INS Fine Alignment With Low-Cost Gyroscopes: Adaptive Filters for Different Measurement Types
Inertial navigation system stationary fine alignment process is a critical step in reducing the initial errors of the attitude and sensor biases. While many studies had been made for tactical grade systems, less attention was given to low-cost sensors, which are a major player in today’s...
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| Format: | Article |
| Language: | English |
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IEEE
2021-01-01
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| Series: | IEEE Access |
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| Online Access: | https://ieeexplore.ieee.org/document/9427485/ |
| _version_ | 1818620555533746176 |
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| author | Itzik Klein Yaakov Bar-Shalom |
| author_facet | Itzik Klein Yaakov Bar-Shalom |
| author_sort | Itzik Klein |
| collection | DOAJ |
| description | Inertial navigation system stationary fine alignment process is a critical step in reducing the initial errors of the attitude and sensor biases. While many studies had been made for tactical grade systems, less attention was given to low-cost sensors, which are a major player in today’s inertial sensors market. To fill this gap, a measurement strategy combining different INS aiding types is proposed, analyzed and compared using numerical simulations and field experiments. Additionally, an analytical linear observability analysis is made to support the numerical comparisons. Further, five types of adaptive Kalman filters with the proposed measurement strategy are compared to find the appropriate one to improve the alignment performance. The proposed measurement strategy can be used in other applications of stationary conditions such as land vehicles, robots or shoe-mounted inertial navigation systems. |
| first_indexed | 2024-12-16T17:55:15Z |
| format | Article |
| id | doaj.art-7eb46b667fe947eba528483e0441d183 |
| institution | Directory Open Access Journal |
| issn | 2169-3536 |
| language | English |
| last_indexed | 2024-12-16T17:55:15Z |
| publishDate | 2021-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj.art-7eb46b667fe947eba528483e0441d1832022-12-21T22:22:12ZengIEEEIEEE Access2169-35362021-01-019790217903210.1109/ACCESS.2021.30793819427485INS Fine Alignment With Low-Cost Gyroscopes: Adaptive Filters for Different Measurement TypesItzik Klein0https://orcid.org/0000-0001-7846-0654Yaakov Bar-Shalom1https://orcid.org/0000-0003-1317-3368Department of Marine Technologies, University of Haifa, Haifa, IsraelElectrical and Computer Engineering Department, University of Connecticut, Storrs, CT, USAInertial navigation system stationary fine alignment process is a critical step in reducing the initial errors of the attitude and sensor biases. While many studies had been made for tactical grade systems, less attention was given to low-cost sensors, which are a major player in today’s inertial sensors market. To fill this gap, a measurement strategy combining different INS aiding types is proposed, analyzed and compared using numerical simulations and field experiments. Additionally, an analytical linear observability analysis is made to support the numerical comparisons. Further, five types of adaptive Kalman filters with the proposed measurement strategy are compared to find the appropriate one to improve the alignment performance. The proposed measurement strategy can be used in other applications of stationary conditions such as land vehicles, robots or shoe-mounted inertial navigation systems.https://ieeexplore.ieee.org/document/9427485/Extended Kalman filterfine alignmentinertial sensorszero velocity updates |
| spellingShingle | Itzik Klein Yaakov Bar-Shalom INS Fine Alignment With Low-Cost Gyroscopes: Adaptive Filters for Different Measurement Types IEEE Access Extended Kalman filter fine alignment inertial sensors zero velocity updates |
| title | INS Fine Alignment With Low-Cost Gyroscopes: Adaptive Filters for Different Measurement Types |
| title_full | INS Fine Alignment With Low-Cost Gyroscopes: Adaptive Filters for Different Measurement Types |
| title_fullStr | INS Fine Alignment With Low-Cost Gyroscopes: Adaptive Filters for Different Measurement Types |
| title_full_unstemmed | INS Fine Alignment With Low-Cost Gyroscopes: Adaptive Filters for Different Measurement Types |
| title_short | INS Fine Alignment With Low-Cost Gyroscopes: Adaptive Filters for Different Measurement Types |
| title_sort | ins fine alignment with low cost gyroscopes adaptive filters for different measurement types |
| topic | Extended Kalman filter fine alignment inertial sensors zero velocity updates |
| url | https://ieeexplore.ieee.org/document/9427485/ |
| work_keys_str_mv | AT itzikklein insfinealignmentwithlowcostgyroscopesadaptivefiltersfordifferentmeasurementtypes AT yaakovbarshalom insfinealignmentwithlowcostgyroscopesadaptivefiltersfordifferentmeasurementtypes |