diff --git a/Tutorials/AAAR-2026-ACT-Tutorial/PySP2_raw_SP2b_tutorial.ipynb b/Tutorials/AAAR-2026-ACT-Tutorial/PySP2_raw_SP2b_tutorial.ipynb new file mode 100644 index 00000000..5617927e --- /dev/null +++ b/Tutorials/AAAR-2026-ACT-Tutorial/PySP2_raw_SP2b_tutorial.ipynb @@ -0,0 +1,817 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1e19a3ad", + "metadata": {}, + "source": [ + "# Processing raw SP2b data with PySP2\n", + "\n", + "This tutorial follows a raw Single Particle Soot Photometer (SP2) file through two levels of processing:\n", + "\n", + "1. **Particle-by-particle statistics**: read the waveforms, fit peaks, and calculate calibrated scattering diameters and incandescence/black-carbon masses.\n", + "2. **Time-averaged products**: combine the particle statistics with housekeeping flow data to calculate size distributions and mass/number concentrations.\n", + "\n", + "The example files come from the [`arm_test_data`](https://github.com/ARM-DOE/arm-test-data) repository. The `.sp2b`, `.ini`, and `.hk` files are a matched set: the raw waveform file, acquisition/calibration settings, and housekeeping data, respectively.\n", + "\n", + "The particle-level and time-averaged products are stored as separate datasets for analysis.\n", + "\n", + "## Learning objectives\n", + "\n", + "By the end of this tutorial, you will be able to:\n", + "\n", + "- Read raw SP2b waveforms and inspect individual detector channels.\n", + "- Fit waveform peaks and apply size and rBC-mass calibrations.\n", + "- Combine particle statistics with housekeeping data to calculate concentrations and size distributions.\n", + "- Save particle-level and time-averaged products as NetCDF files.\n", + "\n", + "This processing is being done by a package called PySP2. For more information about PySP2, see the following talk this week:\n", + "\n", + "### Presentation details\n", + "\n", + "| Item | Details |\n", + "|---|---|\n", + "| **Title** | *PySP2: An Open-Source Framework for Single-Particle Soot Photometer Data Processing* |\n", + "| **Date** | Wednesday, October 28 |\n", + "| **Time** | 10:45 a.m. |\n", + "| **Session** | 5IM |\n", + "| **Location** | Ballroom C, Pasadena Convention Center |\n", + "\n", + "\n", + "## About the SP2\n", + "\n", + "![SP2 instrument](https://envea.global/wp-content/uploads/2026/03/SP2-200219-copy.png)\n", + "\n", + "A Single Particle Soot Photometer (SP2) measures individual aerosol particles as they pass through a focused laser beam. The instrument records the time-dependent light signals produced by each particle, rather than only reporting an average concentration.\n", + "\n", + "Two measurements are especially important in this tutorial:\n", + "\n", + "- **Elastic scattering** measures the light scattered by a particle and is used to estimate its physical size after calibration.\n", + "- **Laser-induced incandescence (LII)** heats refractory black carbon (rBC) in the laser beam until it glows. The incandescence signal is calibrated to estimate rBC mass.\n", + "\n", + "The raw waveform contains the signals from multiple detector channels for each particle transit. PySP2 reads those waveforms, identifies and fits the scattering and incandescence peaks, applies instrument-specific calibrations, and returns particle-level results as [xarray datasets](https://docs.xarray.dev/en/stable/generated/xarray.Dataset.html). Those particle-level results can then be combined with flow and timing information to calculate time-averaged number, size, and rBC mass concentrations. See the PySP2 [particle-information reference](https://arm-doe.github.io/PySP2/users_guide/particle_information.html) for descriptions of the particle-level variables.\n", + "\n", + "This workflow uses three related files: the `.sp2b` file contains raw particle waveforms, the `.ini` file contains acquisition and calibration settings, and the `.hk` file contains housekeeping and flow measurements. Keeping these files matched is important because the calibration and flow information provide the context needed to interpret the raw signals.\n", + "\n", + "## Prerequisites\n", + "\n", + "Before continuing, you should be familiar with:\n", + "\n", + "- [NumPy basics](../ACT-Python-Tutorial/2a-scientific_libraries_numpy)\n", + "- [Xarray basics](../ACT-Python-Tutorial/2c-scientific_libraries_xarray)\n", + "- [Matplotlib plotting](../ACT-Python-Tutorial/2c-scientific_libraries_xarray)\n", + "\n", + "The Xarray tutorial includes examples of plotting with Matplotlib.