Accelerometer Integration
Implementation Considerations
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bestforbest/Stock.adobe.com
By Tenner Lee for Mouser Electronics
Published March 14, 2022
Accelerometers are electromechanical devices that can measure constant forces such as gravity and/or dynamic
forces on the device due to movement or shocks. Accelerometers are ubiquitous in both commercial and industrial
applications, including navigation and motion detection. This article introduces accelerometers and discusses
four design considerations for their integration and implementation: Physical layout; operational requirements;
noise, temperature, bias, and sensitivity; and interfaces.
Accelerometer Categories
It is important to consider what an accelerometer does and whether it is a right fit for the device or
application that is being designed. Accelerometers can generally be described by three broad categories based on
how the sensor measures acceleration through forces being applied on the device and how the sensor physically
operates. These three categories are briefly described in Table 1.
Table 1: Accelerometer categories: Compression mode, shear mode, and capacitive. (Source: Author)
|
Type
|
Explanation
|
Notes (Broad Categorization)
|
|
Compression Mode
|
Measures acceleration through a piezoelectric material where acceleration is measured through
compression when a force is applied.
|
Higher resonant frequency
Large dynamic range
Large bandwidth
High accuracy
|
|
Shear Mode
|
Measures acceleration through a piezoelectric material where acceleration is measured through
shear stress when a force is applied.
|
Large dynamic range
Large bandwidth
Higher thermal isolation
Higher accuracy
|
|
Capacitive
|
Measures acceleration through the deflection of a mechanical arm or substrate that results in
capacitance changes of the base circuit.
|
Low cost
Relatively poor SNR
Limited dynamic range
Small bandwidth
Good Accuracy
|
Beyond these three broad categories, accelerometers can be further defined by their configuration and capability:
- Number of measurable axes (spatial dimensions that need measuring): Accelerometers can come
in 1, 2, and 3 axis configurations (in some cases >3 when a gyroscope is integrated within the sensor).
- Output (digital or analog): Accelerometers are commonly defined by their output or their
interfaces with a host device. Accelerometers that are digital typically include the required signal
conditioning, control logic, and an A/D converter, while an analog accelerometer outputs typically omits
these additional components and outputs raw voltages that is proportional to the acceleration measured.
- Ability to measure a rest frame (the frame of reference in which the device is at rest):
Accelerometers that can measure the rest frame (gravity) are usually referred to as DC response
accelerometers. Those accelerometers that cannot measure low frequencies or a rest frame are called AC
response accelerometers.
Accelerometer Physical Layout
Layout includes the mounting, orientation and alignment, and proximity of the accelerometer to other components.
The layout and placement of the accelerometer affects how the accelerometer performs over the lifetime in the
device.
Mounting
In general, the accelerometer should be mounted on to a rigid board/substrate with direct coupling to the body of
the device or the object under test. Improper mounting of the accelerometer will result in degraded readings
such as loss of sensitivity or, at worst, erroneous/improper readings. If the mounting substrate or board is not
rigid, measurements can be dampened and harmonics/resonances can be introduced to the sensor, causing improper
readings.
Directly mount the sensor to the device body or object under test. This removes concerns of structural
resonance and coupling.
Orientation and Alignment
Orientation of the accelerometer to the principal axes of the host device is important. Misalignment in terms of
inclination and rotation of the sensors’ axes to the host device will result in improper readings
proportional to the misalignment (rotation/inclination) angle.
Accounting for misalignment as part of the systematic (bias) noise of the sensor is important to consider as part
of the design process. The misalignment error will be a function of the device/sensor integration tolerances
rather than a specification on the device.
Orientation & Alignment Mitigation
Calibration of the accelerometer after the sensor has been integrated can remove any misalignment
errors. Otherwise, better integration to the host device is recommended.
Location and Proximity
Finally, location and proximity of the accelerometer to other components is important to consider as temperature
and user/component vibrations will affect the performance of the sensor. In every application, measurements from
the accelerometer should only come from the host device or desired object under test. Isolation of the
accelerometer from other device components is generally good practice. Isolation of the accelerometers from
temperature fluctuations can reduce sensitivity drift and noise up to the internal specifications of the
accelerometer. The size and packaging of the accelerometer will dictate how and where the accelerometer should
be placed.
Calibration of the accelerometer after the sensor has been integrated can remove any misalignment errors.
Otherwise, better integration to the host device is recommended
Accelerometer Operational Specifications
Operational Range
Operational range is a key consideration when deciding on an accelerometer to meet application specifications.
Accelerometers can operate over different measurement ranges depending on configurations sets defined by the
manufacturer. For wider measurement ranges (e.g. ±2000g), increased noise or decreased sensitivity is typically
observed and can be referenced in the sensors’ respective data sheets for clarification. For higher
sensitivity applications, a reduction in the overall measurement range of the accelerometer can be used and
suggested. On the other hand, for industrial applications that require large measurement ranges, sensitivity is
typically reduced to account for the larger measurement band.
