Radio-frequency Interference Detection Algorithm for L-band Phased Array Microwave Radiometer
-
摘要:
目前,微波辐射计均面临严重的射频干扰(RFI)问题,尤其在低频段。针对一种用于获取海洋盐度和土壤湿度的L波段相控阵微波辐射计,该文提出一种射频干扰检测算法。首先,简单介绍了该L波段相控阵微波辐射计系统;随后,详细介绍该射频干扰算法,其主要包括RFI初标识、RFI滑动窗口1次标识、RFI滑动窗口2次标识和RFI扩展标识等4个步骤;最后,采用该算法对L波段相控阵微波辐射计的实验数据进行处理。实验结果均表明:该算法能够较好地检测出射频干扰异常数据,检测性能较好。
Abstract:At present, microwave radiometers suffer from serious Radio Frequency Interference (RFI), especially in low frequency. In this paper, a radio frequency detection algorithm is proposed for L-band phased array radiometer, which is used to measure the sea surface salinity and soil moisture. First, the L-band phased array radiometer is introduced in briefly. Secondly, the radio frequency detection algorithm is introduced in details, which consists of the raw RFI flag, the RFI first moving–averaged window flag, the RFI second moving–averaged window flag and the expanded RFI flag. Finally, the experimental data obtained by the L-band phased array radiometer is processed with the proposed RFI detection algorithm. The results indicate that the proposed detection RFI algorithm can effectively detect the RFI contaminated abnormal data, and exhibits good detected ability.
-
表 1 L波段相控阵辐射计波束编号对应扫描角(°)
波束编号 1 2 3 4 5 6 7 8 9 10 11 12 13 扫描角度 –30 –25 –20 –15 –10 –5 0 5 10 15 20 25 30 表 2 射频干扰检测算法中各参量值
波束编号 ${T_m}$ ${T_{\det }}$ ${W_S}$ ${W_r}$ 5~9 5 2 10 1 表 3 观测角33°时的Kurtosis值
波束5 波束6 波束7 波束8 波束9 原始数据的$\kappa $值 284.47 254.83 19.50 214.60 129.08 RFI后的$\kappa $值 2.84 2.91 2.83 2.85 2.73 表 4 观测角51°时的Kurtosis值
波束5 波束6 波束7 波束8 波束9 原始数据的$\kappa $值 587.64 362.80 163.46 158.29 123.89 RFI后的$\kappa $值 2.57 2.58 2.91 2.73 2.70 -
张祖荫, 林士杰. 微波辐射测量技术及应用[M]. 北京: 电子工业出版社, 1995: 166–203.ZHANG Zuyin and LIN Shijie. Microwave Radiation Measurement Technology and Application[M]. Beijing: Electronic Industry Press, 1995: 166–203. OLIVA R, DAGANZO E, KERR Y H, et al. SMOS radio frequency interference scenario: Status and actions taken to improve the RFI environment in the 1400-1427 MHz passive band[J]. IEEE Transactions on Geoscience and Remote Sensing, 2012, 50(5): 1427–1439. doi: 10.1109/TGRS.2012.2182775 DAGANZO E, OLIVA R, KERR Y H, et al. SMOS radiometer in the 1400-1427 MHz passive band: Impact of the RFI environment and approach to its mitigation and cancellation[J]. IEEE Transactions on Geoscience and Remote Sensing, 2013, 51(10): 4999–5007. doi: 10.1109/TGRS.2013.2259179 MISRA S and RUF C S. Detection of radio-frequency interference for the Aquarius radiometer[J]. IEEE Transactions on Geoscience and Remote Sensing, 2008, 46(10): 3123–3128. doi: 10.1109/TGRS.2008.920371 BRADLEY D, BRAMBORA C, WONG M E, et al. Radio-Frequency Interference (RFI) mitigation for the Soil Moisture Active/Passive (SMAP) radiometer[C]. Proceedings of International Geoscience and Remote Sensing Symposium, Melbourne, Australia, 2010: 2015–2018. doi: 10.1109/IGARSS.2010.5652482. AKSOY M, JOHNSON J T, MISRA S, et al. L-band radio-frequency interference observations during the SMAP validation experiment 2012[J]. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(3): 1323–1335. doi: 10.1109/TGRS.2015.2477686 International Telecommunications Union, Radio Regulations, vol. I[S], Geneva, Switzerland, 2008. 中华人民共和国无线电频率划分规定[S]. 2006.Regulation of radio frequency division in People's Republic of China[S]. 