\n", + "\n", + "\n", + "## AI Disclosure\n", + "\n", + "Codex/GPT 5.6-Luna assisted with generating this notebook." + ] + }, + { + "cell_type": "markdown", + "id": "ce8c87d3", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "### Installation\n", + "\n", + "Install PySP2 and the ARM test-data package in the environment used for this notebook if needed:\n", + "\n", + "```bash\n", + "conda install -c conda-forge pysp2 arm-test-data\n", + "```\n", + "\n", + "PySP2 returns [xarray](https://xarray.dev/) datasets, so the intermediate and final data products can be inspected, plotted, and saved using the broader scientific-Python ecosystem. For more information on the xarray Dataset object, see [xr.Dataset](https://docs.xarray.dev/en/stable/generated/xarray.Dataset.html).\n", + "\n", + "### Input files\n", + "\n", + "| File | Contents |\n", + "|---|---|\n", + "| `.sp2b` | Raw particle waveforms |\n", + "| `.ini` | Acquisition and calibration settings |\n", + "| `.hk` | Housekeeping and flow measurements |" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0412ce6b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fetching files from ARM test data repository...\n", + "DATASETS: ['201509021500.bi', '20230721121710.ini', '20230721121711.hk', '20230721x001.sp2b', '20230721x002.sp2b', 'AAFNAV_COR_20181104_R0.ict', 'AMF_US-CU1_BASE_HH_1-5.csv', 'AMF_US-CU1_BIF_20250318.xlsx', 'ESRL-GMD-AEROSOL_v1.0_HOUR_MLO_s20200101T000000Z_e20210101T000000Z_c20210214T053835Z.nc', 'NEON.D18.BARR.DP1.00002.001.000.010.001.SAAT_1min.2022-10.expanded.20221107T205629Z.csv', 'NEON.D18.BARR.DP1.00002.001.sensor_positions.20221107T205629Z.csv', 'NEON.D18.BARR.DP1.00002.001.variables.20221201T110553Z.csv', 'US1200R.20200101000000.20210214053818.nephelometer.aerosol_light_scattering_coefficient.pm10.1y.1h.US06L_TSI_3563_MLO.US06L_scat_coef.lev2.nas', 'anltwr_mar19met.data', 'ayp22199.21m', 'ayp22200.00m', 'bnfcsapr2radclss.c2.20250619.000000.nc', 'bnfldquantsM1.c1.20250619.000000.nc', 'bnfldquantsS30.c1.20250619.000000.nc', 'bnfmetM1.b1.20250619.000000.cdf', 'bnfmetS20.b1.20250619.000000.cdf', 'bnfmetS30.b1.20250619.000000.cdf', 'bnfmetS40.b1.20250619.000000.cdf', 'bnfmetwxtS13.b1.20250619.000100.nc', 'bnfsondewnpnM1.b1.20250619.053000.cdf', 'bnfwbpluvio2M1.a1.20250619.000000.nc', 'brw21001.dat', 'brw_12_2020_hour.dat', 'brw_CCl4_Day.dat', 'co2_brw_surface-insitu_1_ccgg_MonthlyData.txt', 'ctd21125.15w', 'ctd22187.00t.txt', 'enametC1.b1.20221109.000000.cdf', 'enatsiskycoverC1.b1.20230307.082100.cdf', 'enavisstgridm11minnisX1.c1.20230307.000000.cdf', 'gucmetM1.b1.20230301.000000.cdf', 'houmergedsmpsapsmlM1.c1.20220801.000000.nc', 'houstonaug300.0summer2010080100', 'maraosmetM1.a1.20180201.000000.nc', 'marirtsstM1.b1.20190320.000000.nc', 'marnavM1.a1.20180201.000000.nc', 'met_brw_insitu_1_obop_hour_2020.txt', 'met_lcl.nc', 'mosaossp2M1.00.20191216.000601.raw.20191216000000.ini', 'mosaossp2M1.00.20191216.130601.raw.20191216x193.sp2b', 'mosaossp2auxM1.00.20191217.010801.raw.20191216000000.hk', 'nsacamskyradmovieC1.a1.20240401.100300.mpg', 'nsacloudphaseC1.c1.20180601.000000.nc', 'nsasurfspecalb1mlawerC1.c1.20160609.080000.nc', 'sgp30ebbrE13.b1.20190601.000000.nc', 'sgp30ebbrE32.b1.20191125.000000.nc', 'sgp30ebbrE32.b1.20191130.000000.nc', 'sgp30ecorE14.b1.20190601.000000.cdf', 'sgp30ecorE6.b1.20040705.000000.cdf', 'sgpaerich1C1.b1.20190501.000342.nc', 'sgpamcE39.b1.20230601.000000.nc', 'sgpaosacsmE13.b2.20230420.000109.nc', 'sgpaosccn2colaE13.b1.20170903.000000.nc', 'sgpbrsC1.b1.20190705.000000.cdf', 'sgpceilC1.b1.20190101.000000.nc', 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'sgpmet_test_time.nc', 'sgpmfrsr7nchE11.b1.20210329.070000.nc', 'sgpmfrsr7nchE11.b1.yaml', 'sgpmfrsraod1michE13.c1.20200101.000000.cdf', 'sgpmfrsraod1michE13.c1.20200102.000000.cdf', 'sgpmfrsraod1michE13.c1.20200103.000000.cdf', 'sgpmmcrC1.b1.1.cdf', 'sgpmmcrC1.b1.2.cdf', 'sgpmplpolfsC1.b1.20190502.000000.cdf', 'sgprlC1.a0.20160131.000000.nc', 'sgpsebsE14.b1.20190601.000000.cdf', 'sgpsebsE39.b1.20230601.000000.cdf', 'sgpsirsC1.b1.20040101.000000.cdf', 'sgpsirsE13.b1.20190101.000000.cdf', 'sgpsondewnpnC1.b1.20190101.053200.cdf', 'sgpstampE13.b1.20200101.000000.nc', 'sgpstampE31.b1.20200101.000000.nc', 'sgpstampE32.b1.20200101.000000.nc', 'sgpstampE33.b1.20200101.000000.nc', 'sgpstampE34.b1.20200101.000000.nc', 'sgpstampE39.b1.20230601.000000.nc', 'sgpstampE9.b1.20200101.000000.nc', 'sgpstamppcpE39.b1.20230601.000000.nc', 'sgpswatsE8.b1.20071229.000700.cdf', 'sodar.20230404.mnd', 