Beyond SMAP: Can GNSS‐R Platforms Ensure Continuity of Global Soil Moisture Observations?

IF 6.3 1区 地球科学 Q2 ENVIRONMENTAL SCIENCES
Ehsan Jalilvand,Sujay V. Kumar,Rajat Bindlish,Jerry W. Wegiel,Mehmet Kurum,Hyunglok Kim,Pang‐Wei Liu,Mahdi Navari
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Abstract

Abstract The absence of a definitive follow‐on strategy for the Soil Moisture Active Passive (SMAP) mission, which has already surpassed its planned mission lifetime, presents a significant challenge for the hydrological science community. GNSS‐Reflectometry (GNSS‐R), which exploits reflected satellite navigation signals, has emerged as a rapidly growing alternative for soil moisture retrieval, increasingly positioned as a low‐cost path to global observation. The two approaches, however, differ fundamentally in how they sense the surface, and the hydrological science community should weigh these differences carefully before decisions are made that could compromise the continuity of this essential climate variable's data record. In this study, we compared soil moisture products from these two systems across seven perspectives: (a) observation characteristics, (b) spatial resolution, (c) coverage and frequency of observations, (d) vulnerability to radio frequency interference, (e) complementarity potential, (f) performance, and (g) cost considerations. Our assessment suggests that GNSS‐R is better understood as a complement to SMAP than as a replacement. A GNSS‐R constellation can deliver sub‐daily observations, and lower upfront costs, capabilities that genuinely extend what single‐platform missions can offer. At the same time, GNSS‐R retrievals exhibit variable spatial sampling and canopy attenuation, and the highest‐performing products are typically trained, calibrated, or benchmarked against SMAP (an implicit cost that the low‐cost framing of GNSS‐R does not fully capture). Taken together, these findings underscore the need for sustained investment in both SMAP‐class L‐band missions and the expanding GNSS‐R constellation, each contributing complementarity strengths to a resilient global soil moisture observing system.
超越SMAP: GNSS - R平台能否确保全球土壤湿度观测的连续性?
土壤湿度主被动(SMAP)任务已经超过了其计划的任务寿命,缺乏明确的后续策略,这对水文科学界提出了重大挑战。利用反射卫星导航信号的GNSS - Reflectometry (GNSS - R)已经成为一种快速发展的土壤湿度检索替代方法,越来越多地被定位为全球观测的低成本途径。然而,这两种方法在感知地表的方式上存在根本差异,在做出可能损害这一重要气候变量数据记录连续性的决定之前,水文科学界应该仔细权衡这些差异。在这项研究中,我们从七个方面比较了这两个系统的土壤湿度产品:(a)观测特征,(b)空间分辨率,(c)观测覆盖和频率,(d)对射频干扰的脆弱性,(e)互补潜力,(f)性能,(g)成本考虑。我们的评估表明,GNSS - R更适合作为SMAP的补充而不是替代。GNSS - R星座可以提供次日常观测,降低前期成本,真正扩展了单平台任务的能力。与此同时,GNSS - R检索结果表现出可变的空间采样和冠层衰减,并且表现最好的产品通常是根据SMAP进行训练、校准或基准测试的(GNSS - R的低成本框架无法完全捕获隐含成本)。综上所述,这些发现强调了对SMAP级L波段任务和不断扩展的GNSS - R星座进行持续投资的必要性,两者都为弹性全球土壤湿度观测系统提供了互补优势。
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来源期刊
Water Resources Research
Water Resources Research 环境科学-湖沼学
CiteScore
8.80
自引率
13.00%
发文量
599
审稿时长
3.5 months
期刊介绍: Water Resources Research (WRR) is an interdisciplinary journal that focuses on hydrology and water resources. It publishes original research in the natural and social sciences of water. It emphasizes the role of water in the Earth system, including physical, chemical, biological, and ecological processes in water resources research and management, including social, policy, and public health implications. It encompasses observational, experimental, theoretical, analytical, numerical, and data-driven approaches that advance the science of water and its management. Submissions are evaluated for their novelty, accuracy, significance, and broader implications of the findings.
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