How to correct for random measurement error?

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Discussion Overview

The discussion revolves around the calibration of an iPhone app designed to measure the distance to the Earth's core, focusing on addressing random measurement errors associated with GPS data and the implications of using different models of the Earth.

Discussion Character

  • Exploratory
  • Technical explanation
  • Conceptual clarification

Main Points Raised

  • One participant proposes building a calibration function into the app to reduce variation in distance estimates to the Earth's core.
  • Another participant suggests averaging GPS position readings over a long duration to improve precision, noting that modern GPS already filters raw data effectively.
  • Concerns are raised about systematic errors, such as multipath effects, which may not average out and could lead to precise but inaccurate measurements.
  • It is mentioned that the GPS coordinates may rely on a specific geometric model of the Earth, such as WGS84, raising questions about the assumptions behind the distance measurement.
  • A clarification is made regarding the meaning of "distance to the core," specifying it refers to the distance to the center of the Earth rather than the edge of the core.
  • A participant notes the potential use of the iPhone's accelerometer and gyroscope to account for sudden movements during measurement.

Areas of Agreement / Disagreement

Participants express varying opinions on the best methods for calibration and measurement, with no consensus reached on the optimal approach to correct for random measurement errors.

Contextual Notes

There are unresolved assumptions regarding the geometric model of the Earth and the impact of systematic errors on measurement accuracy. The discussion does not clarify the mathematical steps involved in the proposed calibration methods.

Who May Find This Useful

This discussion may be of interest to developers working on GPS-based applications, researchers in geodesy, and individuals exploring measurement techniques in geophysics.

moonman239
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I am building an iPhone app where the iPhone is just going to sit on my desk measuring the distance to Earth's core. I will build a calibration function into my app to reduce the variation in the estimate. How, then, should I go about calibrating it?
 
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I did not know the iPhone came with a device to measure the distance to the core of the Earth - I'm impressed :-p

Seriously though, if you are "measuring" the distance by reading off the position of the GPS on the phone and you know (or measure) that the phone is not moving you should be able to get a more precise position by simply taking the average position over a long time.

Note however, that modern GPS receivers already do a heck of a job filtering the raw GPS position to give you the best possible position filtered towards a normal kinematic model so you may have to average for a along time (many hours or perhaps even days) before you can expect to see a significant improvement.

Also note, that not moving your GPS receiver mean that some systematic errors in the position (like multipath) will not average out leaving you with a precise but inaccurate position. To get a more accurate position in this case you could make the precise long time averaging measurement in a place that has clear sight of the sky and away from tall buildings.

Frankly, if it were me making an app, I'd be satisfied with the usual 5-10 meter precision delivered by the GPS receiver. In addition to position you may also have access to a measure for how precise the current position is which you can then transform into how precise you can know the distance to the center of the Earth so you can display to your users something like "Distance to core: 6378137 ± 9 meter".
 
I'm curious if the GPS 3D coordinates for a location assume a particular geometric model for the Earth (like WGS84).

"Distance to the core" , I assume means distance to the "center of the earth". Or does it mean "distance to the edge of the core"? If it mean that, you would need a model for surface of the core.
 
I mean distance to the center of Earth. It's certainly doable, the iPhone has a built-in accelerometer (and gyroscope, so I could probably figure out a way to account for sudden movements).
 

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