'twpsondewnpnC3.b1.20060119.050300.custom.cdf', 'twpsondewnpnC3.b1.20060119.112000.custom.cdf', 'twpsondewnpnC3.b1.20060119.163300.custom.cdf', 'twpsondewnpnC3.b1.20060119.231600.custom.cdf', 'twpsondewnpnC3.b1.20060120.043800.custom.cdf', 'twpsondewnpnC3.b1.20060120.111900.custom.cdf', 'twpsondewnpnC3.b1.20060120.170800.custom.cdf', 'twpsondewnpnC3.b1.20060120.231500.custom.cdf', 'twpsondewnpnC3.b1.20060121.051500.custom.cdf', 'twpsondewnpnC3.b1.20060121.111600.custom.cdf', 'twpsondewnpnC3.b1.20060121.171600.custom.cdf', 'twpsondewnpnC3.b1.20060121.231600.custom.cdf', 'twpsondewnpnC3.b1.20060122.052600.custom.cdf', 'twpsondewnpnC3.b1.20060122.111500.custom.cdf', 'twpsondewnpnC3.b1.20060122.171800.custom.cdf', 'twpsondewnpnC3.b1.20060122.232600.custom.cdf', 'twpsondewnpnC3.b1.20060123.052500.custom.cdf', 'twpsondewnpnC3.b1.20060123.111700.custom.cdf', 'twpsondewnpnC3.b1.20060123.171600.custom.cdf', 'twpsondewnpnC3.b1.20060123.231500.custom.cdf', 'twpsondewnpnC3.b1.20060124.051500.custom.cdf', 'twpsondewnpnC3.b1.20060124.111800.custom.cdf', 'twpsondewnpnC3.b1.20060124.171700.custom.cdf', 'twpsondewnpnC3.b1.20060124.231500.custom.cdf', 'twpvisstgridirtemp.c1.20050705.002500.nc', 'vdis.b1']\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import warnings\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "from arm_test_data import DATASETS\n", + "import pysp2\n", + "\n", + "warnings.filterwarnings(\"ignore\", category=RuntimeWarning)\n", + "plt.rcParams[\"figure.figsize\"] = (10, 4)\n", + "plt.rcParams[\"figure.dpi\"] = 120" + ] + }, + { + "cell_type": "markdown", + "id": "e95e902a", + "metadata": {}, + "source": [ + "## 1. Download an example dataset\n", + "\n", + "The `DATASETS` structure contains example raw SP2 data for a 10-minute period that we can process with PySP2. `DATASETS.fetch` downloads a file into the local `arm_test_data` cache the first time it is requested and returns its local path on subsequent calls. For a real deployment, replace these three names with the matching files from that deployment. See the PySP2 [raw-file processing guide](https://arm-doe.github.io/PySP2/users_guide/processing_raw_file.html) for more information about reading SP2b files." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e2632f45", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SP2b: /Users/rjackson/Library/Caches/arm-test-data/mosaossp2M1.00.20191216.130601.raw.20191216x193.sp2b\n", + "INI: /Users/rjackson/Library/Caches/arm-test-data/mosaossp2M1.00.20191216.000601.raw.20191216000000.ini\n", + "HK: /Users/rjackson/Library/Caches/arm-test-data/mosaossp2auxM1.00.20191217.010801.raw.20191216000000.hk\n" + ] + } + ], + "source": [ + "sp2b_file = DATASETS.fetch(\n", + " \"mosaossp2M1.00.20191216.130601.raw.20191216x193.sp2b\"\n", + ")\n", + "ini_file = DATASETS.fetch(\n", + " \"mosaossp2M1.00.20191216.000601.raw.20191216000000.ini\"\n", + ")\n", + "hk_file = DATASETS.fetch(\n", + " \"mosaossp2auxM1.00.20191217.010801.raw.20191216000000.hk\"\n", + ")\n", + "\n", + "for label, filename in {\"SP2b\": sp2b_file, \"INI\": ini_file, \"HK\": hk_file}.items():\n", + " print(f\"{label}: {filename}\")" + ] + }, + { + "cell_type": "markdown", + "id": "bc511745", + "metadata": {}, + "source": [ + "## 2. Read the raw SP2b waveforms\n", + "\n", + "### Read waveform data\n", + "\n", + "PySP2 supports the standard raw format supplied by Envea instruments. First, we read the raw waveforms from the `.sp2b` file. [`read_sp2`](https://arm-doe.github.io/PySP2/developers_guide/generated/pysp2.io.read_sp2.html) decodes these binary records into one xarray dataset.\n", + "\n", + "Each `event_index` is a particle trigger; `Data_ch0` through `Data_ch7` contain the digitized detector waveforms, and `columns` is the number of bins in each waveform, typically 100. Each bin represents a waveform sample. As the particle moves through the SP2 sample volume, it scatters the laser beam. If it contains rBC, it also incandesces in the laser beam.\n", + "\n", + "For an 8-channel SP2, `ch0` is a high-gain scattering detector while `ch4` is a low-gain detector. Using detectors with different gains allows particles across a wider size range to be detected and sized. The low-gain detector is designed for signals that saturate the high-gain detector, allowing detection and sizing of larger particles (approximately >0.2 µm). The high-gain detector is designed for the smaller rBC-containing particles detected by the SP2.