Potentials of Deterministic Radio Propagation Simulation for AI-Enabled Localization and Sensing

التفاصيل البيبلوغرافية
العنوان: Potentials of Deterministic Radio Propagation Simulation for AI-Enabled Localization and Sensing
المؤلفون: Michler, Albrecht, Ninnemann, Jonas, Krauthäuser, Jakob, Schwarzbach, Paul, Michler, Oliver
سنة النشر: 2023
مصطلحات موضوعية: Electrical Engineering and Systems Science - Signal Processing
الوصف: Machine leaning (ML) and artificial intelligence (AI) enable new methods for localization and sensing in next-generation networks to fulfill a wide range of use cases. These approaches rely on learning approaches that require large amounts of training and validation data. This paper addresses the data generation bottleneck to develop and validate such methods by proposing an integrated toolchain based on deterministic channel modeling and radio propagation simulation. The toolchain is demonstrated exemplary for scenario classification to obtain localization-related channel parameters within an aircraft cabin environment.
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2309.05650
رقم الأكسشن: edsarx.2309.05650
قاعدة البيانات: arXiv