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IMU预积分

为dlo添加自己的预积分部分,后加以紧耦合,去畸变。

lio-sam walking dataset:

drawing

finished

  • 使用优化器耦合imu和lidar的odom
    • 添加到g2o的第一条边,补全函数
    • 学习lio-sam单独开辟了用于优化的imu预积分。
    • 添加了优化结果速度限制。
  • 解决imu的odom抖动问题,imu预积分效果不好。
    • 在预积分reset部分添加了之前遗漏的参数。速度限制作用明显下降。
  • 适配livox雷达,要求有livox_ros_driver2的msg。若不使用则需要注释掉。回滚至前一版本。解决了定位飘逸的问题,但仍不稳定。

TO DO

  • 提升稳定性。
  • 解决优化结果bg_, ba_都是0.0的问题。
  • 点云去畸变。
    • imu时间戳与雷达对齐,避免部分点云无法去畸变.
    • 对齐时间戳后出现抖动,怀疑是由于修改了积分的时间段,将原本积分到header.stamp的修改到积分到最后一个点云点的时间戳,积分时间不变还是0.1s.为imuPreintegration函数加锁,有所缓解。
    • 缩短积分时间,有时积分耗时80ms。

Acknowledgement

DLO & DLIO, LIO-SAM

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