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Validating measurements at Rijn en Lek

Validating measurements at Rijn en Lek by Victor Reijs is licensed under CC BY-NC-SA 4.0

Introduction

This webpage is to validate and ground proof the sensor measurements (from smartmolen) at Rijn en Lek.

Rijn en Lek info

The height of the anemometer (wind speed and direction) is around 25m from the road level (gallery: 9m + space gallery and sail: 1m + sail length:12m + flagpole: 3m) and some 28m from the river's floodplain level.

Rijn en Lek is in a very open environment (certainly at shaft height). The trees at the castle Duurstede estate in the west and the two churches in the NNW can have influence. The rest is very open in a large portion of the wind rose (N to SW), and will have a likely z0m=0.03m (the river-delta), while the rest (town direction) might be z0m=0.5m or 1m.
View from cap of Rijn en Lek
A panorama picture made by Justin Coombs ((c) 2024)

Alignment error

Photometric method

The following photograph (made on 10/12/2024) is being used to check the mill cap's orientation reported by the magnetometers:
Rijn en Lek 'plumb line
In the above photo the stock looks to be vertically positioned above the middle of a gallery sector. The plumb (white) line looks to be in the middle of the road (as the mill was positioned on a gate, it is logical the road would be in this way).
Looking at Google Earth, the direction of the road is around 42deg:
Road
      under Rijn en Lek

The sensor measurement at the time of the photo was around 33.5deg.
So the sensor direction readings need to be aligned by increasing it with 8.5deg, to align with the real direction.

Comparing with meteorological stations

Location of meteorological stations

Met. station ID
Location
Distance with
Rijn en Lek
EHDL
Deelen
35
HERW
Herwijen
19

Herwijnen AWS is in a flat river-delta environment, although there are trees some 250 and 400m distance along the roads, see here (the pole in the red circle):
Herwijnen station

Roughness length (z0) a HERW

KNMI-Cabauw stands in between rough environment [Davenport, 2000]. So a likely z0=0.25m.

Using wind and gust speeds (hour averaged) at Herwijnen [Benschop 2005b Chapter 1] we get an z0 with an average around 0.26m (during leafed period: May-September):
Z0 at Herwijnen

Wind speed

The average wind speed over the year can be used to normalise the meteorological stations' wind speed towards the Wijk bij Duurstede location:
Rijn en Lek windspeed
          (figure 11)
The yearly average wind speeds are [m/sec]:


Wijk bij
Duurstede

EHDL
HERW
Speed@10m [m/sec]
3.7
3.55
3.8
Normalise
speed
@10m [-]

1.04
0.97
Normalise
speed
@25m [-]

1.27
1.18

As the wind speed is referenced to a height of 10m, we need to determine the speed at the mill's anemometer height (which is 25m) to be able to compare like with like.
It is assumed the roughness length at meteorological stations is z0a=0.24m and assuming the roughness length at the mill's anemometer is z0m=0.39m.
The speed at anemometer height (25m) will have an additional increase of [Beljaars, 1979, page 4]:
ushaft=u10*(ln(60/0.24)/ln(10/0.24))/(ln(25/0.39)/ln(60/0.39)) = u10* 1.22

Remark: The z0m is not really known as there might not exist an logarithmic ABL at the mill (now used a z0m=0.39m).

Wind direction

The average wind direction over the summer (red / black arrows) and winter (blue) can be used to normalise the meteorological station's wind direction towards the Wijk bij Duurstede location:
Rijn en Lek
          windspeed

The average wind directions are [deg]:

Wijk bij
Duurstede

EHDL
HERW
Summer direction [deg]
245
227
246
Normalise summer direction [deg]
0
+18
-1
Winter direction [deg]
218
203
219
Normalise winter direction [deg]
0
+15
-1

Sanitising the smartmolen database

The opendata database for Rijn en Lek is here:
https://api.smartmolen.com/export/csv/summarised/rijnenlek/2024-01-01/2026-01-01/60

The mill (rijnenlek) can be changed to other mills in smartmolen; the first date (2024-01-01) is the start date from which one wants the data; the second date (2026-01-01) is the end date; and the interval (60) is the interval [in minutes] over which the data is averaged.

A few things are selected from the dataset of the smartmolen database:

Analysis of the measurements

Comparing with Rijn en Lek

To compare meteorological station's speeds (EHDL and HERW) with Rijn en Lek anemometer speeds, we might need to use IDW or another methodology [Apaydin, 2004].

Remark: Perhaps using the above average speed and direction is coming close to ordinary kriging (KO), but not sure! Or use Open-Meteo.

In below no IDW or KO is used, just individual meteorological stations are being used.

Wind speeds

The wind direction of the meteorological stations can be seen below with the wind direction at Rijn en Lek mill on the x-axis (for 1Bft upto and including 7Bft). The meteorological station's speeds have been compensated for the height of the anemometer and normalised with the average yearly wind speed.

