LSTM-Based Power Delay Profile Predictions for Intra-Bus Wireless Propagation
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arXiv
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| Format: | Preprint |
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2026
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| author | Shukla, Rajeev Verma, Atharva Chandra, Aniruddha Zeleny, Ondrej Zavorka, Radek Blumenstein, Jiri Prokes, Ales Wojtun, Jaroslaw Kelner, Jan M. Ziolkowski, Cezary Ciuonzo, Domenico |
| author_facet | Shukla, Rajeev Verma, Atharva Chandra, Aniruddha Zeleny, Ondrej Zavorka, Radek Blumenstein, Jiri Prokes, Ales Wojtun, Jaroslaw Kelner, Jan M. Ziolkowski, Cezary Ciuonzo, Domenico |
| contents | Longlshort-term memory (LSTM) is a deep learning model that can capture long-term dependencies of wireless channel models and is highly adaptable to short-term changes in a wireless environment. This paper proposes a simple LSTM model to predict the channel transfer function (CTF) for a given transmitter-receiver location inside a bus for the 60 GHz millimetre wave band. The average error of the derived power delay profile (PDP) taps, obtained from the predicted CTFs, was less than 10% compared to the ground truth. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2603_19707 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | LSTM-Based Power Delay Profile Predictions for Intra-Bus Wireless Propagation Shukla, Rajeev Verma, Atharva Chandra, Aniruddha Zeleny, Ondrej Zavorka, Radek Blumenstein, Jiri Prokes, Ales Wojtun, Jaroslaw Kelner, Jan M. Ziolkowski, Cezary Ciuonzo, Domenico Signal Processing 94A40, 94A05, 94A12, 94A17 E.4; H.4.3 Longlshort-term memory (LSTM) is a deep learning model that can capture long-term dependencies of wireless channel models and is highly adaptable to short-term changes in a wireless environment. This paper proposes a simple LSTM model to predict the channel transfer function (CTF) for a given transmitter-receiver location inside a bus for the 60 GHz millimetre wave band. The average error of the derived power delay profile (PDP) taps, obtained from the predicted CTFs, was less than 10% compared to the ground truth. |
| title | LSTM-Based Power Delay Profile Predictions for Intra-Bus Wireless Propagation |
| topic | Signal Processing 94A40, 94A05, 94A12, 94A17 E.4; H.4.3 |
| url | https://arxiv.org/abs/2603.19707 |