From 2f39e0e21b4c62c04a52a1a4f31a4b88885f5b52 Mon Sep 17 00:00:00 2001 From: Robert Pincus Date: Mon, 26 Apr 2021 21:15:21 -0400 Subject: [PATCH 01/27] A first comparison with P3 humidity data --- how_to_eurec4a/_toc.yml | 3 + how_to_eurec4a/p3_humidity_comparison.md | 86 ++++++++++++++++++++++++ how_to_eurec4a/pthree.md | 15 +++++ 3 files changed, 104 insertions(+) create mode 100644 how_to_eurec4a/p3_humidity_comparison.md create mode 100644 how_to_eurec4a/pthree.md diff --git a/how_to_eurec4a/_toc.yml b/how_to_eurec4a/_toc.yml index 70c86ca9..a2d56c63 100644 --- a/how_to_eurec4a/_toc.yml +++ b/how_to_eurec4a/_toc.yml @@ -12,6 +12,9 @@ - file: bacardi - file: wales - file: hamp_comparison +- file: pthree + sections: + - file: p3_humidity_comparison - file: meteor sections: - file: meteor_cloudradar diff --git a/how_to_eurec4a/p3_humidity_comparison.md b/how_to_eurec4a/p3_humidity_comparison.md new file mode 100644 index 00000000..98c56334 --- /dev/null +++ b/how_to_eurec4a/p3_humidity_comparison.md @@ -0,0 +1,86 @@ +--- +jupytext: + text_representation: + extension: .md + format_name: myst + format_version: 0.12 + jupytext_version: 1.7.1 +kernelspec: + display_name: Python 3 + language: python + name: python3 +--- + +# Humidity comparison: Hygrometer and isotope analyzer on the P3 + +There are + +```{code-cell} ipython3 +import xarray as xr +import matplotlib.pyplot as plt +%pylab inline + +import eurec4a +cat = eurec4a.get_intake_catalog() +``` + +Create a combined data with relative humidity from the aircraft hygrometer ("fl" means "flight level") and +the water vapor isotope analyzer ("iso"). Drop times when the aircraft is on the ground + +```{code-cell} ipython3 +fl = cat.P3.flight_level["P3-0119"].to_dask() +pi = cat.P3.isotope_analyzer.water_vapor_1hz["P3-0119"].to_dask() +rhs = xr.Dataset({"press" :fl["press"], + "alt" :fl["alt"], + "rh_p3" :fl["RH"], + "rh_iso":pi["rh_iso"]}) +rhs = rhs.where(rhs.alt > 80., drop = True) +``` + +Adriana Bailey from NCAR, who was responsible for the isotope analyzer, finds that while the two instruments agree most of the time, +the hygrometer is subject to both overshooting +(e.g. when the measured signal surpasses the expected value following a rapid rise in environmental water vapor concentration) and +ringing (i.e. rapid oscillations around the expected value) during rapid and large changes in water vapor concentration. This figure +illustrates the problem and shows why you'd want to use the water vapor measurements from the isotope analyzer then they're available. + +```{code-cell} ipython3 +fig, (ax1, ax2) = plt.subplots(nrows=2, sharex = True, figsize = (8.3, 16.6)) +# +# One time window +# +profiles = rhs.sel(time = slice(np.datetime64("2020-01-19T15:36:00"),np.datetime64("2020-01-19T16:07:40"))) +marker = "." +ax1.scatter(profiles["rh_p3" ], profiles["press"], + color=cc.glasbey[3], marker = marker, label = "Hygrometer") +ax1.scatter(profiles["rh_iso"], profiles["press"], + color="0.5", marker = marker, label = "Isotope analyzer") +# +# A second time window, shown as squares of roughly the same size +# +profiles = rhs.sel(time = slice(np.datetime64("2020-01-19T20:31:12"),np.datetime64("2020-01-19T20:41:16"))) +marker = "s" +ax1.scatter(profiles["rh_p3" ], profiles["press"], + color=cc.glasbey[3], marker = marker, s = .2 * plt.rcParams['lines.markersize']**2) +ax1.scatter(profiles["rh_iso"], profiles["press"], + color="0.5", marker = marker, s = .2 * plt.rcParams['lines.markersize']**2) + + +ax1.invert_yaxis() +ax1.legend(markerscale = 2) +ax1.set_xlim(0, 100) +ax1.set_ylabel("pressure (hPa)") + +ax1.annotate('Ringing', ( 5,890), fontsize="large") +ax1.annotate('Overshooting',(45,700), fontsize="large") +# +# Picarro vs. hygrometer RH - they mostly agree +# +ax2.scatter(rhs["rh_p3"],rhs["rh_iso"], s=3) +# 1:1 line +ax2.plot([0,102], [0,102], 'k-', color = 'black') +ax2.set_xlim(0, 102) +ax2.set_xlabel("Hygrometer relative humidity (%)") +ax2.set_ylabel("Picarro relative humidity (%)") + +plt.tight_layout() +``` diff --git a/how_to_eurec4a/pthree.md b/how_to_eurec4a/pthree.md new file mode 100644 index 00000000..5daa6d1b --- /dev/null +++ b/how_to_eurec4a/pthree.md @@ -0,0 +1,15 @@ +# P3 + +Replace with P3 specific text. + +The German High Altitude and Long-Range Research Aircraft (HALO) operated by the Deutsches Zentrum für Luft- and Raumfahrt (DLR) was equiped with remote sensing instruments and a facility to launch dropsondes. All instruments and PIs are listed on the official [eurec4a](http://eurec4a.eu/platforms/halo) webpage. + + +During EUREC4A HALO flew most of the time at about 9 km altitude circular patterns with 200 km diameter centered at 57.72W, 13.30N. +On typical flight days an excursion to the NTAS buoy or a satellite underpass separated the first three from the remaining three circles. Typically, the aircraft stayed up in the air for 8-9 hours per day starting at varying times in the morning to capture the diurnal cycle. + +```{figure} halo.jpg +:alt: HALO +:width: 400px +:align: center +``` From 2e7e5e38427746ea70825c601c8bcc82d34a4ddf Mon Sep 17 00:00:00 2001 From: Robert Pincus Date: Mon, 26 Apr 2021 21:50:36 -0400 Subject: [PATCH 02/27] Further explanations about the P3 humidity comparison --- how_to_eurec4a/p3_humidity_comparison.md | 30 +++++++++++++++++------- 1 file changed, 22 insertions(+), 8 deletions(-) diff --git a/how_to_eurec4a/p3_humidity_comparison.md b/how_to_eurec4a/p3_humidity_comparison.md index 98c56334..4c21e7be 100644 --- a/how_to_eurec4a/p3_humidity_comparison.md +++ b/how_to_eurec4a/p3_humidity_comparison.md @@ -13,7 +13,12 @@ kernelspec: # Humidity comparison: Hygrometer and isotope analyzer on the P3 -There are +During EUREC4A and ATOMIC the P3 made two _in situ_ measurements of humidity, one +with the normal chilled-mirror hygrometer, and one with a cavity ring down spectrometer. +The spectrometer's main purpose was to measure isotopes of water vapor but it's +good for the total humidty as well. + +For this example we need to plot some `xarray` datasets from the catalog. ```{code-cell} ipython3 import xarray as xr @@ -24,8 +29,9 @@ import eurec4a cat = eurec4a.get_intake_catalog() ``` -Create a combined data with relative humidity from the aircraft hygrometer ("fl" means "flight level") and -the water vapor isotope analyzer ("iso"). Drop times when the aircraft is on the ground +We'll create a combined data with relative humidity from the aircraft hygrometer +("fl" means "flight level") and the water vapor isotope analyzer ("iso") +from a single flight. Drop (remove) times when the aircraft is on the ground. ```{code-cell} ipython3 fl = cat.P3.flight_level["P3-0119"].to_dask() @@ -37,11 +43,19 @@ rhs = xr.Dataset({"press" :fl["press"], rhs = rhs.where(rhs.alt > 80., drop = True) ``` -Adriana Bailey from NCAR, who was responsible for the isotope analyzer, finds that while the two instruments agree most of the time, -the hygrometer is subject to both overshooting -(e.g. when the measured signal surpasses the expected value following a rapid rise in environmental water vapor concentration) and -ringing (i.e. rapid oscillations around the expected value) during rapid and large changes in water vapor concentration. This figure -illustrates the problem and shows why you'd want to use the water vapor measurements from the isotope analyzer then they're available. +Adriana Bailey from NCAR, who was responsible for the isotope analyzer, finds +that while the two instruments agree most of the time, the hygrometer is subject +to both overshooting (e.g. when the measured signal surpasses the expected value +following a rapid rise in environmental water vapor concentration) and ringing +(i.e. rapid oscillations around the expected value) during rapid and large changes in +water vapor concentration. + +Here are two figures to illustrate the problem and shows why you'd want to use the +water vapor measurements from the isotope analyzer then they're available. The top +panel combines data from two profiles and shows large excursions in the water vapor +measured by the hygrometer. The lower panel shows that most measurements agree +well but it's clear that it's better to use the the isotope analyzer measurements of +humidity during the experiment. ```{code-cell} ipython3 fig, (ax1, ax2) = plt.subplots(nrows=2, sharex = True, figsize = (8.3, 16.6)) From 3dbbe352654ae797e06aa13fec25067aa0d3ac4b Mon Sep 17 00:00:00 2001 From: Robert Pincus Date: Mon, 26 Apr 2021 22:37:00 -0400 Subject: [PATCH 03/27] Update Python requirements. 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