Jinyao GAO

Jinyao GAO


Research Focus & Metrics

Academic Career Length

14Years (2013-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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8 February 2021 in Remote Sensing
Verified
Journal Article
Open access
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CZChengcheng Zhu
Chengcheng Zhu
Jinyun GuoJinyun Guo
Jinyun Guo
YJyuan jiajia
yuan jiajia
XJXin Jin
Xin Jin
JGJinyao GAO
Jinyao GAO
CLChengming Li
Chengming Li
Shipborne gravity can be used to refine altimeter-derived gravity whose accuracy is low in shallow waters and areas with complex submarine topography. As altimeter-derived gravity only within a small radius around the shipborne data can be corrected by traditional methods, a new method based on multi-layer perceptron (MLP) neural network is proposed to refine the altimeter-derived gravity. Input variables of MLP include the positional information at observation points and geophysical information (from our own South China Sea gravity anomaly model (SCSGA) V1.0 and bathymetry model ETOPO1) at grid points around observation points. Output variables of MLP are the refined residual gravity anomalies at observation points. Training shipborne data are classified into four cases to train four MLP models, which are used to predict the refined gravity anomaly model SCSGA V1.1. Then all of the training shipborne data are used for training an MLP model to predict the refined gravity anomaly model SCSGA V1.2. Assessed by testing shipborne data, the accuracy of SCSGA V1.2 is 0.14 mGal higher than that of SCSGA V1.0, and similar to that of SCSGA V1.1. Compared with the original gravity anomaly model (SCSGA V1.0), the accuracy of the refined gravity anomaly model (SCSGA V1.2) by MLP is improved by 4.4% in areas where the training data are concentrated, and also improved by 2.2% in other areas. Therefore, the method of MLP can be used to refine the altimeter-derived gravity model by shipborne gravity, overcoming the problem of limited correction radius for traditional methods.

12 November 2018 in Sensors
Verified
Journal Article
Open access
PDF file
WWWei Wang
Wei Wang
JGJinyao GAO
Jinyao GAO
DLDongming Li
Dongming Li
TZTao Zhang
Tao Zhang
XLXiaowen Luo
Xiaowen Luo
JWJinling Wang
Jinling Wang
The strapdown gravimetry system uses the combination of an Inertial Measuring Unit (IMU) and a Global Navigation Satellite System (GNSS) to measure the Earth’s gravity field. Due to limited accuracies of IMU and GNSS, early strapdown gravimetry systems were more often used in airborne surveys, but less used in marine surveys. We developed a strapdown inertial navigation system (SINS), the Sea-Air Gravimeter-2Marine (SAG-2M), using novel IMU components, whose accuracy was further improved with the application of Precise Point Positioning (PPP) and enhanced algorithm, making it possible to be used in marine gravity survey. The testing results of the SAG-2M were compared to those of the Lacoste and Romberg S-129 gravimeter on the same ship in the South China Sea basin. The cruise lasted for 50 days, during which 134 effective gravity profiles were measured, resulting in 174 crossover points. The results showed that, for the SAG-2M, the root mean square (RMS) crossover points were 1.35 mGal before difference adjustment and 0.69 mGal after difference adjustment; for the S-129 gravimeter, they were 5.62 mGal and 0.95 mGal, correspondingly. In calm sea conditions, the results of the two systems were relatively consistent at all wavelengths. However, in rough sea conditions, since the SAG-2M was not affected by the cross-coupling effect, its data demonstrated less high-frequency jump. A physical platform adopted in SAG-2M can further make the transition data effective when the ship is turning around. Therefore, SAG-2M was able to improve the proportion of valid data and the efficiency of data post-processing for measurements taken during the cruise. The testing results indicate that in terms of accuracy and efficiency in the marine gravity survey, SAG-2M is better than S-129. In addition, as the miniaturization and precision of inertial components are developing continuously, SAG-2M also shows great potential in miniaturization.