\n", + "\n", + "`ch1` is designed for high gain incandescence signals, while ch5 is for low gain signals. \n", + "At this stage the signals are instrument counts, not yet particle size or mass." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "f53b03bc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 38MB\n", + "Dimensions: (event_index: 5877, columns: 100)\n", + "Dimensions without coordinates: event_index, columns\n", + "Data variables: (12/19)\n", + " time (event_index) datetime64[ns] 47kB 2019-12-16T12:42:50.67...\n", + " Flag (event_index) int16 12kB 16 16 23 16 16 ... 2073 16 16 2329\n", + " Res1 (event_index) float32 24kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0\n", + " Res5 (event_index) float32 24kB 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0\n", + " Res6 (event_index) float32 24kB 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0\n", + " Res7 (event_index) float64 47kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0\n", + " ... ...\n", + " Data_ch2 (event_index, columns) int64 5MB -29892 -29896 ... -29884\n", + " Data_ch3 (event_index, columns) int64 5MB -84 -168 ... 32764 32764\n", + " Data_ch4 (event_index, columns) int64 5MB -30144 -30144 ... -30152\n", + " Data_ch5 (event_index, columns) int64 5MB -29900 -29908 ... -29896\n", + " Data_ch6 (event_index, columns) int64 5MB -29900 -29900 ... -29900\n", + " Data_ch7 (event_index, columns) int64 5MB 8 12 -12 ... -19060 -18248\n", + "\n", + "Particle records: 5,877\n" + ] + } + ], + "source": [ + "raw = pysp2.io.read_sp2(sp2b_file)\n", + "print(raw)\n", + "print(f\"\\nParticle records: {raw.sizes['event_index']:,}\")" + ] + }, + { + "cell_type": "markdown", + "id": "fe38c249-d963-4296-9fb2-f408ff7917f4", + "metadata": {}, + "source": [ + "### Inspect high-gain channels\n", + "\n", + "The plot below shows the scattering and incandescence waveforms for one particle. These values are `int16` quantizations of a voltage and do not have physical units. The baseline scattering signal is encoded near -29,000, so this particle's signal is about 4,000 quantizations tall. The Gaussian-shaped peak indicates a scattering signal.\n", + "\n", + "The noisy `ch1` waveform indicates no detectable incandescence signal. This particle therefore likely contains no rBC within the detection limits of the SP2.\n", + "\n", + "*Figure: High-gain scattering (`ch0`) and incandescence (`ch1`) waveforms for one particle. The y-axis is instrument counts, not a calibrated physical unit.*" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2ceb93e5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# High-gain scattering and incandescence waveforms.\n", + "event = 100\n", + "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(9, 5))\n", + "raw.Data_ch0.isel(event_index=event).plot(ax=axes[0])\n", + "raw.Data_ch1.isel(event_index=event).plot(ax=axes[1])\n", + "axes[0].set_title(f\"Raw particle event {event}\")\n", + "axes[0].set_ylabel(\"Scattering counts\")\n", + "axes[1].set_ylabel(\"Incandescence counts\")\n", + "axes[1].set_xlabel(\"Waveform sample\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "ccf86705-3d41-42fb-8933-a05cec8e7abc", + "metadata": {}, + "source": [ + "### Inspect low-gain channels\n", + "\n", + "The low-gain `ch4` peak is about 400 quantizations tall, indicating lower sensitivity to the same particle-scattering signal. The noisy `ch5` waveform again suggests that this particle has no detectable rBC mass.\n", + "\n", + "*Figure: Low-gain scattering (`ch4`) and incandescence (`ch5`) waveforms for the same particle. The y-axis is instrument counts, not a calibrated physical unit.*" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3aba36af-c9ad-498c-ba83-fbd055a3aa1e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Low-gain scattering and incandescence waveforms.\n", + "event = 100\n", + "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(9, 5))\n", + "raw.Data_ch4.isel(event_index=event).plot(ax=axes[0])\n", + "raw.Data_ch5.isel(event_index=event).plot(ax=axes[1])\n", + "axes[0].set_title(f\"Raw particle event {event}\")\n", + "axes[0].set_ylabel(\"Scattering counts\")\n", + "axes[1].set_ylabel(\"Incandescence counts\")\n", + "axes[1].set_xlabel(\"Waveform sample\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "ccd2b3f5", + "metadata": {}, + "source": [ + "## 3. Fit peaks to calculate particle statistics\n", + "\n", + "### Fit waveform peaks\n", + "\n", + "The next step is to load the PySP2 acquisition settings needed for processing. The `.ini` file supplies settings such as the pre-trigger length and the number of particles sampled.