenecks in underlying networks, especially when communicated iteratively. this paper, we introduce a learning framework FedD3 requiring only one-shot by integrating dataset distillation instances. Instead of updates other approaches, allows connected distill local datasets independently, and then...
Despite great advantages of vehicular ad hoc networks (VANETs), they also introduce challenges with respect to security and privacy. Today, people are more concerned about their Using unique identifiers for communication, a vehicle can easily be located tracked. Alternatively, technical solution protect drivers' privacy is the use changing pseudonyms. Existing work mainly focuses on algorithms pseudonym change neglect practical implications realizability. For deployment integration...
Sensor data sharing enables vehicles to exchange locally perceived sensor among each other and with the roadside infrastructure increase their environmental awareness. It is commonly regarded as a next-generation vehicular communication service beyond of highly aggregated messages in first generation. The approach being considered European standardization process, where it relies on detected objects representing anything safety-relevant, such or pedestrians, periodically broadcasted direct...
Vehicle-to-infrastructure and vehicle-to-vehicle communication has recently garnered considerable attention from both academia industry because it holds the potential to improve road safety reduce accidents. For this reason, V2X been considered a key technology of future Intelligent Transportation Systems. Use cases for enhancing intersection are appealing intersections most complex dangerous driving environments. This article reviews major related work presents architecture that supports...
This paper presents the combination of generalized frequency division multiplexing (GFDM) with Walsh-Hadamard transform (WHT) to achieve a scheme that is robust against frequency-selective channels (FSC). The proposed suitable for low-latency scenarios foreseen 5G networks, specially Tactile Internet. also analytical approximations can be used estimate bit error rate GFDM and WHT-GFDM over in single shot transmission. Simulation results encoded are included further comparison.
Bird's eye view (BEV) perception is becoming increasingly important in the field of autonomous driving. It uses multi-view camera data to learn a transformer model that directly projects road environment onto BEV perspective. However, training often requires large amount data, and as for traffic are private, they typically not shared. Federated learning offers solution enables clients collaborate train models without exchanging but parameters. In this paper, we introduce FedBEVT, federated...
The document analyzes the deployability of approaches for network mobility (NEMO) in wireless vehicular ad hoc networks (VANETs). vision VANETs is road safety and commercial comfort applications enabled by short-range technology. For a potential integrated solution NEMO, referred to as 'VANEMO', we consider deployable system architecture define requirements from holistic view, taking into account economic, functional, performance aspects. Next, regard conventional mobile (VANET MANET),...
Beacon and event-driven warning messages are two important that used by many Intelligent Transportation Systems (ITS) applications for improving road safety traffic efficiency. regularly broadcast each vehicle to notify other vehicles of its presence status. Event-driven emitted when a or the infrastructure discerns critical situation. When congestion occurs, it is necessary reduce beacon load keep certain amount available bandwidth because they carry time- information high importance. This...
Cognitive radio technology addresses the limited availability of wireless spectrum and inefficiency usage. Radio (CR) devices sense their environment, detect spatially unused opportunistically access available without creating harmful interference to incumbents. In cellular systems with licensed spectrum, efficient utilization as well protection primary users is equally important, which imposes opportunities challenges for application CR. This paper introduces an experimental framework 5G...
ITS-G5 is a communication system for vehicle-to-everything road safety and traffic efficiency applications. On the lower layers, it based on IEEE 802.11 standard uses simple ad hoc mode with random medium access control scheme. Ad networking realized by geographical routing scheme that provides single- multi-hop over links periodic event-driven broadcast messages. Specifically, contention-based forwarding (CBF) allows efficient reliable packet transport overhearing timer-based transmission...
Deep learning is a key approach for the environment perception function of Cooperative Intelligent Transportation Systems (C-ITS) with autonomous vehicles and smart traffic infrastructure. The performance object recognition detection strongly depends on data volume in model training, which usually not sufficient due to limited collected by typically small fleet test vehicles. In today's C-ITS, participants are capable timely generating transmitting large amount data. However, these can be...
The protection of vulnerable road users (VRUs) by means V2X communication is increasingly considered for the next generation cooperative safety systems. Two messaging protocols are being standardized: $(i)$ With collective perception sensor data sharing: VRUs can be passively perceived local sensors in vehicles and roadside units, which disseminate this information dedicated messages carrying lists with VRU other objects. (ii) actively transmit order to make their vicinity aware presence....
The efficiency of radio resource allocation and scheduling procedures in Cellular Vehicle-to-X (Cellular V2X) communication networks directly affects link quality terms latency reliability. However, owing to the continuous movement vehicles, it is impossible have a centralized coordinating unit at all times manage resources. In unmanaged mode fifth generation new (5G-NR) V2X, sensing-based semi-persistent (SB-SPS) loses its effectiveness when V2X data messages become aperiodic with varying...