Search Results - "Geuer, Philipp"

Machine Learning for QoS Prediction in Vehicular Communication: Challenges and Solution Approaches by Palaios, Alexandros, Vielhaus, Christian L., Kulzer, Daniel F., Watermann, Cara, Hernangomez, Rodrigo, Partani, Sanket, Geuer, Philipp, Krause, Anton, Sattiraju, Raja, Kasparick, Martin, Fettweis, Gerhard, Fitzek, Frank H. P., Schotten, Hans D., Stanczak, Slawomir

“…As cellular networks evolve towards the 6th generation, machine learning is seen as a key enabling technology to improve the capabilities of the network…”
Get full text

Cell- and Area-based ML Models: Unlocking High Precision Models for Radio Access Networks by Geuer, Philipp, Palaios, Alexandros, Zhohov, Roman

“…Cellular networks evolve towards future generations, facing unprecedented levels of device and network programmability. At the same time, the new vision of the…”
Get full text

Bi-Static Sensing in OFDM Wireless Systems for Indoor Scenarios by Yajnanarayana, Vijaya, Geuer, Philipp

“…The sixth generation (6G) systems will likely employ orthogonal frequency division multiplexing (OFDM) waveform for performing the joint task of sensing and…”
Get full text

Berlin V2X: A Machine Learning Dataset from Multiple Vehicles and Radio Access Technologies by Hernangomez, Rodrigo, Geuer, Philipp, Palaios, Alexandros, Schaufele, Daniel, Watermann, Cara, Taleb-Bouhemadi, Khawla, Parvini, Mohammad, Krause, Anton, Partani, Sanket, Vielhaus, Christian, Kasparick, Martin, Kulzer, Daniel F., Burmeister, Friedrich, Fitzek, Frank H. P., Schotten, Hans D., Fettweis, Gerhard, Stanczak, Slawomir

“…The evolution of wireless communications into 6G and beyond is expected to rely on new machine learning (ML)-based capabilities. These can enable proactive…”
Get full text

AI4Mobile: Use Cases and Challenges of AI-based QoS Prediction for High-Mobility Scenarios by Kulzer, Daniel F., Kasparick, Martin, Palaios, Alexandros, Sattiraju, Raja, Ramos-Cantor, Oscar D., Wieruch, Dennis, Tchouankem, Hugues, Gottsch, Fabian, Geuer, Philipp, Schwardmann, Jens, Fettweis, Gerhard, Schotten, Hans D., Stanczak, Slawomir

“…The integration of functions into future communication systems that predict crucial Quality of Service (QoS) parameters is expected to enable many new or…”
Get full text

Indoor Sensing with Measurements by Yajnanarayana, Vijaya, Geuer, Philipp, Dwivedi, Satyam

“…The cellular wireless networks are evolving towards acquiring newer capabilities, such as sensing, which will support novel use cases and applications. Many of…”
Get full text

One Step Further: Tunable and Explainable Throughput Prediction based on Large-scale Commercial Networks by Zhohov, Roman, Palaios, Alexandros, Geuer, Philipp

“…Throughput prediction remains a relevant and challenging problem in the area of wireless networking. Both users and service providers would benefit from the…”
Get full text

Towards a 3GPP Network-based Framework for Improving Service Assurance and Load Balancing by Watermann, Cara, Geuer, Philipp, Wiemann, Henning, Zhohov, Roman, Palaios, Alexandros

“…As cellular networks evolve towards the 6th generation, new schemes are proposed in the area of Quality of Service (QoS) assurance. In recent years, predicting…”
Get full text

Deep Learning-Supported Kriging for Interpolation of High-Resolution Indoor REMs by Burmeister, Friedrich, Palaios, Alexandros, Geuer, Philipp, Krause, Anton, Jacob, Richard, Schulz, Philipp, Fettweis, Gerhard

“…In future communications systems, precise location information of users is a declared target. To improve the radio systems, spatial channel knowledge with the…”
Get full text

