Abstract
In this paper, we apply, for the first time, the use of graph signal processing (GSP) to the emerging application of near-ground two-dimensional rainfall mapping based on signal level measurements from commercial microwave link (CML). Most existing rainfall reconstruction algorithms are based on spatial interpolation of assumed point rain measurements, arbitrarily representing each CML by a virtual rain gauge (VRG), located at the center of the CML. To demonstrate the usability of GSP tools in this setting, we challenge the arbitrary location of the VRG, looking for the best location of the VRG along the CML in some sense. Here, we show that using GSP tools enables the identification of alternative representative locations along the links that yield improved rainfall maps. The proposed approach is validated using real CML data, demonstrating its effectiveness in enhancing map accuracy.
| Original language | English |
|---|---|
| Title of host publication | 14th IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2026 |
| Publisher | IEEE Computer Society |
| ISBN (Electronic) | 9798331580339 |
| DOIs | |
| State | Published - 1 Jul 2026 |
| Externally published | Yes |
| Event | 14th IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2026 - Shenzhen, China Duration: 13 Jul 2026 → 16 Jul 2026 |
Publication series
| Name | Proceedings of the IEEE Sensor Array and Multichannel Signal Processing Workshop |
|---|---|
| ISSN (Print) | 1551-2282 |
| ISSN (Electronic) | 2151-870X |
Conference
| Conference | 14th IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2026 |
|---|---|
| Country/Territory | China |
| City | Shenzhen |
| Period | 13/07/26 → 16/07/26 |
Bibliographical note
Publisher Copyright:© 2026 IEEE.
Keywords
- Commercial Microwave Links (CMLs)
- environmental monitoring
- Graph Signal Processing (GSP)
- inverse distance weighting (IDW)
- inverse problem
- rainfall mapping
Fingerprint
Dive into the research topics of 'Improved Rain Mapping by Graph Signal Processing Tools'. Together they form a unique fingerprint.Cite this
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver