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misc:investigations:lps-precision [2017-05-04 17:32]
arnaud
misc:investigations:lps-precision [2021-06-24 16:39] (current)
kimberly
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 +<WRAP center round important 60%>
 +This page has deprecated and will be archived. Please go to [[https://www.bitcraze.io/]].
 +</WRAP>
 ====== Measurements of accuracy and precision of the Loco Positioning system ====== ====== Measurements of accuracy and precision of the Loco Positioning system ======
  
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 ==== The results ==== ==== The results ====
  
-^ Physical position ^^^ Average estimated position ^^^ Std deviation of estimated position ^^^ +^ Physical position ^^^ Average estimated position ^^^^^^ Std-dev of estimated position ^^^ 
-^ X ^ Y ^ Z ^ X ^ Y ^ Z ^ X ^ Y ^ Z ^ +^ X ^ Y ^ Z ^ X ^ Err ^ Y ^ Err ^ Z ^ Err ^ X ^ Y ^ Z ^ 
-| 1.62 | 3.15 | -0.15 | 1.66 | 3.18 | 0.29 | 0.014 | 0.0097 | 0.0061 | +| 1.62 | 3.15 | -0.15 | 1.66 |0.04 | 3.18 |0.03 | 0.29 |0.44 | 0.014  | 0.0097 | 0.0061 | 
-| 2.95 | 0.00 | -0.15 | 2.80 | 0.12 | 0.16 | 0.0072 | 0.010 | 0.0053 | +| 2.95 | 0.00 | -0.15 | 2.80 |-0.15| 0.12 |0.12 | 0.16 |0.31 | 0.0072 | 0.010  | 0.0053 | 
-| 1.62 | 3.15 | 1.44 | 1.56 | 3.02 | 1.37 | 0.020 | 0.0066 | 0.016 | +| 1.62 | 3.15 | 1.44  | 1.56 |0.06 | 3.02 |-0.13| 1.37 |-0.07| 0.020  | 0.0066 | 0.016 | 
-| 1.62 | 4.80 | 1.44 | 1.67 | 4.64 | 1.40 | 0.013 | 0.0093 | 0.013 |+| 1.62 | 4.80 | 1.44  | 1.67 |0.03 | 4.64 |-0.16| 1.40 |-0.27| 0.013  | 0.0093 | 0.013 |
  
 +[[https://docs.google.com/spreadsheets/d/1ggHmUmRQ1N15vgPnumlmCsrpjw32Cm7DYKf-GYCoKck|Measurements]]
 ===== Measurement of accuracy and noise of 3D estimate and ranges ===== ===== Measurement of accuracy and noise of 3D estimate and ranges =====
  
 ==== Setup ==== ==== Setup ====
  
-The system is setup with 6 anchors and one Crazyflie ranging in two-way-ranging mode.+The system is setup with 6 anchors and one Crazyflie ranging in two-way-ranging mode. The Crazyflie in static position without movement.
  
 === Positions === === Positions ===
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   * Raw range measurement (not taken at the same time as the kalman estimate): https://mega.nz/#!mQJABKgR!l90bytQWkYyEMHBRFO4o-UsI2RJ4gY2ldRwWnoxq8hw   * Raw range measurement (not taken at the same time as the kalman estimate): https://mega.nz/#!mQJABKgR!l90bytQWkYyEMHBRFO4o-UsI2RJ4gY2ldRwWnoxq8hw
  
 +=== Analysis ===
  
 +== Estimated position == 
  
 +^ Physical position ^^^ Average estimated position ^^^^^^ Std-dev of estimated position ^^^ Average error ^
 +^ X ^ Y ^ Z ^ X ^ Err ^ Y ^ Err ^ Z ^ Err ^ X ^ Y ^ Z ^ distance ^
 +| 5.00 | 1.50 | 0.76 | 4.96 | 0.017 | 1.60 | 0.041 | -0.096 | -0.213 | 0.017 | 0.018 | 0.015 | 0.237 |
 +
 +== Raw range measurements == 
 +
 +Physical distances from Crazyflie to anchors are calculated from positions of anchors and the Crazyflie.
 +
 +Average and standard deviations are calculated on all data, including outliers.
 +
 +The main part of the error should be caused by the antenna delay, expected to be the same for all anchors.
 +
 +^ ^ Physical ^ Raw range measurements ^^^
 +^ Anchor ^ Distance ^ Average ^ Std dev ^ Err ^
 +|  0  | 2.80 | 2.46 | 0.025 | 0.34 |
 +|  1  | 2.87 | 2.58 | 0.006 | 0.30 |
 +|  2  | 2.69 | 2.30 | 0.002 | 0.40 |
 +|  3  | 2.77 | 2.55 | 0.017 | 0.22 |
 +|  4  | 2.27 | 1.97 | 0.041 | 0.29 |
 +|  5  | 2.20 | 1.90 | 0.008 | 0.30 |
 +
 +== Histogram over raw range measurements ==
 +{{:misc:investigations:hist_ref_setup.png?direct|}}
misc/investigations/lps-precision.1493911974.txt.gz · Last modified: 2017-05-04 17:32 by arnaud