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Updated: Jan 29, 2026

Design and Characterization Methodology for Efficient Wide Range Tunable MEMS Filters
Published on: February 4, 2018
Design of a 1-Bit MEMS Gyroscope Using the Model Predictive Control Approach
Xiaofeng Wu1, Zhicheng Xie2, Xueliang Bai3
1Intelligent Space Systems Laboratory, School of Aerospace, Mechanical and Mechatronic Engineering, University of Sydney, Sydney NSW 2006, Australia. xiaofeng.wu@sydney.edu.au.
This study introduces a novel 1-bit processing-based Model Predictive Control (MPC) for micro-electro-mechanical systems (MEMS) gyroscopes. This approach significantly reduces computational load, enabling practical implementation of advanced control for MEMS gyroscopes.
Area of Science:
- * Electrical Engineering and Micro-systems
- * Control Systems Engineering
Background:
- * Model Predictive Control (MPC) is widely used for its ability to manage system constraints.
- * Micro-electro-mechanical systems (MEMS) gyroscopes require efficient control strategies for practical implementation.
- * Bi-level Delta-Sigma modulators offer a 1-bit output, presenting unique control challenges and opportunities.
Purpose of the Study:
- * To develop a novel 1-bit processing-based Model Predictive Control (MPC) for MEMS gyroscope design.
- * To leverage the 1-bit output of a bi-level Delta-Sigma modulator within an MPC framework.
- * To reduce the computational complexity of MPC for feasible MEMS gyroscope implementation.
Main Methods:
- * Design of a 1-bit processing-based MPC (OBMPC) by integrating a bi-level Delta-Sigma modulator output with MPC.
- * Exploitation of the affine relationship between 1-bit feedback and the in-loop MPC controller to eliminate multipliers.
- * Development of a stable constrained MPC to prevent quantizer overload and maintain Signal-to-Noise Ratio (SNR).
Main Results:
- * Significant alleviation of computational requirements for MPC control in MEMS gyroscopes.
- * Demonstration of feasibility for implementing a 1-bit MEMS gyroscope using the proposed OBMPC.
- * Achieved stable control, preventing quantizer overload while preserving a high SNR.
Conclusions:
- * The proposed OBMPC approach offers a computationally efficient control strategy for MEMS gyroscopes.
- * This method makes advanced MPC feasible for 1-bit MEMS gyroscope implementations.
- * The design ensures system stability and optimal performance by managing constraints and maximizing SNR.
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