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gaoxiang12 avatar gaoxiang12 commented on August 13, 2024

可以考虑融合轮速。轮速能够比较准确地反映车辆在前进方向上的状态。
我们实际工程中用的faster-lio还包括了RTK与轮速的融合,效果要稳定不少。

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OliverShaoPT avatar OliverShaoPT commented on August 13, 2024

可以考虑融合轮速。轮速能够比较准确地反映车辆在前进方向上的状态。 我们实际工程中用的faster-lio还包括了RTK与轮速的融合,效果要稳定不少。

我在实验过程中,有尝试使用factor graph 的方法,在GTSAM 后端加入RTK数据,融合faster-lio的里程计和RTK定位。但因为RTK数据还是没有输入到SLAM系统中,起不到纠正SLAM前端漂移的效果。按照高博您说的方法,是不是需要把RTK和轮速加入前端的观测方程中呢?(求学习案例,直接看代码没有头绪)

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gaoxiang12 avatar gaoxiang12 commented on August 13, 2024

是的,直接加在观测方程中就行,需要一定程度上改写这边的ESKF代码。
RTK有旋转和平移观测后,还能防止LIO在零空间里的发散情况,体现为:1)引入RTK后LIO不会翘起来或者陷下去;2)LIO的加计零偏与重力方向不再耦合(没有绝对位姿观测时它们是耦合的,LIO跑久了可能出现很大的加计零偏和很奇怪的重力方向)。

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OliverShaoPT avatar OliverShaoPT commented on August 13, 2024

感谢高博解答!

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