\n", + "\n", + "[`gaussian_fit`](https://arm-doe.github.io/PySP2/developers_guide/generated/pysp2.util.gaussian_fit.html) fits the scattering and incandescence signals for every event and adds peak heights, positions, widths, and related diagnostics. These particle statistics are then used to calculate the particle diameters and masses. The [particle-information reference](https://arm-doe.github.io/PySP2/users_guide/particle_information.html) documents the peak and fitted-particle variables.\n", + "\n", + "For this tutorial we use serial processing, as there are only 5887 waveforms in this dataset. SP2 datasets can sometimes contain millions of waveforms per day, especially during polluted conditions. For a large deployment, `parallel=\"multiprocessing\"` or `parallel=\"dask\"` can reduce processing time." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "252b87d6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Versions', 'Program', 'Controllers', 'Alarms', 'Alicat Flow Controller', 'Control', 'SPAT', 'Acquisition', 'Digital', 'Laser', 'Analog Input', 'Housekeeping', 'Streaming Data', 'Flow Meters', 'Calculated Channels', 'Calculations', 'Missing Value']\n", + "1 of every = 1\n", + "Processing record 0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/rjackson/PySP2/pysp2/util/peak_fit.py:391: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " coeff, var_matrix = curve_fit(_gaus, bins_fit, data_fit, p0=p0, method='lm', maxfev=40, ftol=1e-3)\n", + "/Users/rjackson/PySP2/pysp2/util/peak_fit.py:571: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " coeff, var_matrix = curve_fit(_gaus, bins_fit, temp1_fit, p0=p0, method='lm', maxfev=50, ftol=1e-3)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing record 1000\n", + "Processing record 2000\n", + "Processing record 3000\n", + "Processing record 4000\n", + "Processing record 5000\n", + "5877 records processed in 3.068802833557129 s\n", + " Size: 188kB\n", + "Dimensions: (event_index: 5877)\n", + "Dimensions without coordinates: event_index\n", + "Data variables:\n", + " PkHt_ch0 (event_index) float64 47kB 3.3e+03 2.877e+03 ... nan nan\n", + " PkPos_ch0 (event_index) float64 47kB 38.0 72.0 34.0 43.0 ... 39.0 nan nan\n", + " PkHt_ch1 (event_index) float64 47kB 31.6 19.6 6.266e+04 ... 16.0 14.4 25.6\n", + " PkPos_ch1 (event_index) float64 47kB 59.0 84.0 36.0 13.0 ... 2.0 12.0 54.0\n" + ] + } + ], + "source": [ + "config = pysp2.io.read_config(ini_file)\n", + "print(config.sections())\n", + "print(\"1 of every =\", config[\"Acquisition\"][\"1 of Every\"])\n", + "\n", + "fitted = pysp2.util.gaussian_fit(raw, config, parallel=False)\n", + "print(fitted[[\"PkHt_ch0\", \"PkPos_ch0\", \"PkHt_ch1\", \"PkPos_ch1\"]])" + ] + }, + { + "cell_type": "markdown", + "id": "1d563f29", + "metadata": {}, + "source": [ + "### Apply size and mass calibrations\n", + "\n", + "The next step is to convert these particle statistics into particle masses and sizes for analysis. [`calc_diams_masses`](https://arm-doe.github.io/PySP2/developers_guide/generated/pysp2.util.calc_diams_masses.html) converts fitted peak statistics into particle properties, including scattering diameter, black-carbon/soot mass, and acceptance flags. The returned variables are still particle-by-particle: one value per `event_index`. See the [particle-information reference](https://arm-doe.github.io/PySP2/users_guide/particle_information.html) for the names and meanings of these variables.\n", + "\n", + "### How the calibration is applied\n", + "\n", + "The Gaussian fits provide peak heights for the scattering channels (`PkHt_ch0`/`PkHt_ch4`) and the incandescence channels (`PkHt_ch1`/`PkHt_ch5`). Calibration converts those instrument-count measurements into physical particle properties:\n", + "\n", + "1. **Scattering diameter:** calibration particles with known diameters, commonly PSL spheres, establish the detector response. PySP2 applies the instrument's scattering calibration function to the fitted scattering peak height, conceptually\n", + " \n", + " `scattering diameter = f_scattering(scattering peak height)`.\n", + " \n", + " The fitted function and its coefficients are instrument-specific; they may be represented as a log-log polynomial or another empirical response curve. The result is stored in variables such as `ScatDiaBC50` and is reported in nanometers.