{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,10]],"date-time":"2026-04-10T21:11:24Z","timestamp":1775855484587,"version":"3.50.1"},"reference-count":27,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2023,3,29]],"date-time":"2023-03-29T00:00:00Z","timestamp":1680048000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"The Program of the National Natural Science Foundation of China","award":["41904038"],"award-info":[{"award-number":["41904038"]}]},{"name":"The Program of the National Natural Science Foundation of China","award":["2019M662713"],"award-info":[{"award-number":["2019M662713"]}]},{"name":"The Program of the National Natural Science Foundation of China","award":["CCX202114"],"award-info":[{"award-number":["CCX202114"]}]},{"name":"The Program of the National Natural Science Foundation of China","award":["2020YJ0362"],"award-info":[{"award-number":["2020YJ0362"]}]},{"name":"The Program of the National Natural Science Foundation of China","award":["2018GZDZX0047"],"award-info":[{"award-number":["2018GZDZX0047"]}]},{"name":"China Postdoctoral Science Foundation","award":["41904038"],"award-info":[{"award-number":["41904038"]}]},{"name":"China Postdoctoral Science Foundation","award":["2019M662713"],"award-info":[{"award-number":["2019M662713"]}]},{"name":"China Postdoctoral Science Foundation","award":["CCX202114"],"award-info":[{"award-number":["CCX202114"]}]},{"name":"China Postdoctoral Science Foundation","award":["2020YJ0362"],"award-info":[{"award-number":["2020YJ0362"]}]},{"name":"China Postdoctoral Science Foundation","award":["2018GZDZX0047"],"award-info":[{"award-number":["2018GZDZX0047"]}]},{"name":"the Science and Technology Open Fund of Sichuan Society of Surveying, Mapping and Geographic Information","award":["41904038"],"award-info":[{"award-number":["41904038"]}]},{"name":"the Science and Technology Open Fund of Sichuan Society of Surveying, Mapping and Geographic Information","award":["2019M662713"],"award-info":[{"award-number":["2019M662713"]}]},{"name":"the Science and Technology Open Fund of Sichuan Society of Surveying, Mapping and Geographic Information","award":["CCX202114"],"award-info":[{"award-number":["CCX202114"]}]},{"name":"the Science and Technology Open Fund of Sichuan Society of Surveying, Mapping and Geographic Information","award":["2020YJ0362"],"award-info":[{"award-number":["2020YJ0362"]}]},{"name":"the Science and Technology Open Fund of Sichuan Society of Surveying, Mapping and Geographic Information","award":["2018GZDZX0047"],"award-info":[{"award-number":["2018GZDZX0047"]}]},{"name":"Sichuan Provincial Applied Fundamental Research Fund","award":["41904038"],"award-info":[{"award-number":["41904038"]}]},{"name":"Sichuan Provincial Applied Fundamental Research Fund","award":["2019M662713"],"award-info":[{"award-number":["2019M662713"]}]},{"name":"Sichuan Provincial Applied Fundamental Research Fund","award":["CCX202114"],"award-info":[{"award-number":["CCX202114"]}]},{"name":"Sichuan Provincial Applied Fundamental Research Fund","award":["2020YJ0362"],"award-info":[{"award-number":["2020YJ0362"]}]},{"name":"Sichuan Provincial Applied Fundamental Research Fund","award":["2018GZDZX0047"],"award-info":[{"award-number":["2018GZDZX0047"]}]},{"name":"Scientific Research Fund of Sichuan Provincial Science and Technology Commission","award":["41904038"],"award-info":[{"award-number":["41904038"]}]},{"name":"Scientific Research Fund of Sichuan Provincial Science and Technology Commission","award":["2019M662713"],"award-info":[{"award-number":["2019M662713"]}]},{"name":"Scientific Research Fund of Sichuan Provincial Science and Technology Commission","award":["CCX202114"],"award-info":[{"award-number":["CCX202114"]}]},{"name":"Scientific Research Fund of Sichuan Provincial Science and Technology Commission","award":["2020YJ0362"],"award-info":[{"award-number":["2020YJ0362"]}]},{"name":"Scientific Research Fund of Sichuan Provincial Science and Technology Commission","award":["2018GZDZX0047"],"award-info":[{"award-number":["2018GZDZX0047"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Due to space environment interference, imperfect data processing model, and the performance of atomic clocks, real-time satellite clock products often contain outliers or irregular biases. We propose a real-time linear moving short-term prediction algorithm to predict clock offsets and detect abnormalities. The proposed algorithm mainly includes phase\/frequency anomaly detection and real-time prediction part. Both the phase and frequency domains are used to detect abnormal clock offsets with previous epochs for building the clock prediction model accurately. The real-time moving prediction module utilizes the high short-term prediction performance to check the clock abnormality. The performance of the algorithm is then evaluated for all satellites with real-time estimated satellite clock offsets. To verify the feasibility and effectiveness of the proposed linear moving model and algorithm, the results of the grey model GM(1,1) and the ARIMA model are also compared. The experimental results indicated that the algorithm can detect clock outliers, frequency modulation, and phase jumps, and the linear model has a better clock performance improvement. After the abnormalities are removed with the proposed algorithm, the average STD accuracy of the real-time clock offsets for all satellites is improved by 15.5%, compared to an improvement of 11.4% by the GM(1,1) model and 11.5% by the ARIMA model. The PPP results demonstrate that the proposed clock prediction algorithm improves the positioning accuracy by 8.1%, 13.3%, and 16.9% in the east, north, and up components, respectively.<\/jats:p>","DOI":"10.3390\/rs15071831","type":"journal-article","created":{"date-parts":[[2023,3,30]],"date-time":"2023-03-30T01:05:26Z","timestamp":1680138326000},"page":"1831","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["A Real-Time Linear Prediction Algorithm for Detecting Abnormal BDS-2\/BDS-3 Satellite Clock Offsets"],"prefix":"10.3390","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9130-7355","authenticated-orcid":false,"given":"Yaping","family":"Gao","sequence":"first","affiliation":[{"name":"College of Earth Sciences, Chengdu University of Technology, Chengdu 610059, China"}]},{"given":"Guo","family":"Chen","sequence":"additional","affiliation":[{"name":"College of Earth Sciences, Chengdu University of Technology, Chengdu 610059, China"}]},{"given":"Wenju","family":"Fu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan 430079, China"}]},{"given":"Xi","family":"Chen","sequence":"additional","affiliation":[{"name":"College of Earth Sciences, Chengdu University of Technology, Chengdu 610059, China"}]},{"given":"Liangliang","family":"Ma","sequence":"additional","affiliation":[{"name":"College of Earth Sciences, Chengdu University of Technology, Chengdu 610059, China"}]},{"given":"Tong","family":"Luo","sequence":"additional","affiliation":[{"name":"College of Earth Sciences, Chengdu University of Technology, Chengdu 610059, China"}]},{"given":"Dongdong","family":"Xue","sequence":"additional","affiliation":[{"name":"College of Earth Sciences, Chengdu University of Technology, Chengdu 610059, China"}]}],"member":"1968","published-online":{"date-parts":[[2023,3,29]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1017\/S0373463313000842","article-title":"Precise Point Positioning Using the Regional BeiDou Navigation Satellite Constellation","volume":"64","author":"Xu","year":"2014","journal-title":"J. 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