Shandong Science ›› 2024, Vol. 37 ›› Issue (2): 1-11.doi: 10.3976/j.issn.1002-4026.20240023
• Oceanographic Science, Technology and Equipment • Next Articles
QI Suiping1(), XU Xiaofei1,*(
), LI Yunzhou1,2, WANG Juncheng1,2, DU Jun3
Received:
2024-01-29
Online:
2024-04-20
Published:
2024-04-09
CLC Number:
QI Suiping, XU Xiaofei, LI Yunzhou, WANG Juncheng, DU Jun. Review of marine environment monitoring methods based on GNSS technology[J].Shandong Science, 2024, 37(2): 1-11.
Add to citation manager EndNote|Reference Manager|ProCite|BibTeX|RefWorks
URL: https://www.sdkx.net/EN/10.3976/j.issn.1002-4026.20240023
[1] | “中国海洋工程与科技发展战略研究”项目综合组. 世界海洋工程与科技的发展趋势与启示[J]. 中国工程科学, 2016, 18(2): 126-130. DOI: 10.3969/j.issn.1009-1742.2016.02.019. |
[2] | 王军成, 孙继昌, 刘岩, 等. 我国海洋监测仪器装备发展分析及展望[J]. 中国工程科学, 2023, 25(3): 42-52. DOI: 10.15302/J-SSCAE-2023.07.024. |
[3] | 王军成. 新一代海洋监测技术:综合智能观测浮标[J]. 智能系统学报, 2022, 17(3): 447. |
[4] | 王军成, 厉运周, 杨英东, 等. 海洋资料浮标姿态信息测量技术研究现状及发展趋势[J]. 海洋与湖沼, 2023, 54(5): 1239-1247. DOI: 10.11693/hyhz20230300054. |
[5] | LI Y Z, WANG J C. Technical development of operational in situ marine monitoring and research on its key generic technologies in China[J]. Acta Oceanologica Sinica, 2023, 42(10): 117-126. DOI: 10.1007/s13131-023-2207-5. |
[6] | 漆随平, 厉运周. 海洋环境监测技术及仪器装备的发展现状与趋势[J]. 山东科学, 2019, 32(5): 21-30. DOI: 10.3976/j.issn.1002-4026.2019.05.002. |
[7] |
姚宜斌, 赵庆志. GNSS对流层水汽监测研究进展与展望[J]. 测绘学报, 2022, 51(6): 935-952.
doi: 10.11947/j.AGCS.2022.20220039 |
[8] |
张克非, 李浩博, 王晓明, 等. 地基GNSS大气水汽探测遥感研究进展和展望[J]. 测绘学报, 2022, 51(7): 1172-1191.
doi: 10.11947/j.AGCS.2022.20220149 |
[9] | 宁津生, 姚宜斌, 张小红. 全球导航卫星系统发展综述[J]. 导航定位学报, 2013, 1(1): 3-8. DOI: 10.16547/j.cnki.10-1096.2013.01.005. |
[10] | 杨元喜, 任夏, 贾小林, 等. 以北斗系统为核心的国家安全PNT体系发展趋势[J]. 中国科学:地球科学, 2023, 53(5): 917-927. |
[11] | 白伟华. GNSS-R海洋遥感技术研究[D]. 北京: 中国科学院研究生院(空间科学与应用研究中心), 2008. |
[12] | 万玮, 陈秀万, 彭学峰, 等. GNSS遥感研究与应用进展和展望[J]. 遥感学报, 2016, 20(5): 858-874. DOI: 10.11834/jrs.20166228. |
[13] | 金双根, 张勤耘, 钱晓东. 全球导航卫星系统反射测量(GNSS+R)最新进展与应用前景[J]. 测绘学报, 2017, 46(10): 1389-1398. DOI: 10.11947/j.AGCS.2017.20170282. |
[14] | MARTÍN-NEIRA M. A pasive reflectometry and interferometry system (PARIS) application to ocean altimetry[J]. Environmental Science, 1993, 17(4): 331-55. |
[15] | SOULAT F, CAPARRINI M, GERMAIN O, et al. Sea state monitoring using coastal GNSS-R[J]. Geophysical Research Letters, 2004, 31(21):L21303. DOI: 10.1029/2004gl020680. |
[16] | ZAVOROTNY V U, VORONOVICH A G. Scattering of GPS signals from the ocean with wind remote sensing application[J]. IEEE Transactions on Geoscience and Remote Sensing, 2000, 38(2): 951-964. DOI: 10.1109/36.841977. |
[17] | 周兆明, 符养. 渤海GNSS-R机载测风试验及其反演结果[J]. 武汉大学学报(信息科学版), 2008, 33(3): 241-244. |
[18] | 杨东凯, 张益强, 张其善, 等. 基于GPS卫星信号的海面风场遥感方法研究与实现[J]. 遥感信息, 2006, 21(3): 10-12. DOI: 10.3969/j.issn.1000-3177.2006.03.004. |
[19] | WANG X L, HE X F, ZHANG Q. Evaluation and combination of quad-constellation multi-GNSS multipath reflectometry applied to sea level retrieval[J]. Remote Sensing of Environment, 2019, 231: 111229. DOI: 10.1016/j.rse.2019.111229. |