\n", + "\n", + "2. **rBC mass from incandescence:** the incandescence response is calibrated with particles or standards of known refractory-black-carbon mass. After baseline correction, the fitted incandescence peak is passed through the mass-response calibration, conceptually\n", + " \n", + " `rBC mass = f_incandescence(incandescence peak height)`.\n", + " \n", + " For a linear calibration this is equivalent to `rBC mass = slope × peak height + intercept`; the actual response and channel selection are instrument-specific. PySP2 stores the resulting particle mass in variables such as `incandMass` or related incandescence-mass fields.\n", + "\n", + "3. **Soot diameter:** the calibrated rBC mass can be expressed as a volume-equivalent soot diameter by assuming a particle density, typically using\n", + " \n", + " `soot diameter = (6 × rBC mass / (π × soot density))**(1/3)`.\n", + " \n", + " This is why `sootDiam` and the scattering diameter answer different questions: one is based on incandescence-derived rBC mass, while the other is based on elastic-scattering response. A scattering-based mass product, when calculated, is a mass-equivalent estimate derived from scattering diameter and density assumptions rather than a direct mass measurement.\n", + "\n", + "| Quantity | Calibration input | Result |\n", + "|---|---|---|\n", + "| Scattering diameter | Scattering peak height and known-size calibration particles | Optical/equivalent particle diameter |\n", + "| rBC mass | Incandescence peak height and known-mass calibration | Refractory black-carbon mass |\n", + "| Soot diameter | rBC mass and assumed soot density | Volume-equivalent rBC diameter |\n", + "\n", + "> **Calibration note:** if no `DMTGlobals` object is supplied, PySP2 uses its default calibration values. Those defaults are useful for this test dataset and for demonstrating the workflow, but scientific analysis should use the coefficients and rejection limits for the specific SP2 and calibration material." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "1199140f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning: Using DMTGlobal as default. To avoid this warning, define Globals!=None as input variable to function call calc_diams_massess()\n", + "Number of scattering particles accepted = 4799\n", + "Number of scattering particles rejected for min. peak height = 11\n", + "Number of scattering particles rejected for peak width = 16\n", + "Number of scattering particles rejected for fat peak = 0\n", + "Number of scattering particles rejected for peak pos. = 91\n", + "Number of incandescence particles accepted = 599\n", + "Number of incandescence particles rejected for min. peak height = 6\n", + "Number of incandescence particles rejected for peak width = 4221\n" + ] + } + ], + "source": [ + "particle = pysp2.util.calc_diams_masses(fitted)" + ] + }, + { + "cell_type": "markdown", + "id": "94b69ad9-79bf-4684-9919-0700237e5f2d", + "metadata": {}, + "source": [ + "### Inspect calibrated particle properties\n", + "\n", + "The plot below shows calibrated diameters for the first 1,000 particles. The separation between scattering diameter and soot diameter illustrates that many particles in this example contain little or no detectable rBC." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1161046b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Particle #')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Inspect the particle-level relationship between incandescence mass and size.\n", + "particle[\"sootDiam\"].isel(index=slice(0, 1000)).plot(label=\"Soot diameter [nm]\")\n", + "particle[\"ScatDiaBC50\"].isel(index=slice(0, 1000)).plot(label=\"Scattering diameter [nm]\")\n", + "plt.ylabel(\"Diameter [nm]\")\n", + "plt.xlabel(\"Particle number\")\n", + "plt.title(\"Calibrated particle diameters\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "b295ead8", + "metadata": {}, + "source": [ + "## 4. Read housekeeping data and process distributions\n", + "\n", + "### Calculate time-averaged products\n", + "\n", + "The final processing step calculates particle size distributions from the scattering and incandescence channels. The size-distribution and concentration calculations need sample flow, duty cycle, pressure, and temperature from the housekeeping file. [`process_psds`](https://arm-doe.github.io/PySP2/developers_guide/generated/pysp2.util.process_psds.html) bins the accepted particle properties and converts counts and mass to concentrations using the measured flow. The [housekeeping-data guide](https://arm-doe.github.io/PySP2/users_guide/view_hk_data.html) describes the input variables, while the [time-series processing guide](https://arm-doe.github.io/PySP2/users_guide/processing_time_series.html) documents the resulting products. The defaults below create 199 bins at 0.005 µm spacing and 10-second averages." