Quality and Quantity

Quality and Quantity – A Look at the Inertial Labs Kernel-100

In the expansive landscape of technology, the equilibrium between quality and quantity is often challenging. Too frequently, a surge in quantity and quality, be it in features, capabilities, or other measures. Conversely, high-quality products sometimes come at the expense of reduced outputs or limited features. In this tumultuous sea of trade-offs, the Inertial Labs Kernel-100 emerges, aiming to redefine our expectations. As we delve deeper into the intricacies of this remarkable device, we’ll explore whether it genuinely manages to harmoniously marry the twin ideals of quality and quantity, setting a new gold standard for its contemporaries. Join us on this exploration and prepare to be enlightened.


The Kernel-100

The Kernel-100 is a compact and lightweight Inertial Measurement Unit (IMU) and Digital Tilt Sensor (DTS) comprising precision tri-axis MEMS accelerometers and tri-axis MEMS gyroscopes. This industrial-grade IMU measures linear accelerations and angular rates with low noise and good repeatability. With continuous built-in test (BIT), electromagnetic interference protection, and flexible input power requirements, the Kernel-100 is easy to use in a wide range of higher-order systems.

Testing Methods

Each Kernel-100 unit is intensely tested and temperature-calibrated to meet the requirements for various environments and applications per commercial and military standards and quality and quantity. This process of performing temperature-cycled calibrations and Allan variance performance tests form the basis for why customers trust Inertial Labs. Each unit must pass strict tests examining key performance specifications using industry standards, including Five Sigma manufacturing and quality control for producing the accelerometers and gyroscopes housed within each unit. If the unit conforms to all the pass criteria, it is only deemed available for the end-user. With a minimal return rate and a high yield rate, Inertial Labs has a tradition of quality that customers can trust for their projects. 

Temperature Calibration

The Kernel-100 is composed of MEMS inertial sensors. MEMS inertial sensors are primarily made of silicon, whose physical characteristics can change in response to temperature variations. To avoid the adverse effects of temperature on the Kernel-100, Inertial Labs uses temperature compensation calibration methods to eliminate temperature-induced errors. This is done by algorithmically compensating for changes in temperatures.

Analyzing sensor performance inside a temperature chamber makes this possible because these changes to the sensor over a temperature range are repeatable. In the temperature calibration test, the sensor is subjected to 6 positions and rotations at each “point.” There are 120 different points or 120 different sets of 12 orientations. Tests from these points are collected from -45 to 75 degrees Celsius, with two temperature cycles. These tests are used to compute a linear model in which a 3 by 3 scale factor matrix (K(T)) is multiplied by the difference of the raw sensor data (X) and the bias vector (Uo(T)). This model is approximated through smoothing spline interpolation, which utilizes a series of polynomials over adjacent intervals with continuous derivatives at the endpoint of the intervals. Smoothing spline interpolation is used to control the variance of residual errors over the data set. 

y = k(t) (x – Uo(t) 

Where k(t) is a 3 x 5 scale matrix; x is raw sensor data; function Uo(t) is a 3 by 1 bias vector; and the resulting y variable is a 3 by 1 matrix of calibrated data.

Ideally, A calibrated sensor will have a scale factor matrix K(T) that is an identity matrix and a zero-bias vector. Any differences from those ideal values represent the residual error.  

Allan Variance Test

The legacy Allan Variance test method was named after David W. Allan, and it was initially used to measure the frequency and stability of clocks and oscillators. This test has proven to be very useful for understanding the accuracy of gyroscopes and accelerometers. It is mathematically represented as the square of the standard deviation as a function of observation time, time between measurements, and number of samples. Inertial Labs uses an Allan Variance Test to measure the in-run bias stability of accelerometers and gyroscopes, as well as angular random walk of gyroscopes and velocity random walk of accelerometers.  The Angular Random Walk (ARW) is taken from the Allan Deviation plot, which plots Root Allan Variance over cluster time.

The observed ARW is derived from the portion of the function where the slope of the curve is equal to 1/2. This Allan Deviation plot has units of deg/hr while the ARW has units of the deg/sqrt(hour), which is converted by multiplying by 60.

This is because 1 hour equals 3600 seconds, and 60 is the square root of 3600 sec/hour.

Similarly, the Velocity Random Walk (VRW) is derived in the same fashion as ARW for accelerometers, except that it operates under different units. The in-run bias stability of a sensor is represented by the minima of the Allan Deviation curve where the slope is equal to 0.

Applications Stabilization

The Kernel-100 can stabilize antennas, remote weapons stations (RWS), and anti-roll systems. The highly accurate advanced three-axis MEMS gyroscopes embedded in the Kernel-100 are pivotal in stabilizing systems. Gyroscopes track the angular changes by integrating the angular rate signal to find the delta angles over time. The most crucial gyroscopic specification for stabilization is the angular random walk (ARW).  This error is specifically dependent on the noise of the angular rate signal and independent of other errors, such as the scale factor or the bias error. The Kernel-100 features an adjustable low-pass filter that reduces noise when applied to sensor output data. As a result, the Kernel-100 features an angular random walk of 0.38 degrees and is a viable option for stabilization applications.  

Remote Weapon Stations

The Kernel-100 can stabilize RWS, commonly used in military-oriented fire-control systems for light and medium caliber weapons. The Kernel-100 is commonly used to stabilize these platforms and can be integrated externally with optical aiding data as well as GNSS data for heading calculations or in-depth object recognition software.

Anti-Roll Systems

Additionally, the Kernel-100 can be used for anti-roll systems in static and dynamic applications. In the aerospace industry, it is ideal for gimballed rocket engines to do thrust vectoring. The Kernel-100 offers outputs of angles in Quaternions and conventional Euler methods for developer convenience.

Pan-Tilt for Beyond Line of Sight

The Kernel-100 can stabilize any unwanted antenna movement caused by wind, swaying, lateral motion, or friction. In addition, it can be effortlessly integrated into antenna tracking systems using satellite or RF transmissions. It easily mounts to any surface and generates custom data output formats commonly used with Line-of-Sight (LoS) and Beyond Line-of-Sight (BLoS) antenna transmission systems.

Remote-Operated Vehicles (ROV)

Sensing components are often integrated into more extensive systems using development kits and drivers. The primary role of the Kernel-100 inside of an ROV is to provide real-time pitch and roll data and heading data if integrated with a GNSS receiver. This information is crucial for the operator to figure out how to maneuver and position the ROV.

Future Developments

Inertial Labs is developing a new solution for higher accuracy applications, the Kernel-300.  The Kernel-300 will have to perform accelerometers and gyroscopes to equip the world of autonomy better. With this new device, Inertial Labs expects to achieve an Angular Random Walk of 0.08 deg/√hour for more accurate stabilization requirements, as well as an accelerometer bias in-run stability of 0.005 mg. 

The Kernel-300

The Kermel-300 is Inertial Labs’ latest development in self-contained strapdown, industrial grade inertial measurement systems that measure accelerations and angular rates with three-axis MEMS accelerometers and three-axis MEMS gyroscopes. Angular Rates and accelerations are determined with low noise and very good repeatability for static and dynamic applications.


As much as future developments and an innovative mindset are essential, a focus on quality and repeatability is paramount to ensure that each unit lives up to the customer’s expectations. The Kernel-100 was developed with this thought process in mind, as each unit is stringently tested and reviewed to ensure a certain level of performance. As a result, Inertial Labs has a dearth of information backing up the reliability and quality of the Kernel-100 and all released products. 

Quality and Quantity – A Detailed Look at the Inertial Labs Kernel-100


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