6 papers
Performance Comparison of Joint Delay-Doppler Estimation Algorithms
Lorenz Mohr, Michael Döbereiner, Steffen Schieler +4
Integrated sensing and communications (ISAC), radar, and beamforming require real-time, high-resolution estimation algorithms to determine delay-Doppler values of specular paths wi…
Distributed Multisensor ISAC
Reiner Thomä, Reiner Thomä, Carsten Andrich +12
Integrated Sensing and Communications (ISAC) will become a service in future mobile communication networks. It enables the detection and recognition of passive objects and environm…
Integrated Radio Sensing Capabilities for 6G Networks: AI/ML Perspective
Victor Shatov, Steffen Schieler, Charlotte Muth +11
The sixth-generation wireless communications (6G) is often labeled as "connected intelligence". Radio sensing, aligned with machine learning (ML) and artificial intelligence (AI),…
Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems
Steffen Schieler, Sebastian Semper, Christian Schneider +1
In wireless sensing applications, such as ISAC, one of the first crucial signal processing steps is the detection and estimation targets from a channel estimate. Effective algorith…
Wireless Propagation Parameter Estimation with Convolutional Neural Networks
Steffen Schieler, Sebastian Semper, Reiner Thomä
Wireless channel propagation parameter estimation forms the foundation of channel sounding, estimation, modeling, and sensing. This paper introduces a Deep Learning approach for jo…
Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments
Paolo Tosi, Steffen Schieler, Marcus Henninger +2
Peak detection is a fundamental task in radar and has therefore been studied extensively in radar literature. However, Integrated Sensing and Communication (ISAC) systems for sixth…