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "03114b5b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 32MB\n", + "Dimensions: (time: 86400)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 691kB 2019-12-16T00:00:0...\n", + "Data variables: (12/46)\n", + " Time (time) float64 691kB 0.609 1.622 ... 8.64e+04\n", + " Sample Flow LFE (time) float64 691kB 119.7 120.3 ... 119.2 121.0\n", + " YAG Power (time) float64 691kB 5.15 5.279 ... 5.166 5.214\n", + " Incand. Conc. (time) float64 691kB 6.449 4.512 ... 7.94 10.06\n", + " Sheath Flow Read (time) float64 691kB 1.006e+03 ... 1e+03\n", + " YAG Crystal Temp (time) float64 691kB 28.59 28.66 ... 28.69 28.52\n", + " ... ...\n", + " Num of Particles (time) int64 691kB 73 56 53 56 ... 203 241 214\n", + " Num Written to File (time) int64 691kB 73 56 53 56 ... 203 241 214\n", + " Num in File (time) int64 691kB 40 96 149 ... 23408 23622\n", + " Laser Power Switch (time) int64 691kB 1 1 1 1 1 1 1 ... 1 1 1 1 1 1\n", + " Sample Pump Power Switch (time) int64 691kB 1 1 1 1 1 1 1 ... 1 1 1 1 1 1\n", + " Laser Temp (time) float64 691kB 0.9572 0.9572 ... 0.9572\n", + "Attributes:\n", + " _datastream: mosaossp2auxM1.00\n", + " _site: mos\n", + " _arm_standards_flag: 0\n", + "Warning: Using DMTGlobal as default. To avoid this warning, define Globals!=None as input variable to function call process_psds()\n", + " Size: 70MB\n", + "Dimensions: (time: 8639, num_bins: 199)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 69kB 2019-12-16T00:00:00.600000 ...\n", + " * num_bins (num_bins) float64 2kB 0.01 0.015 0.02 ... 0.99 0.995 1.0\n", + "Data variables: (12/17)\n", + " DateTimeWaveUTC (time) float64 69kB 3.659e+09 3.659e+09 ... 3.659e+09\n", + " NumConcIncan (time) float64 69kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", + " NumConcIncanScat (time) float64 69kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", + " NumConcTotal (time) float64 69kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", + " NumConcScatSat (time) float64 69kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", + " NumConcScat (time) float64 69kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", + " ... ...\n", + " ScatNumEnsemble (time, num_bins) float64 14MB 0.0 0.0 0.0 ... 0.0 0.0 0.0\n", + " ScatMassEnsemble (time, num_bins) float64 14MB 0.0 0.0 0.0 ... 0.0 0.0 0.0\n", + " IncanNumEnsemble (time, num_bins) float64 14MB 0.0 0.0 0.0 ... 0.0 0.0 0.0\n", + " IncanMassEnsemble (time, num_bins) float64 14MB 0.0 0.0 0.0 ... 0.0 0.0 0.0\n", + " ScatNumEnsembleBC (time, num_bins) float64 14MB 0.0 0.0 0.0 ... 0.0 0.0 0.0\n", + " NumFracBC (time) float64 69kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n" + ] + } + ], + "source": [ + "hk = pysp2.io.read_hk_file(hk_file)\n", + "print(hk)\n", + "\n", + "psd = pysp2.util.process_psds(\n", + " particle, hk, config,\n", + " deltaSize=0.005,\n", + " num_bins=199,\n", + " avg_interval=10,\n", + ")\n", + "print(psd)" + ] + }, + { + "cell_type": "markdown", + "id": "4f315bae-d75f-4ad7-8ad1-84917f8e1587", + "metadata": {}, + "source": [ + "### Plot concentration time series\n", + "\n", + "The following plot shows number concentration and incandescence mass concentration. Both values are reported per unit air volume." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "662b68de", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:7: SyntaxWarning: \"\\m\" is an invalid escape sequence. Such sequences will not work in the future. Did you mean \"\\\\m\"? A raw string is also an option.\n", + "<>:7: SyntaxWarning: \"\\m\" is an invalid escape sequence. Such sequences will not work in the future. Did you mean \"\\\\m\"? A raw string is also an option.\n", + "/var/folders/f7/j8d4tzw924s73dlkdx4d4h_c0000gp/T/ipykernel_36141/3458399664.py:7: SyntaxWarning: \"\\m\" is an invalid escape sequence. Such sequences will not work in the future. Did you mean \"\\\\m\"? A raw string is also an option.\n", + " axes[1].set_ylabel(\"Incandescence mass [$\\mu g$]\")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Time series of integrated number and mass concentration.