Ordinary kriging interpolation for indoor 3D REM

P Maiti, D Mitra - Journal of Ambient Intelligence and Humanized …, 2023 - Springer
This work has investigated the feasibility of applying inverse distance weight (IDW), ordinary
kriging (OK) and K-nearest neighbour (K-NN) interpolation to capture the three dimensional …

Influence of measured radio map interpolation on indoor positioning algorithms

T Bravenec, M Gould, T Fryza… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
Indoor positioning and navigation increasingly have become popular, and there are many
different approaches, using different technologies. In nearly all of the approaches, the …

Application of the deep learning algorithm to identify the spatial distribution of heavy metals at contaminated sites

J Man, L Zeng, J Luo, W Gao, Y Yao - ACS ES&T Engineering, 2021 - ACS Publications
Accurate estimation of the spatial distribution of pollutants, such as heavy metals, is
indispensable in investigation of contaminated sites. In this paper, we develop a novel deep …

RSRP-based Doppler shift estimator using machine learning in high-speed train systems

T Kim, K Ko, I Hwang, D Hong, S Choi… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In the fifth-generation (5G) high-speed train (HST) system operating in the millimeter-wave
(mmWave) band, a much higher Doppler shift occurs. Doppler shift severely degrades …

Temporal prediction for spectrum environment maps with moving radiation sources

Y Zhao, Q Zhu, Z Lin, L Guo, Q Wu, J Wang… - IET …, 2023 - Wiley Online Library
Spectrum resources are becoming harder to come by for wireless communications. The
spectrum environment map (SEM), which depicts the electromagnetic environment's current …

A graph neural network based radio map construction method for urban environment

G Chen, Y Liu, T Zhang, J Zhang… - IEEE Communications …, 2023 - ieeexplore.ieee.org
Radio maps can enhance the capability of wireless sensor networks and improve the
efficiency of spectrum utilization. However, the construction of an accurate radio map in the …

Image-driven spatial interpolation with deep learning for radio map construction

K Suto, S Bannai, K Sato, K Inage… - IEEE Wireless …, 2021 - ieeexplore.ieee.org
Radio maps are a promising technology that can boost the capability of wireless networks by
enhancing spectrum efficiency. Since spatial interpolation is a critical challenge to construct …

Complexity reduction of ordinary kriging algorithm for 3D REM design

P Maiti, D Mitra - Physical Communication, 2022 - Elsevier
This work has investigated the feasibility of using cluster ordinary kriging (OK) interpolation
to speed up indoor three-dimensional (3D) radio environment map (REM) generation time …

Research & Development of the advanced dynamic spectrum sharing system between different radio services

H Shinbo, K Yamazaki, Y Kishi - IEICE Transactions on …, 2021 - search.ieice.org
To achieve highly efficient spectrum usage, dynamic sharing of scarce spectrum resources
has recently become the subject of intense discussion. The technologies of dynamic …

Irgan: cgan-based indoor radio map prediction

CT Cisse, O Baala, V Guillet, F Spies… - 2023 IFIP Networking …, 2023 - ieeexplore.ieee.org
Radio map or radio coverage prediction in indoor and outdoor remains a challenge of great
interest due to the large number of applications it allows. Many techniques such as data …