MEMS Accelerometer Equalization for Flat Wideband Response

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Solution Overview

Problem

MEMS accelerometers have limited measurement bandwidth and noise issues due to their resonant frequency, which restricts the flatness of frequency response and increases noise at higher frequencies, making it difficult to extend the usable frequency range beyond the resonance peak while maintaining low noise levels.

Innovation Solution

A digital equalization filter is used within the sensor apparatus to process digitized acceleration signals from MEMS accelerometers, utilizing coefficients representing the sensor's mechanical characteristics to flatten the frequency response and extend the measurement bandwidth beyond the resonant frequency, while also incorporating temperature compensation to reduce noise amplification.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Speed

If the measurement bandwidth is extended beyond the resonant frequency, then the frequency response flatness deteriorates and noise increases

Engineering Contradiction:
Improvemeasurement bandwidthVSAvoidfrequency response flatness
Core Design Contradiction:
SpeedVSMeasurement precision

Solution Approach 1:

The patent applies parameter changes by using a digital equalization filter to modify the frequency response characteristics of the accelerometer signal. The filter adjusts the gain at different frequencies to compensate for the natural roll-off beyond the resonant frequency, thereby extending the usable bandwidth while maintaining acceptable frequency response flatness.

Inventive Principle:
Principle #35Parameter changes

Solution Approach 2:

The patent replaces mechanical optimization approaches with a digital signal processing solution. Instead of physically modifying the MEMS sensor structure to extend bandwidth, a digital equalization filter is applied to the output signal to achieve the desired frequency response characteristics, substituting mechanical design constraints with software-based compensation.

Inventive Principle:
Principle #28Mechanics substitution (Replace mechanical system)

2Speed

If the measurement bandwidth is extended beyond the resonant frequency, then noise levels increase due to resonance peak

Engineering Contradiction:
Improvemeasurement bandwidthVSAvoidnoise level
Core Design Contradiction:
SpeedVSObject-affected harmful factors

Solution Approach 1:

The patent converts the harmful resonance peak into a benefit by using it as a reference point for equalization. The digital equalization filter uses knowledge of the resonant frequency and Q-factor to design a compensation profile that reduces the noise amplification effect while preserving the extended bandwidth, effectively turning the resonance characteristic from a problem into a calibration reference.

Inventive Principle:
Principle #22Blessing in disguise (Convert harm into benefit)

Solution Approach 2:

The digital equalization filter acts as an intermediary between the raw accelerometer output and the final processed signal. It mediates the frequency response by applying frequency-dependent gain adjustments, thereby reducing noise amplification in the extended bandwidth region while maintaining signal integrity.

Inventive Principle:
Principle #24Intermediary (Mediator)

3Measurement precision

If digital equalization filter is applied to flatten frequency response, then device complexity increases

Engineering Contradiction:
Improvefrequency response flatnessVSAvoidsignal processing complexity
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The patent applies preliminary action by pre-calculating and storing the equalization filter coefficients based on the known resonant frequency and Q-factor of the accelerometer. This allows the filter to be implemented efficiently during runtime without requiring complex real-time calculations, thereby reducing the actual processing complexity while achieving the desired frequency response flatness.

Inventive Principle:
Principle #10Preliminary action

Data Source

PatentUS11579165B2Method and apparatus for improving MEMs accelerometer frequency response
Publication Date: 2023.02.14 ANALOG DEVICES INC
  • US11579165B2 patent drawing
  • US11579165B2 patent drawing
  • US11579165B2 patent drawing

AI summary

Sensor apparatus and methods for operating the same for measuring acceleration are disclosed. In some embodiments, circuitry inside a sensor digitizes a measured acceleration signal from an accelerometer into a digitized acceleration signal, which is processed by a digital equalization filter within the sensor to provide an equalized acceleration signal. The equalized acceleration signal may have a frequency response that is substantially flat over a frequency range that extends beyond the resonant frequency of a MEMs sensor within the accelerometer of the sensor.