Wind speeds measuresd

Speed comparison at the mill cap

Expectations

What is to be expected when looking at the wind speed effects around the anemometer, which is 2m above the mill cap and some 25cm in front of the flagpole?

Locaiton
      aemometer

The wake of the cap will have influence, by increasing or decreasing the windspeed at the anemometer. The following effects could happen (negative angle of attack [AoA] means a backed wind and positive AoA means veered wind):


Range of
      misalginments
Evaluation
From above graph it shows that the averaged wind speed of the meteorological station (HERW: purple dots) is close to the speed at Rijn en Lek (LOCAL).
A few possible phenomenon need to be kept in mind when comparing:
  1. The utilised z0 for the mill and the meterological statiosn need to be as close as possible to reality.
  2. A more specific z0m in a certain direction from Rijn en Lek (say between 0.05 and 1m) could be considered.
  3. The floodplains are lower than road level, some 3m lower. This increases the wind speed (at 28m) at the meteorological station.
  4. The accuracy of the anemometer is around 5%.
  5. Would wind channeling (due to churches) cause a high SpeedFactor for Rijn en Lek?
  6. The anemometer might be in the wake of the mill cap; this would introduce a higher or lower wind speed, depending where the anemometer is in the wake.
    Rijn en Lek's anemometer is at a height of 1.09*Hcap, it is not 100% sure what would happen at this height, will it reduce or increase the wind speed.
    To be verified with a CFD of the mill-body.

Wind direction

The relative wind direction of the meteorological stations can be seen below (relative to the wind direction at Rijn en Lek mill). The meteorological station's directions have been compensated for the average winds direction in winter. Rijn en Lek wind direction (on x-axis) has been compensated for the alignment error.
The distribution of directions can be seen below:
Direction aroudn Rijn en lek

The standard deviation of relative meteorological stations' direction is some 25deg. Assuming that the standard deviation of the meteorological stations' and anemometer's wind direction are similar, they are both around 15deg.

Changing mill cap direction

From 24/11/2024 05:00 until 25/11/2024 01:00 one sees a slowly moving direction of the mill cap (from 198 to 204deg), while no manual turning happened (in the red circle):
CHnagng direction
        whichno manual turning
This is at the time that storm Bert (in particular its warm sector) raged over The Netherlands.
Explanation could be: a) the cap was pushed to the side of the curb due to the wind force or b) the magnetometer calibration process caused this.

Wind distribution seen over town

KNMI meteorological stations Deelen and Herwijnen (orange dots, looks that the majority has a resolution of some 5deg) has been used below, as these two have the smallest difference with wind direction at Rijn en Lek (red dots, 1deg resolution) and they are close meteorological stations to Rijn en Lek.

Herwijnen, HERW Deelen, EHDL
Town
              and winddirction profile

Town and
                winddirction profile

The looks to be some realistic mapping between Rijn en Lek (LOCAL), Deelen (EHDL) and Herwijnen (HERW).

Matching mill anemometer readings with calculations

Rijn en Lek

The above compensated direction and wind speed data have been used. The speedfactor has been derived by dividing the Rijn en Lek (LOCAL) anemometer's wind vector by the meteorological (HERW or EHDL) station's wind vector. From these, the (non-weighted) average speedfactor magnitude per 10deg sector has been derived.

<right click a picture, to see a larger version in another browser window>

Rijn en Lek&HERW
Rijn en Lek&EHDL
Rijn en Lek&Open-Meteo
Speedfactor
              LOCAL/HERW
Speedfactor
              LOCAL/EHDL Speedfactor
              LOCAL/EHDL

Other mills

Some conclusions

We need to remember that a stable calibration of the magnetometer has now happened for some 17 weeks (Nov. 8, 2024 to March 1, 2025). Longer averaging might change the results in the future. If we need to have seasonal numbers, a two year period migth be needed.
There were battery problems with one or two magnetometers between 21 January and 17 February 2025.
<more to be added>

References

Apaydin, Halit et al.: Spatial Interpolation techniques for climate data in the Gap region in Turkey. In: Climate Research 28  (2004), issue 1, pp. 31-40.
Benschop, Henk and Jitze van der Meulen: Quality and representativity of wind measurements. In: WMO Technical Conference on Meteorological and Environmental Instruments and Methods of Observation (4-7 May 2005). WMO/TD-No. 1265, Instruments and Observing Methods Report No. 82 2005.
Beljaars, A.C.M.: Windbelemmering roncd windmolens. In: (1979).
Davenport, Alan G. et al.: Estimating the roughness of cities and sheltered country. In: 12th applied climatology.2000.

Acknowledgements

I would like to thank people, such as Justin Coombs, Camiel Damen and others for their help, encouragement and/or constructive feedback. Any remaining errors in methodology or results are my responsibility of course!!! If you want to provide constructive feedback, please let me know.
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Major content related changes: December 10, 2024