Toward an AI-enabled Connected Industry: AGV Communication and Sensor Measurement Datasets by Hernangómez, Rodrigo, Palaios, Alexandros, Watermann, Cara, Schäufele, Daniel, Geuer, Philipp, Ismayilov, Rafail, Parvini, Mohammad, Krause, Anton, Kasparick, Martin, Neugebauer, Thomas, Ramos-Cantor, Oscar D, Tchouankem, Hugues, Calvo, Jose Leon, Chen, Bo, Fettweis, Gerhard, Stańczak, Sławomir

“…in IEEE Communications Magazine, vol. 62, no. 4, pp. 90-95, April 2024 This paper presents two wireless measurement campaigns in industrial testbeds:…”
Get full text

Network under Control: Multi-Vehicle E2E Measurements for AI-based QoS Prediction by Palaios, Alexandros, Geuer, Philipp, Fink, Jochen, Kulzer, Daniel F., Gottsch, Fabian, Kasparick, Martin, Schaufele, Daniel, Hernangomez, Rodrigo, Partani, Sanket, Sattiraju, Raja, Kumar, Atul, Burmeister, Friedrich, Weinand, Andreas, Vielhaus, Christian, Fitzek, Frank H. P., Fettweis, Gerhard, Schotten, Hans D., Stanczak, Slawomir

“…In the future, mobility use cases will depend on precise predictions, with Quality of Service (QoS) prediction being a prominent example. This paper presents…”
Get full text

Machine Learning for QoS Prediction in Vehicular Communication: Challenges and Solution Approaches by Palaios, Alexandros, Vielhaus, Christian L, Külzer, Daniel F, Watermann, Cara, Hernangomez, Rodrigo, Partani, Sanket, Geuer, Philipp, Krause, Anton, Sattiraju, Raja, Kasparick, Martin, Fettweis, Gerhard, Fitzek, Frank H. P, Schotten, Hans D, Stanczak, Slawomir

“…As cellular networks evolve towards the 6th generation, machine learning is seen as a key enabling technology to improve the capabilities of the network…”
Get full text

Effect of Spatial, Temporal and Network Features on Uplink and Downlink Throughput Prediction by Palaios, Alexandros, Vielhaus, Christian, Kulzer, Daniel F., Geuer, Philipp, Sattiraju, Raja, Fink, Jochen, Kasparick, Martin, Watermann, Cara, Fettweis, Gerhard, Fitzek, Frank H. P., Schotten, Hans D., Stanczak, Slawomir

“…Recently, there have been many attempts to apply Machine Learning (ML)-based prediction mechanisms In wireless networks. One open question is how reliable such…”
Get full text

Berlin V2X: A Machine Learning Dataset from Multiple Vehicles and Radio Access Technologies by Hernangómez, Rodrigo, Geuer, Philipp, Palaios, Alexandros, Schäufele, Daniel, Watermann, Cara, Taleb-Bouhemadi, Khawla, Parvini, Mohammad, Krause, Anton, Partani, Sanket, Vielhaus, Christian, Kasparick, Martin, Külzer, Daniel F, Burmeister, Friedrich, Fitzek, Frank H. P, Schotten, Hans D, Fettweis, Gerhard, Stańczak, Sławomir

“…The evolution of wireless communications into 6G and beyond is expected to rely on new machine learning (ML)-based capabilities. These can enable proactive…”
Get full text

Toward an AI-Enabled Connected Industry: AGV Communication and Sensor Measurement Datasets by Hernangomez, Rodrigo, Palaios, Alexandros, Watermann, Cara, Schaufele, Daniel, Geuer, Philipp, Ismayilov, Rafail, Parvini, Mohammad, Krause, Anton, Kasparick, Martin, Neugebauer, Thomas, Ramos-Cantor, Oscar D., Tchouankem, Hugues, Calvo, Jose Leon, Chen, Bo, Fettweis, Gerhard, Stanczak, Slawomir

“…This article presents two wireless measurement campaigns in industrial testbeds: industrial vehicle-to-vehicle (iV2V) and industrial vehicle-to-in-frastructure…”
Get full text