[20] | WANG X L, HE X F, SHI J, et al. Estimating sea level, wind direction, significant wave height, and wave peak period using a geodetic GNSS receiver[J]. Remote Sensing of Environment, 2022, 279: 113135. DOI: 10.1016/j.rse.2022.113135. |
[21] | BEVIS M, BUSINGER S, HERRING T A, et al. GPS meteorology: remote sensing of atmospheric water vapor using the global positioning system[J]. Journal of Geophysical Research: Atmospheres, 1992, 97(D14): 15787-15801. DOI: 10.1029/92jd01517. |
[22] | BEVIS M, BUSINGER S, CHISWELL S, et al. GPS meteorology: mapping zenith wet delays onto precipitable water[J]. Journal of Applied Meteorology, 1994, 33(3): 379-386. DOI: 10.1175/1520-0450(1994)033<0379:gmmzwd>2.0.co;2. |
[23] | 张云, 肖盛, 姜丽菲, 等. 基于多变量机器学习的CYGNSS有效波高反演模型[J/OL]. 北京航空航天大学学报.[2024-01-29]. https://bhxb.buaa.edu.cn/bhzk/article/doi/10.13700/j.bh.1001-5965.2023.0265 |
[24] | 邵连军, 张训械, 王鑫, 等. 利用GNSS-R信号反演海浪波高[J]. 武汉大学学报(信息科学版), 2008, 33(5): 475-478. |
[25] | ALONSO-ARROYO A, CAMPS A, PARK H, et al. Retrieval of significant wave height and meansea surface level using the GNSS-R interference pattern technique: results from a three-month field campaign[J]. IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(6): 3198-3209. DOI: 10.1109/TGRS.2014.2371540. |
[26] | 王诗博, 李颖, 秦凌宇. 基于延迟多普勒图像的GNSS-R有效波高反演方法[J]. 光学精密工程, 2022, 30(8): 1011-1017. DOI: 10.37188/OPE.20223008.1011. |
[27] | GARRISON J L, KATZBERG S J, HILL M I. Effect of sea roughness on bistatically scattered range coded signals from the Global Positioning System[J]. Geophysical Research Letters, 1998, 25(13): 2257-2260. DOI: 10.1029/98gl51615. |
[28] | ZAVOROTNY V U, GLEASON S, CARDELLACH E, et al. Tutorial on remote sensing using GNSS bistatic radar of opportunity[J]. IEEE Geoscience and Remote Sensing Magazine, 2014, 2(4): 8-45. DOI: 10.1109/MGRS.2014.2374220. |
[29] | CLARIZIA M P, RUF C S, JALES P, et al. Spaceborne GNSS-R minimum variance wind speed estimator[J]. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(11): 6829-6843. DOI: 10.1109/TGRS.2014.2303831. |
[30] | FOTI G, GOMMENGINGER C, JALES P, et al. Spaceborne GNSS reflectometry for ocean winds: first results from the UK TechDemoSat-1 mission[J]. Geophysical Research Letters, 2015, 42(13): 5435-5441. DOI: 10.1002/2015gl064204. |
[31] | CARDELLACH E, FABRA F, NOGUÉS-CORREIG O, et al. GNSS-R ground-based and airborne campaigns for ocean, land, ice, and snow techniques: application to the GOLD-RTR data sets[J]. Radio Science, 2011, 46(06): 1-16. DOI: 10.1029/2011RS004683. |
[32] | 王迎强, 严卫, 符养, 等. 利用机载GNSS反射信号反演海面风速的研究[J]. 海洋学报(中文版), 2008, 30(6): 51-59. DOI: 10.3321/j.issn:0253-4193.2008.06.006. |
[33] | 周旋, 叶小敏, 于暘, 等. 基于GNSS-R的海面风速探测技术研究[J]. 电子与信息学报, 2013, 35(7): 1575-1580. DOI: 10.3724/SP.J.1146.2012.01396. |
[34] | 杨东凯, 刘毅, 王峰. 星载GNSS-R海面风速反演方法研究[J]. 电子与信息学报, 2018, 40(2): 462-469. DOI: 10.11999/JEIT170490. |
[35] | 高涵, 白照广, 范东栋. 基于BP神经网络的GNSS-R海面风速反演[J]. 航空学报, 2019, 40(12): 323261. DOI: 10.7527/S1000-6893.2019.23261. |
