{"title":"Stability Assessment of Spire and PlanetiQ Receiver Clocks and Its Implications for GNSS-RO Atmospheric Profiles","authors":"Zhe Li;Pengyue Sun;Xiaoming Wang;Dingyi Liu;Haobo Li;Ying Xu;Jinglei Zhang;Sizhe Shen;Hongxin Zhang","doi":"10.1109/JSTARS.2026.3668804","DOIUrl":null,"url":null,"abstract":"Commercial SmallSats offer cost-effective alternatives to traditional GNSS radio occultation (GNSS-RO) missions through scalable constellation deployments. In GNSS-RO processing, the short-term stability of the LEO receiver clock is a key constraint on the feasibility and accuracy of undifferenced (UD) retrievals. Specifically, limited stability in compact receivers can introduce clock noise that degrades retrieval profiles and increases uncertainty. This study evaluated Spire and PlanetiQ onboard clock stability and quantified the impact on bending-angle and refractivity retrievals. Spire exhibited lower short-term clock stability, with 1-s clock stability exceeding <inline-formula><tex-math>$10^{-6}$</tex-math></inline-formula>, making UD infeasible, while its single-differenced (SD)-derived profiles remained consistent with UCAR and ECMWF reference datasets. In contrast, PlanetiQ exhibited better short-term stability, with the 1-s clock stability typically better than <inline-formula><tex-math>$10^{-9}$</tex-math></inline-formula>. Subsequent analyses were confined to clock segments with 1-s clock stability better than <inline-formula><tex-math>$10^{-12}$</tex-math></inline-formula>, sufficient for accurate SD and UD processing. For PlanetiQ, refractivity derived from both methods was in agreement between 10 and 25 km (mean bias <inline-formula><tex-math>$< 0.05\\%$</tex-math></inline-formula>, STD <inline-formula><tex-math>$< 1\\%$</tex-math></inline-formula>); above 25 km, SD showed slightly larger deviations due to reference-link noise. Across constellations, GPS showed the lowest deviations while GLONASS had the highest. Sensitivity tests with injected clock noise targeting 1-s clock stability over the range of <inline-formula><tex-math>$10^{-12}$</tex-math></inline-formula> to <inline-formula><tex-math>$10^{-10}$</tex-math></inline-formula> showed that UD and SD were statistically comparable when 1-s clock stability was about <inline-formula><tex-math>$\\text{3.0}\\times \\text{10}^{-11}$</tex-math></inline-formula>, and the retrieval deviations increased with both altitude and noise amplitude. These results confirm that PlanetiQ’s high clock stability supports accurate SD and UD retrievals and provide valuable insights for oscillator selection, quality control, and processing strategy in cost-effective GNSS-RO missions.","PeriodicalId":13116,"journal":{"name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","volume":"19 ","pages":"8756-8772"},"PeriodicalIF":5.3000,"publicationDate":"2026-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11415667","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/11415667/","RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
Commercial SmallSats offer cost-effective alternatives to traditional GNSS radio occultation (GNSS-RO) missions through scalable constellation deployments. In GNSS-RO processing, the short-term stability of the LEO receiver clock is a key constraint on the feasibility and accuracy of undifferenced (UD) retrievals. Specifically, limited stability in compact receivers can introduce clock noise that degrades retrieval profiles and increases uncertainty. This study evaluated Spire and PlanetiQ onboard clock stability and quantified the impact on bending-angle and refractivity retrievals. Spire exhibited lower short-term clock stability, with 1-s clock stability exceeding $10^{-6}$, making UD infeasible, while its single-differenced (SD)-derived profiles remained consistent with UCAR and ECMWF reference datasets. In contrast, PlanetiQ exhibited better short-term stability, with the 1-s clock stability typically better than $10^{-9}$. Subsequent analyses were confined to clock segments with 1-s clock stability better than $10^{-12}$, sufficient for accurate SD and UD processing. For PlanetiQ, refractivity derived from both methods was in agreement between 10 and 25 km (mean bias $< 0.05\%$, STD $< 1\%$); above 25 km, SD showed slightly larger deviations due to reference-link noise. Across constellations, GPS showed the lowest deviations while GLONASS had the highest. Sensitivity tests with injected clock noise targeting 1-s clock stability over the range of $10^{-12}$ to $10^{-10}$ showed that UD and SD were statistically comparable when 1-s clock stability was about $\text{3.0}\times \text{10}^{-11}$, and the retrieval deviations increased with both altitude and noise amplitude. These results confirm that PlanetiQ’s high clock stability supports accurate SD and UD retrievals and provide valuable insights for oscillator selection, quality control, and processing strategy in cost-effective GNSS-RO missions.
期刊介绍:
The IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing addresses the growing field of applications in Earth observations and remote sensing, and also provides a venue for the rapidly expanding special issues that are being sponsored by the IEEE Geosciences and Remote Sensing Society. The journal draws upon the experience of the highly successful “IEEE Transactions on Geoscience and Remote Sensing” and provide a complementary medium for the wide range of topics in applied earth observations. The ‘Applications’ areas encompasses the societal benefit areas of the Global Earth Observations Systems of Systems (GEOSS) program. Through deliberations over two years, ministers from 50 countries agreed to identify nine areas where Earth observation could positively impact the quality of life and health of their respective countries. Some of these are areas not traditionally addressed in the IEEE context. These include biodiversity, health and climate. Yet it is the skill sets of IEEE members, in areas such as observations, communications, computers, signal processing, standards and ocean engineering, that form the technical underpinnings of GEOSS. Thus, the Journal attracts a broad range of interests that serves both present members in new ways and expands the IEEE visibility into new areas.