Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1029/2018WR024431 |
Retrieval of Snow Water Equivalent, Liquid Water Content, and Snow Height of Dry and Wet Snow by Combining GPS Signal Attenuation and Time Delay | |
Koch, Franziska1,2; Henkel, Patrick3,4; Appel, Florian5; Schmid, Lino6; Bach, Heike5; Lamm, Markus4; Prasch, Monika2; Schweizer, Juerg6; Mauser, Wolfram2 | |
2019-05-01 | |
发表期刊 | WATER RESOURCES RESEARCH
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ISSN | 0043-1397 |
EISSN | 1944-7973 |
出版年 | 2019 |
卷号 | 55期号:5页码:4465-4487 |
文章类型 | Article |
语种 | 英语 |
国家 | Austria; Germany; Switzerland |
英文摘要 | For numerous hydrological applications, information on snow water equivalent (SWE) and snow liquid water content (LWC) are fundamental. In situ data are much needed for the validation of model and remote sensing products; however, they are often scarce, invasive, expensive, or labor-intense. We developed a novel nondestructive approach based on Global Positioning System (GPS) signals to derive SWE, snow height (HS), and LWC simultaneously using one sensor setup only. We installed two low-cost GPS sensors at the high-alpine site Weissfluhjoch (Switzerland) and processed data for three entire winter seasons between October 2015 and July 2018. One antenna was mounted on a pole, being permanently snow-free; the other one was placed on the ground and hence seasonally covered by snow. While SWE can be derived by exploiting GPS carrier phases for dry-snow conditions, the GPS signals are increasingly delayed and attenuated under wet snow. Therefore, we combined carrier phase and signal strength information, dielectric models, and simple snow densification approaches to jointly derive SWE, HS, and LWC. The agreement with the validation measurements was very good, even for large values of SWE (>1,000 mm) and HS (> 3 m). Regarding SWE, the agreement (root-mean-square error (RMSE); coefficient of determination (R-2)) for dry snow (41 mm; 0.99) was very high and slightly better than for wet snow (73 mm; 0.93). Regarding HS, the agreement was even better and almost equally good for dry (0.13 m; 0.98) and wet snow (0.14 m; 0.95). The approach presented is suited to establish sensor networks that may improve the spatial and temporal resolution of snow data in remote areas. |
英文关键词 | snow water equivalent liquid water content snow cover SnowSense GNSS signals Global Positioning System |
领域 | 资源环境 |
收录类别 | SCI-E |
WOS记录号 | WOS:000474848500047 |
WOS关键词 | GROUND-PENETRATING RADAR ; ALPINE TERRAIN ; TEMPORAL VARIABILITY ; RADIOMETER DATA ; SOIL-MOISTURE ; DEPTH ; COVER ; SENSOR ; GNSS ; REFLECTOMETRY |
WOS类目 | Environmental Sciences ; Limnology ; Water Resources |
WOS研究方向 | Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/183155 |
专题 | 资源环境科学 |
作者单位 | 1.Univ Nat Resources & Life Sci, Inst Hydrol & Water Management, Vienna, Austria; 2.Ludwig Maximilians Univ Munchen, Dept Geog, Munich, Germany; 3.Tech Univ Munich, Inst Commun & Nav, Munich, Germany; 4.Adv Nav Solut GmbH, Munich, Germany; 5.VISTA Remote Sensing Geosci GmbH, Munich, Germany; 6.WSL Inst Snow & Avalanche Res SLF, Davos, Switzerland |
推荐引用方式 GB/T 7714 | Koch, Franziska,Henkel, Patrick,Appel, Florian,et al. Retrieval of Snow Water Equivalent, Liquid Water Content, and Snow Height of Dry and Wet Snow by Combining GPS Signal Attenuation and Time Delay[J]. WATER RESOURCES RESEARCH,2019,55(5):4465-4487. |
APA | Koch, Franziska.,Henkel, Patrick.,Appel, Florian.,Schmid, Lino.,Bach, Heike.,...&Mauser, Wolfram.(2019).Retrieval of Snow Water Equivalent, Liquid Water Content, and Snow Height of Dry and Wet Snow by Combining GPS Signal Attenuation and Time Delay.WATER RESOURCES RESEARCH,55(5),4465-4487. |
MLA | Koch, Franziska,et al."Retrieval of Snow Water Equivalent, Liquid Water Content, and Snow Height of Dry and Wet Snow by Combining GPS Signal Attenuation and Time Delay".WATER RESOURCES RESEARCH 55.5(2019):4465-4487. |
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