[36] | 王笑蕾, 何秀凤, 陈殊, 等. 地基GNSS-IR风速反演原理及方法初探[J]. 测绘学报, 2021, 50(10): 1298-1307. DOI: 10.11947/j.AGCS.2021.20200586. |
[37] | LIU Y X, COLLETT I, MORTON Y J. Application of neural network to GNSS-R wind speed retrieval[J]. IEEE Transactions on Geoscience and Remote Sensing, 2019, 57(12): 9756-9766. DOI: 10.1109/TGRS.2019.2929002. |
[38] | LI X H, YANG D K, YANG J S, et al. Analysis of coastal wind speed retrieval from CYGNSS mission using artificial neural network[J]. Remote Sensing of Environment, 2021, 260: 112454. DOI: 10.1016/j.rse.2021.112454. |
[39] | ASGARIMEHR M, ARNOLD C, WEIGEL T, et al. GNSS reflectometry global ocean wind speed using deep learning: development and assessment of CyGNSSnet[J]. Remote Sensing of Environment, 2022, 269: 112801. DOI: 10.1016/j.rse.2021.112801. |
[40] | 高涵, 白照广, 范东栋. 基于BP神经网络的GNSS-R海面风速反演[J]. 航空学报, 2019, 40(12): 193-201. |
[41] | 喻婷. 基于机器学习的星载GNSS-R海面风速反演模型研究[D]. 南京: 南京信息工程大学, 2023. |
[42] | JING C, NIU X L, DUAN C D, et al. Sea surface wind speed retrieval from the first Chinese GNSS-R mission: technique and preliminary results[J]. Remote Sensing, 2019, 11(24): 3013. DOI: 10.3390/rs11243013. |
[43] | ASGARIMEHR M, ZAVOROTNY V, WICKERT J, et al. Can GNSS reflectometry detect precipitation over oceans?[J]. Geophysical Research Letters, 2018, 45(22): 12. DOI: 10.1029/2018gl079708. |
[44] | BALASUBRAMANIAM R, RUF C. Characterization of rain impact on L-Band GNSS-R ocean surface measurements[J]. Remote Sensing of Environment, 2020, 239: 111607. DOI: 10.1016/j.rse.2019.111607. |
[45] | 布金伟. 星载GNSS-R技术反演海面降雨强度及风速和浪高方法研究[D]. 徐州: 中国矿业大学, 2022. |
[46] | ZUMBERGE J F, HEFLIN M B, JEFFERSON D C, et al. Precise point positioning for the efficient and robust analysis of GPS data from large networks[J]. Journal of Geophysical Research: Solid Earth, 1997, 102(B3): 5005-5017. DOI: 10.1029/96jb03860. |
[47] | 范士杰. GPS海洋水汽信息反演及三维层析研究[D]. 武汉: 武汉大学, 2013. |
[48] | 陈冠旭, 刘焱雄, 柳响林, 等. 船载GNSS探测海洋水汽信息的影响因子分析[J]. 武汉大学学报(信息科学版), 2017, 42(2): 270-276. DOI: 10.13203/j.whugis20150028. |
[49] | SAASTAMOINEN J. Atmospheric correction for the troposphere and stratosphere in radio ranging satellites[M]// HENRIKSEN S W, MANCINI A, CHOVITZ B H, eds. The Use of Artificial Satellites for Geodesy. Washington, D. C.: American Geophysical Union, 2013: 247-251. DOI: 10.1029/gm015p0247. |
[50] | 张宝成. GNSS非差非组合精密单点定位的理论方法与应用研究[J]. 测绘学报, 2014, 43(10): 1099. DOI: 10.13485/j.cnki.11-2089.2014.0155. |
[51] | LI X X, DICK G, GE M R, et al. Real-time GPS sensing of atmospheric water vapor: precise point positioning with orbit, clock, and phase delay corrections[J]. Geophysical Research Letters, 2014, 41(10): 3615-3621. DOI: 10.1002/2013gl058721. |
[52] | WU Z L, LU C X, HAN X J, et al. Real-time shipborne multi-GNSS atmospheric water vapor retrieval over the South China Sea[J]. GPS Solutions, 2023, 27(4): 179. DOI: 10.1007/s10291-023-01519-0. |
[53] |
PAN L, GUO F. Real-time tropospheric delay retrieval with GPS, GLONASS, Galileo and BDS data[J]. Scientific Reports, 2018, 8(1): 17067. DOI: 10.1038/s41598-018-35155-3.
