Resource-Efficient FPGA Architecture for Real-Time RFI Mitigation in Interferometric Radiometers

被引:0
|
作者
Perez-Portero, Adrian [1 ,2 ,3 ]
Querol, Jorge [1 ,3 ,4 ]
Camps, Adriano [1 ,2 ,3 ,5 ]
机构
[1] Univ Politecn Catalunya BarcelonaTech, CommSensLab UPC, Barcelona 08034, Spain
[2] Inst Space Studies Catalonia IEEC CTE UPC, Castelldefels 08860, Spain
[3] MITIC Solut SL, Barcelona 08017, Spain
[4] Univ Luxembourg, Interdisciplinary Ctr Secur Reliabil & Trust SnT, Luxembourg 1855, Luxembourg
[5] United Arab Emirates Univ, Coll Engn, Al Ain 15551, U Arab Emirates
关键词
radio frequency interferece; RFI; FPGA; earth observation; interferometric radiometers; polarimetry;
D O I
10.3390/s24248001
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Interferometric radiometers operating at L-band, such as ESA's SMOS mission, enable crucial Earth observations providing high-resolution measurements of soil moisture, ocean salinity, and other geophysical parameters. However, the increasing electromagnetic spectrum utilization has led to significant Radio Frequency Interference (RFI) challenges, particularly critical given the sensors' fine temperature resolution requirements of less than 1 K. This work presents the hardware implementation of an advanced RFI detection and mitigation algorithm specifically designed for interferometric radiometers, targeting future L-band missions. The implementation processes 1-bit quantized signals at 57.69375 MHz from multiple receivers, employing time-frequency analysis and polarimetric detection techniques while optimizing Field Programmable Gate Array (FPGA) resource utilization. Novel optimization strategies include overclocked processing cores operating at 230.775 MHz, efficient resource sharing through operation serialization, and strategic memory management. The system achieves real-time processing capabilities while maintaining detection probabilities above 63% with false alarm rates below 1% for typical interference scenarios. Performance validation using synthetic datasets demonstrates robust operation across various RFI conditions, making this implementation suitable as part of the RFI detection and mitigation efforts for future interferometric radiometer missions beyond SMOS.
引用
收藏
页数:14
相关论文
共 50 条
  • [1] Real-Time RFI Detection and Mitigation System for Microwave Radiometers
    Forte, Giuseppe F.
    Querol, Jorge
    Camps, Adriano
    Vall-Llossera, Merce
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2013, 51 (10): : 4928 - 4935
  • [2] RFI Detection and Mitigation for Advanced Correlators in Interferometric Radiometers
    Perez-Portero, Adrian
    Querol, Jorge
    Camps, Adriano
    Martin-Neira, Manuel
    Suess, Martin
    Ramirez, Juan Ignacio
    Zurita, Alberto
    Closa, Josep
    Oliva, Roger
    Onrubia, Raul
    REMOTE SENSING, 2022, 14 (18)
  • [3] Optimizing Deep Learning Acceleration on FPGA for Real-Time and Resource-Efficient Image Classification
    Khaki, Ahmad Mouri Zadeh
    Choi, Ahyoung
    APPLIED SCIENCES-BASEL, 2025, 15 (01):
  • [4] A Resource-Efficient Pipelined Architecture for Real-Time Semi-Global Stereo Matching
    Lu, Zhimin
    Wang, Jue
    Li, Zhiwei
    Chen, Song
    Wu, Feng
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2022, 32 (02) : 660 - 673
  • [5] Resource-Efficient FPGA Architecture of Canny Edge Detector
    Jang, Yunseok
    Mun, Junwon
    Kim, Jaeseok
    2016 INTERNATIONAL SOC DESIGN CONFERENCE (ISOCC), 2016, : 299 - 300
  • [6] Resource-Efficient FPGA Architecture and Implementation of Hough Transform
    Chen, Zhong-Ho
    Su, Alvin W. Y.
    Sun, Ming-Ting
    IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2012, 20 (08) : 1419 - 1428
  • [7] Real-Time RFI Processor for the Next Generation Satellite Radiometers
    Lahtinen, Janne
    Kovanen, Arhippa
    Lehtinen, Kari
    Kristensen, Steen Savstrup
    Sobjaerg, Sten Schmidl
    Skou, Niels
    D'Addio, Salvatore
    2018 IEEE 15TH SPECIALIST MEETING ON MICROWAVE RADIOMETRY AND REMOTE SENSING OF THE ENVIRONMENT (MICRORAD), 2018, : 71 - 76
  • [8] Real-Time RFI Processor for Future Spaceborne Microwave Radiometers
    Lahtinen, Janne
    Kristensen, Steen Savstrup
    Kovanen, Arhippa
    Lehtinen, Kari
    Uusitalo, Josu
    Sobjaerg, Sten Schmidl
    Skou, Niels
    D'Addio, Salvatore
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2019, 12 (06) : 1658 - 1669
  • [9] Resource-Efficient Execution of Conditional Parallel Real-Time Tasks
    Baruah, Sanjoy
    EURO-PAR 2018: PARALLEL PROCESSING, 2018, 11014 : 218 - 231
  • [10] TOWARDS EXASCALE REAL-TIME RFI MITIGATION
    van Nieuwpoort, Rob V.
    2016 RADIO FREQUENCY INTERFERENCE (RFI), 2016, : 69 - 74