Xia Xiao (PhD Student): Integrity Monitoring for GNSS FGO
Published:
Abstract
Dr. Wen, W. and Xia Xiao.
Scholarship Plan
- (1st year) 09/2022-08/2023: Major/Renowned Funding and Award Schemes (Dr. Hsu Li-ta)
- (2nd year) 09/2023-08/2024: Major/Renowned Funding and Award Schemes (Dr. Hsu Li-ta)
- (3rd year) 09/2024-08/2025: Major/Renowned Funding and Award Schemes (Dr. Hsu Li-ta)
Recent Research Plan: Xia Xiao
Student Supervision
- Supervise Edward? (undergraduate student)
News
- [02/07/2023]
- extend the conference paper to journal version (JION or GPS solution)
- integrity (JION)-
- HPL+ARAIM (solution seperation): part 1
- Marginalziation: part 2
- Constrained optimization: part 3
- [12/30/2022]
- Progress:
- inject random biases into original measurements, verify the bounding effect over PL of SW+chi-square-test factor
- compare two implementations of chi-square-test factor: w./o. hinge loss function, observe that chi-square-test factor with hinge loss function will become inactive when WSSE < TD;
- analyse the Hessian matrix of chi-square-test factor, find that there exist negative eigenvalues, meaning that it’s not convex.
- case study: when injecting bias into prn 2, 5 and 6; prn 5 is not detected as fault, the possible reason is that there exist healthy satellites (29,61) in the same azimuth, and prn 5 is intended to be estimated healthy too.
- TODO:
- increase P_FA, see what happens with decreased T_D;
- Analyse hessian matrix of pseudorange factors, provide different initinal guess, see under what condition is the hessian matrix not positive definite.
- Analyse hessian matrix of chi-square-test factor, see under what condition is the hessian matrix not positive definite.
- case study: try inject bias into prn 15 instead of prn 5, see if it can be identified as fault.
- write PLANS conference paper.