I. Introduction
Inertial Navigation Systems (INS) are autonomous positioning systems that do not rely on external information or emit energy to the outside, often used in scenarios where Global Navigation Satellite Systems (GNSS) fail, such as indoor environments or in the presence of electromagnetic interference [1][2]. INS devices are primarily categorized into platform-based INS and strap-down INS. Platform-based INS devices are large in size and high in cost, making them unsuitable for personnel positioning. Strap-down INS devices, on the other hand, are compact and portable, mostly composed of Micro Electro Mechanical Systems (MEMS) inertial sensors such as accelerometers, gyroscopes, and magnetometers, also known as Inertial Measurement Units (IMU). Low-frequency IMUs have low sampling data frequency and large errors, leading to exponential error divergence over time, thereby greatly increasing the difficulty of subsequent data processing [3].