2006 LI L, GAISER P W, BETTENHAUSEN M H, et al. WindSat radio-frequency interference signature and its identification over land and ocean[J]. IEEE Transactions on Geoscience and Remote Sensing, 2006, 44(3): 530–539. doi: 10.1109/TGRS.2005.862503 NJOKU E G, ASHCROFT P, CHAN T K, et al. Global survey and statistics of radio-frequency interference in AMSR-E land observations[J]. IEEE Transactions on Geoscience and Remote Sensing, 2005, 43(5): 938–947. doi: 10.1109/TGRS.2004.837507 FENG Chengcheng, ZOU Xiaolei, ZHAO Juan. Detection of radio-frequency interference signals from AMSR-E data over the United States with snow cover[J]. Frontiers of Earth Science, 2016, 10(2): 195–204. doi: 10.1007/s11707-015-0509-4 官莉, 夏仕昌, 张思勃. 大面积水体上空星载微波辐射计的干扰识别[J]. 应用气象学报, 2015, 26(1): 22–31. doi: 10.11898/1001-7313.20150103GUAN Li, XIA Shichang, and ZHANG Sibo. Identifying the interference of space-borne microwave radiometer over large water area[J]. Journal of Applied Meteorological Science, 2015, 26(1): 22–31. doi: 10.11898/1001-7313.20150103 SKOU N, MISRA S, BALLING J E, et al. L-band RFI as experienced during airborne campaigns in preparation for SMOS[J]. IEEE Transactions on Geoscience and Remote Sensing, 2010, 48(3): 1398–1407. doi: 10.1109/TGRS.2009.2031637 AKSOY M, PARK J, and JOHNSON J T. Joint analysis of radio frequency interference from SMOS measurements and from airborne observations[C]. Proceedings of General Assembly and Scientific Symposium Symposium, Istanbul, Turkey, 2011: 1–4. 卢海梁, 李青侠, 李炎, 等. 基于SMOS卫星数据的中国地区L波段射频干扰研究[J]. 微波学报, 2016, 32(1): 86–91. doi: 10.14183/j.cnki.1005-6122.201601019LU Hailiang, LI Qingxia, LI Yan, et al. A study of L-band radio frequency interference over China based on SMOS data[J]. Journal of Microwaves, 2016, 32(1): 86–91. doi: 10.14183/j.cnki.1005-6122.201601019 LU Hailiang, LI Qingxia, LI Yan, et al. Low-level radio-frequency interference detection algorithm based on European centre for medium-range weather forecasting for the soil moisture and ocean salinity mission[J]. Journal of Applied Remote Sensing, 2015, 9(1): 095996. doi: 10.1117/1.JRS.9.095996 卢海梁. 星载综合孔径微波辐射计校正和定标及射频干扰检测[D]. [博士论文], 华中科技大学, 2016.LU Hailiang. Correction & calibration and radio frequency interference detection for on-board aperture synthesis radiometers[D]. [Ph. D. dissertation], Huazhong University of Science & Technology, 2016. MISRA S and RUF C S. Analysis of radio frequency interference detection algorithms in the angular domain for SMOS[J]. IEEE Transactions on Geoscience and Remote Sensing, 2012, 50(5): 1448–1457. doi: 10.1109/TGRS.2011.2176949 LU Hailiang, LI Yinan, YU Rui, et al. A L-band phased array radiometer for sea surface salinity[C]. Proceedings of International Geoscience and Remote Sensing Symposium, Fort Worth, USA, 2017: 2935–2938. 牛雪杰, 崔华阳, 余锐. 一种用于微波辐射计的双极化相控阵天线系统设计[J]. 空间电子技术, 2015, 5: 14–17. doi: 10.3969/j.issn.1674-7135.2015.05.003NIU Xuejie, CUI Huayang, and YU Rui. A dual-polarized phased array antenna system of microwave radiometer[J]. Space Electronic Technology, 2015, 5: 14–17. doi: 10.3969/j.issn.1674-7135.2015.05.003 姜涛, 赵凯, 万祥坤. L波段微波辐射计脉冲式干扰时域检测方法研究[J]. 电子与信息学报, 2018, 40(7): 1539–1545. doi: 10.11999/JEIT170954JIANG Tao, ZHAO Kai, and WAN Xiangkun. Research on detection methods to periodic pulsed interference for L band microwave radiometer in time domain[J]. Journal of Electronics &Information Technology, 2018, 40(7): 1539–1545. doi: 10.11999/JEIT170954 KHAZAAL A, CABOT F, ANTERRIEU E, et al. A kurtosis-based approach to detect RFI in SMOS image reconstruction data processor[J]. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(11): 7038–7047. doi: 10.1109/TGRS.2014.2306713