Bandwidth/Frequency Response
The bandwidth/frequency response or sampling of the accelerometer is also important and is fundamental to the
operational range of the accelerometer. Typically, the bandwidth of an accelerometer can range from kHz to MHz
and depends on the design of the manufacturer and type of accelerometer used. For digital accelerometers, the
bandwidth defines the rate in which measurements are sampled without aliasing. For analog accelerometers,
bandwidth defines where the mechanical resonances occur or when the response falls to -3dB of the nominal range
of the circuit. Accelerometers will always have a defined frequency operating range where measurements are valid
(as tested by the manufacturer)
Low-Frequency Cutoff
For AC response in accelerometers, a low-frequency cutoff is also defined. The low cut off frequency is often
defined in the data sheet when applicable. It should be noted that impact events, such as car crashes or
dropping a phone, are inherently high frequency and high magnitude response changes in acceleration. These
events or applications to sense these events typically require large operational ranges to capture variations of
these events (high bandwidth and operating measurement ranges).
Linearity
Nonlinearity of the accelerometer must be considered to make sure outputs remain consistent/accurate and do not
clip. If an accelerometer is incorrectly configured such that the accelerometer is operating around the
nonlinear region of the device, the accelerometer in most cases will not function as desired with clipping and
incorrect/saturated measurements as a result. In very specific cases (and if the designer knows what he is
doing) the nonlinearity of an accelerometer can be exploited for increased sensitivity.
Operational range Mitigation
Careful accelerometer selection and design. Mitigations are limited. Expertise and good system design.
Design of mechanical dampening can be used to extend the operating range by moving resonances to higher
frequencies outside the desired range. Signal processing to exploit nonlinearity.
Accelerometer Noise, Temperature, Bias, and Sensitivity
Spectral and Total Noise
Noise within an accelerometer is often defined in two ways: Spectral noise/noise density and total noise. In most
cases, spectral noise/noise density is the more applicable figure to be utilized. Noise density is generally
defined in μg / √Hz. As defined and stated in most spec sheets, a given noise density is only valid for a given
frequency range and at an assumed temperature. As frequency increases, the noise density typically decreases. As
a result, accelerometers operating at higher frequencies exhibit a lower noise density.
In most applications, low frequency is of interest, and an accelerometer with low noise density at low
frequencies (DC) is ideal. The RMS acceleration noise of the sensor (total noise) is calculated by multiplying
the noise density by the square root of the measurement bandwidth.
Temperature control. Good design placement. Calibration and/or averaging measurements across time or
multiple accelerometers.
Thermal Noise and Sensitivity
Temperature is a key component that needs consideration when talking about noise. Increased temperature results
in increased noise and sensitivity shifts of the accelerometer. Likewise, low temperatures result in decreased
sensitivity. Specific accelerometer configurations need to be selected in order to operate at high temperatures
and adverse environments.
Depending on the accelerometer type and design, accelerometers need compensation in order to adjust shifts and
noise levels. In many accelerometers, this step is already done and thus no additional compensation is needed
through temperature feedback compensation (must verify when selecting a device). If operating temperatures are
expected to deviate from the nominal 20 degree Celsius, it is worthwhile to measure and see deviations, as some
spec sheets do not have corresponding data.
Temperature control. Additional feedback loops to compensate for temperature drifts.
Bias
All accelerometers contain some bias or offset in measurements. For DC response accelerometers, this is typically
seen in the output value added in the accelerometer output in order to measure/provide a reading the rest frame.
Bias can be confirmed for any given accelerometer by referencing the specifications with measurements from the
accelerometer in hand.
Cross-Axis Sensitivity
For multi-axis accelerometers, cross axis sensitivity is another source of noise that must be accounted for.
Ideally, since measured axes are orthogonal to each other, coupling of measurements is zero (0), and this is not
a problem. Unfortunately, measurements can and do leak from other axes into the axis of interest due to
manufacturing tolerances or design. Cross-axis sensitivity is inherent to the accelerometer and, unlike
orientation error, is not part of the integration process. Cross-axis sensitivity is measured as a percentage.
Cross-Axis Sensitivity Mitigation
Calibration and additional processing if cross-axis sensitivity is an issue. Consideration within design
specifications to account for errors.
Interfaces
Unlike analog accelerometers, digital accelerometers have defined interfaces requirements in order to read
measurements and control the sensor. Typical interfaces include I2C and SPI; insight and how these interfaces
can be used to extract and configure the accelerometer is beyond the scope of this article. It will be noted,
however, that digital accelerometers due to added control logic allows for more capabilities and ability to
access measurements at specific instances when needed (or not needed for sleep mode). Selecting the right
accelerometer and having the right system design will determine the best interface whether it is analog or
digital.
Conclusion
Accelerometers are electromechanical devices that measure acceleration forces and are used in a wide range of
applications, ranging from cell phones to cars and navigation devices. Categories of accelerometers include
compression mode, shear mode, and capacitive, and they can be further categorized according to configuration and
capability. When integrating and implementing accelerometers, accounting for multiple design choices is
important, including physical layout; operational range and linearity; noise, temperature, and sensitivity, and
interfaces. It is recommended you refer to application notes and technical journals for insights and specific
details, as this article is only a first order description.
Author Bio
Tenner Lee is Project
and program technical lead for Machine Learning/Artificial Intelligence research and development. 15 years of
experience leading, developing, managing projects, and advising/consulting on algorithm development/design,
system optimization, and algorithm testing/validation. Graduate degree in electrical engineering with foundation
in signal processing and EM.