pmid: 30459438 |
[54] |
李宏达, 张显云, 廖留峰, 等. 利用GPS/BDS/GLONASS/Galileo组合PPP反演大气可降水量[J]. 测绘通报, 2020(6): 63-66.
doi: 10.13474/j.cnki.11-2246.2020.0182 |
[55] | LU C X, LI X X, NILSSON T, et al. Real-time retrieval of precipitable water vapor from GPS and BeiDou observations[J]. Journal of Geodesy, 2015, 89(9): 843-856. DOI: 10.1007/s00190-015-0818-0. |
[56] | 王杰, 何秀凤, 王笑蕾, 等. 小波分析在GNSS-IR潮位反演中的应用[J]. 导航定位学报, 2020, 8(2): 82-89. DOI: 10.16547/j.cnki.10-1096.20200214. |
[57] | WANG X L, HE X F, ZHANG Q. Coherent superposition of multi-GNSS wavelet analysis periodogram for sea-level retrieval in GNSS multipath reflectometry[J]. Advances in Space Research, 2020, 65(7): 1781-1788. DOI: 10.1016/j.asr.2019.12.023. |
[58] | 陈殊, 何秀凤, 王笑蕾, 等. 基于小波分析的多模多频GNSS-MR潮位反演[J]. 大地测量与地球动力学, 2022, 42(4): 365-370. DOI: 10.14075/j.jgg.2022.04.007. |
[59] | 游高冲, 郭杭, 罗孝文, 等. 基于LS-SVM的多系统融合GNSS-MR潮位反演[J]. 海洋学研究, 2022, 40(1): 72-80. DOI: 10.3969/j.issn.1001-909X.2022.01.008. |
[60] | 苏东林, 陈爱新, 谢树果, 等. 电磁场与电磁波[M]. 北京: 高等教育出版社, 2009: 434-440. |
[61] | KOMJATHY A, MASLANIK J, ZAVOROTNY V U, et al. Sea ice remote sensing using surfacereflected GPS signals[C]// IEEE 2000 International Geoscience and Remote Sensing Symposium. Taking the Pulse of the Planet:The Role of Remote Sensing in Managing the Environment. Proceedings (Cat. No. 00CH37120). Honolulu, HI, USA: IEEE, 2002: 2855-2857. DOI: 10.1109/IGARSS.2000.860270. |
[62] | WIEHL M, LEGRÉSY B, DIETRICH R. Potential of reflected GNSS signals for ice sheet remote sensing[J]. Progress In Electromagnetics Research, 2003, 40: 177-205. DOI: 10.2528/pier02102202. |
[63] | 张云, 郭建京, 袁国良, 等. 基于GNSS反射信号的海冰检测的研究[J]. 全球定位系统, 2013, 38(2): 1-6. DOI: 10.13442/j.gnss.2013.02.005. |
[64] | 高洪兴, 杨东凯, 张波, 等. 基于GNSS卫星反射信号的海冰厚度探测[J]. 电子与信息学报, 2017, 39(5): 1096-1100. DOI: 10.11999/JEIT160765. |
[65] | 张国栋, 郭健, 杨东凯, 等. 星载GNSS-R海冰边界探测方法[J]. 武汉大学学报(信息科学版), 2019, 44(5): 668-674. DOI: 10.13203/j.whugis20170050. |
[1] | XU Juan, LIU Bo, HUA Zhi-Li. Research on inversion method of methane concentration in cold seep water [J]. Shandong Science, 2019, 32(3): 10-15. |
[2] | ZHANG Li,GUO Cui-lian, ZHANG Shu-wei, WU Ning, WANG Xiao-hong, ZHANG Tian-peng, WANG Zhao-yu. The influence factors of fluorescence determination of chlorophyll a and the data correction for them [J]. SHANDONG SCIENCE, 2017, 30(3): 8-11. |
[3] | QI Suiping,LIU Tao,HU Tong,ZOU Jing. Ground cloud observation technology and its instrument research advances [J]. SHANDONG SCIENCE, 2014, 27(6): 1-9. |
|