4 January 2023 in Remote Sensing
Verified
Journal Article
Open access
PDF file
GWGuochao Wu
Guochao Wu
FFFausto Ferraccioli
Fausto Ferraccioli
WZWenna Zhou
Wenna Zhou
YYYuan Yuan
Yuan Yuan
JGJinyao GAO
Jinyao GAO
GTGang Tian
Gang Tian
The Gamburtsev Subglacial Mountains (GSMs) in the interior East Antarctic Craton are entirely buried under the massive East Antarctic ice sheet, with a ~50–60 km thick crust and ~200 km thick lithosphere, but little is known of the crustal structure and uplift mechanism. Here, we use airborne gravity and aeromagnetic anomalies for characteristic analysis and inverse calculations. The gravity and magnetic images show three distinct geophysical domains. Based on the gravity anomalies, a dense lower crustal root is modelled to underlie the GSMs, which may have formed by underplating during the continental collision of Antarctica and India. The high frequency linear magnetic characteristics parallel to the suture zone suggest that the upper crustal architecture is dominated by thrusts, consisting of a large transpressional fault system with a trailing contractional imbricate fan. A 2D model along the seismic profile is created to investigate the crustal architecture of the GSMs with the aid of depth to magnetic source estimates. Combined with the calculated crustal geometry and physical properties and the geological background of East Antarctica, a new evolutionary model is proposed, suggesting that the GSMs are underlain by part of a Pan-African age advancing accretionary orogen superimposed on Precambrian basement.

2 September 2019 in Remote Sensing
Verified
Journal Article
Open access
PDF file
DWDi Wang
Di Wang
XLXiaowen Luo
Xiaowen Luo
JWJinling Wang
Jinling Wang
JGJinyao GAO
Jinyao GAO
TZTao Zhang
Tao Zhang
ZWZhaocai Wu
Zhaocai Wu
The global ionospheric model built by the International Global Navigation Satellite System (GNSS) Service (IGS) using GNSS reference stations all over the world is currently the most widely used ionospheric product on a global scale. Therefore, analysis and evaluation of this ionospheric product’s accuracy and reliability are essential for the practical use of the product. In contrast to the traditional way of assessing global ionospheric models with ground-based static measurements, our study used shipborne kinematic global positioning system (GPS) measurements collected over 18 days to perform a preliminary analysis and evaluation of the accuracy of the global ionospheric models; our study took place in the Arctic Circle. The data from the International GNSS Service stations near the Arctic Circle were used to verify the ionospheric total electron contents derived from the kinematic data. The results suggested that the global ionospheric model had an approximate regional accuracy of 12 total electron content units (TECu) within the Arctic Circle and deviated from the actual ionospheric total electron content value by about 4 TECu.

1 January 2022 in Earth and Planetary Physics
Verified
Journal Article
Closed access
PDF file
MYMei Yue
Mei Yue
JGJinyao GAO
Jinyao GAO
CLChun-Feng Li
Chun-Feng Li
CZChao Zhu
Chao Zhu
XFXinZhi Fan
XinZhi Fan
YGYiDong Guo
YiDong Guo
The Victoria Land Basin (VLB) has a total width of 140-160 km and extends 95-100 km in N-S. The Terror Rift, composed by the Discovery Graben and the Lee Arch, is a Neogene structure with E-W orthogonal extension and N-S trending faults. Many Cenozoic volcanoes in the southern VLB with a N-S lineation belong to the McMurdo Volcanic Groups. However, due to multiple glaciations and limited seismic data, the volcanic processes are still uncertain in the northern VLB, especially in the Terror Rift. Multi-channel seismic profiles have been collected at the VLB from the 32nd Chinese National Antarctic Research Expedition (CHINARE). We utilize four seismic profiles from the CHINARE and some historical profiles, combined with gravity and magnetic anomalies, to analyze faults and stratigraphic characteristics in the northern Terror Rift and volcanism in the VLB. The negative flower structures found in the northern Terror Rift prove that the Terror Rift is affected by the dextral strike-slip faults from East Antarctica (EANT). After the initial orthogonal tension, the rift turned into the oblique extension, forming a set of normal faults that concave upwards and accommodation zone in the Terror Rift. On Lee Arch, several stages of domino-style normal faults formed and converged to a detachment fault. Under the action of gravity, the strata bend upward and form an overturned anticline. Many deep faults and thin strata subjected to erosions facilitated volcanic activity. A brittle volcanic region in the VLB is affected by the dextral strike-slip movements and E-W extension, resulting in two Cenozoic volcanic chains which connect three igneous provinces in the VLB: the Hallett, Melbourne, and Erebus Province. Chains are composed of mud volcanoes with magnetic cores, volcanic intrusions, and younger volcanic eruptions. Volcanisms have experienced opposite polarity of the geomagnetic field and show negative magnetic anomalies in Antarctica, indicating the occurrence of multiple volcanic activities.

1 March 2013 in CHINESE JOURNAL OF POLAR RESEARCH
Verified
Journal Article
Closed access
YSYunfan Sun
Yunfan Sun
JGJinyao GAO
Jinyao GAO
TZTao Zhang
Tao Zhang
ZZZhiyuan Zhou
Zhiyuan Zhou
CYChunguo Yang
Chunguo Yang