Lidé
Ing. Tomáš Straka
Všechny publikace
Graphical Heatmap-Based Approach to Indoor Radio Signal Propagation: Adapting Advanced Ray Tracing and Global Illumination Algorithms
- Autoři: Ing. Tomáš Straka, doc. Ing. Lukáš Vojtěch, Ph.D., Ing. Marek Neruda, Ph.D.,
- Publikace: IEEE Transactions on Antennas and Propagation. 2024, 72(7), 6045-6059. ISSN 0018-926X.
- Rok: 2024
- DOI: 10.1109/TAP.2024.3411118
- Odkaz: https://doi.org/10.1109/TAP.2024.3411118
- Pracoviště: Katedra telekomunikační techniky
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Anotace:
This article presents a novel approach for simulating indoor radio signal propagation through a heatmap-based strategy, harnessing advanced ray tracing (RT) and global illumination algorithms. Utilizing the desktop modeler SketchUp for 3-D environmental design and the V-Ray plugin for RT, this methodology leverages the spatial analysis of the light intensity. The process can be adjusted to various parameters of materials, including those that are intrinsically specular and transparent or are simulated as such, e.g., certain walls and windows. This generates a comprehensive heatmap of the predicted received signal strength indicator (RSSI) level of the radio signal. Unlike traditional empirical models, prone to inaccuracy with increasing complexity, and deterministic models, experiencing significant prediction time escalation with complexity, this approach provides a thorough view of signal propagation in complex architectural environments. It accounts for material properties that affect signal propagation, which are often overlooked by conventional models. Additionally, it exploits advanced graphics domain techniques, balancing accuracy and detail. The efficacy and accuracy of this approach are evaluated for Wi-Fi technology, and this approach is validated against established methods like the empirical multiwall model and the deterministic multiresolution frequency-domain ParFlow (MR-FDPF) method. A balance is achieved between precision, with a maximum deviation of 14.7% for RSSI =−100 dBm, and computational efficiency, with rendering times typically ranging from units to tens of seconds at specific resolutions from 2 to 5 cm/pixel. Root mean squared error (RMSE) values between 5 and 8 dB are deemed acceptable, showcasing the approach’s robustness and practical applicability.
Simulation of Radio Signal Propagation for UHF RFID Technology in an Indoor Environment Using Ray Tracing (Graphics) Method
- Autoři: Ing. Tomáš Straka, doc. Ing. Lukáš Vojtěch, Ph.D., Ing. Marek Neruda, Ph.D.,
- Publikace: Applied Sciences. 2022, 12(21), 1-14. ISSN 2076-3417.
- Rok: 2022
- DOI: 10.3390/app122111065
- Odkaz: https://doi.org/10.3390/app122111065
- Pracoviště: Katedra telekomunikační techniky
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Anotace:
RFID systems are often used in industry to reduce costs, increase process efficiency and minimize human intervention. The challenge is to design an RFID system before it is implemented in a specific environment in the shortest possible time and at minimum cost while maintaining the accuracy of the results. In this paper, a new approach to predicting indoor UHF RFID signal coverage is presented. It is based on a graphical ray tracing method. Simulations are performed based on spatial analysis of the illumination of a 3D indoor environment created from a 2D floor plan. The results show a heat map representing the predicted RSSI radio signal levels using a color range. The approach is validated by comparison with the results of the empirical Multi-Wall model. The time complexity of the approach is presented. The proposed approach is able to generate a heat map with the accuracy of the empirical Multi-Wall model. The interior room equipment required to refine the results ought to be investigated in the future.