Step Attenuator Calibration via Least Squares Estimation

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Solution Overview

Problem

Traditional methods for calibrating step attenuators are time-consuming and prone to inaccuracy due to mismatch uncertainty at low attenuation settings and poor signal-to-noise ratio at high attenuation settings, requiring extensive averaging.

Innovation Solution

A method using least squares estimation to determine coefficients for a step attenuator based on multiple measurements, allowing for calibration across a range of frequencies by modeling the attenuator with M+1 coefficients and optimizing the selection of attenuation states to reduce measurement uncertainty and time.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Measurement precision

If traditional characterization methods are used to measure frequency response at every attenuation step, then calibration accuracy can be achieved, but calibration time becomes excessively long

Engineering Contradiction:
Improvecalibration accuracyVSAvoidcalibration time
Core Design Contradiction:
Measurement precisionVSLoss of time

Solution Approach 1:

The patent segments the calibration problem by separating the measurement of frequency response from the determination of attenuation step characteristics. Instead of measuring every attenuation step at every frequency, the method measures only the frequency response of the attenuator without any attenuation applied, then uses mathematical decomposition to determine individual step characteristics from this single measurement set combined with a small number of targeted measurements.

Inventive Principle:
Principle #1Segmentation

Solution Approach 2:

The patent introduces an intermediary mathematical model that relates the measured frequency response to the individual attenuation step characteristics. This model acts as a mediator that allows the system to infer the properties of each attenuation step from the overall frequency response measurement, eliminating the need for direct measurement of each step across the entire frequency range.

Inventive Principle:
Principle #24Intermediary (Mediator)

2Measurement precision

If increased averaging is performed to compensate for poor signal-to-noise ratio at high attenuation settings, then measurement accuracy improves, but calibration time increases significantly

Engineering Contradiction:
Improvemeasurement accuracy at high attenuationVSAvoidaveraging time
Core Design Contradiction:
Measurement precisionVSLoss of time

Solution Approach 1:

The patent performs preliminary measurement of the frequency response at a known reference state (no attenuation or minimal attenuation) where the signal-to-noise ratio is excellent. This preliminary measurement captures the frequency-dependent characteristics that can then be applied to interpret measurements at all other attenuation settings, avoiding the need for time-consuming averaging at high attenuation levels.

Inventive Principle:
Principle #10Preliminary action

3Reliability

If frequency response is characterized at every attenuation step setting, then complete calibration data is obtained, but mismatch uncertainty at low attenuation settings increases

Engineering Contradiction:
Improvecompleteness of calibration dataVSAvoidaccuracy at low attenuation settings
Core Design Contradiction:
ReliabilityVSMeasurement precision

Solution Approach 1:

The patent inverts the traditional calibration approach by not measuring each attenuation step directly across the frequency range. Instead, it measures the frequency response with the attenuator in a known state and then mathematically inverts the problem to determine the characteristics of individual attenuation steps, thereby avoiding the mismatch uncertainty that plagues direct measurements at low attenuation settings.

Inventive Principle:
Principle #13The other way round (Inversion)

Data Source

PatentUS9618551B2Calibration of step attenuator
Publication Date: 2017.04.11 NATIONAL INSTRUMENTS CORP
  • US9618551B2 patent drawing
  • US9618551B2 patent drawing
  • US9618551B2 patent drawing

AI summary

System and method for calibrating a step attenuator. N attenuation measurements of a step attenuator may be received, where the step attenuator includes M series-connected attenuation sections. Each attenuation section may be configured to switchably provide a respective level of attenuation, where N is greater than M, and where the step attenuator may be modeled via M+1 coefficients, including a coefficient for a no-attenuation state and respective coefficients for the attenuation sections. Values of the coefficients may be determined via least squares estimation using the N attenuation measurements, thereby calibrating the step attenuator.