\n", + "time_window = dict(time=slice(\"2019-12-16T12:40:00\", \"2019-12-16T13:10:00\"))\n", + "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(10, 6))\n", + "psd[\"NumConcTotal\"].sel(**time_window).plot(ax=axes[0])\n", + "psd[\"MassIncand2total\"].sel(**time_window).plot(ax=axes[1])\n", + "axes[0].set_ylabel(\"Number concentration [cm$^{-3}$]\")\n", + "axes[0].set_title(\"10-second SP2 concentration products\")\n", + "axes[1].set_ylabel(\"Incandescence mass [\\\\mu g m$^{-3}$]\")\n", + "axes[1].set_xlabel(\"Time\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "c875178c-e8d3-4aba-8c43-9267b44a23b0", + "metadata": {}, + "source": [ + "### Plot size distributions\n", + "\n", + "The following heat maps show scattering number and incandescence mass distributions. The logarithm is used to display values spanning several orders of magnitude; zero and missing values should be handled before applying `np.log10` in production analyses." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "ce729761", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:8: SyntaxWarning: \"\\m\" is an invalid escape sequence. Such sequences will not work in the future. Did you mean \"\\\\m\"? A raw string is also an option.\n", + "<>:8: SyntaxWarning: \"\\m\" is an invalid escape sequence. Such sequences will not work in the future. Did you mean \"\\\\m\"? A raw string is also an option.\n", + "/var/folders/f7/j8d4tzw924s73dlkdx4d4h_c0000gp/T/ipykernel_36141/820167821.py:8: SyntaxWarning: \"\\m\" is an invalid escape sequence. Such sequences will not work in the future. Did you mean \"\\\\m\"? A raw string is also an option.\n", + " cbar_kwargs=dict(label=\"$log_{10}$ Incandescence mass\\n [$\\mu g$ $m^{-3}$ per bin]\"))\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the scattering number size distribution and incandescence mass distribution.\n", + "fig, axes = plt.subplots(2, 1, figsize=(12, 6))\n", + "np.log10(psd[\"ScatMassEnsemble\"]).sel(**time_window).plot(\n", + " ax=axes[0], x=\"time\", vmin=-6, vmax=-3,\n", + " cbar_kwargs=dict(label=\"$log_{10}$ scattering number\\n [cm$^{-3}$ per bin]\"))\n", + "np.log10(psd[\"IncanMassEnsemble\"]).sel(**time_window).plot(\n", + " ax=axes[1], x=\"time\", vmin=-6, vmax=-3, \n", + " cbar_kwargs=dict(label=\"$log_{10}$ incandescence mass\\n [\\\\mu g m$^{-3}$ per bin]\"))\n", + "axes[0].set(title=\"Scattering number size distribution\",\n", + " xlabel=\"Scattering diameter (µm)\")\n", + "axes[1].set(title=\"Incandescence mass distribution\",\n", + " xlabel=\"Incandescence diameter (µm)\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "cf20a2c6-9752-46d5-b113-32d735726349", + "metadata": {}, + "source": [ + "### Plot mean mass distributions\n", + "\n", + "The mean mass distributions summarize the selected time window and show that these particles have a relatively small rBC mass fraction." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "mean-mass-size-distributions", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Mean scattering and incandescence mass size distributions.\n", + "mean_scat_mass = psd[\"ScatMassEnsemble\"].sel(**time_window).mean(dim=\"time\")\n", + "mean_incan_mass = psd[\"IncanMassEnsemble\"].sel(**time_window).mean(dim=\"time\")\n", + "\n", + "fig, ax = plt.subplots(figsize=(10, 5))\n", + "mean_scat_mass.plot(ax=ax, x=\"num_bins\", label=\"Scattering mass\")\n", + "mean_incan_mass.plot(ax=ax, x=\"num_bins\", label=\"Incandescence mass\")\n", + "ax.set(\n", + " title=\"Mean mass size distributions\",\n", + " xlabel=\"Particle diameter (µm)\",\n", + " ylabel=\"Mass concentration (µg m$^{-3}$ per bin)\",\n", + ")\n", + "ax.grid(axis=\"y\", linestyle=\"--\", alpha=0.5)\n", + "ax.legend()\n", + "ax.set_yscale('log')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "4aa64fd1", + "metadata": {}, + "source": [ + "## 5. Save the processed products\n", + "\n", + "NetCDF preserves the xarray dimensions, coordinates, variable attributes, and processing metadata. Saving both stages is useful: the particle-level file lets you revisit filtering/calibration, while the PSD file is convenient for analysis and visualization." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "78ea5fb8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Wrote processed products to /Users/rjackson/ARM-Notebooks/Tutorials/AAAR-2026-ACT-Tutorial/pysp2_outputs\n" + ] + } + ], + "source": [ + "output_dir = Path(\"pysp2_outputs\")\n", + "output_dir.mkdir(exist_ok=True)\n", + "# PySP2 assigns NaN as a fill value to some integer flag variables.\n", + "# Remove that invalid fill value so NetCDF can preserve the integer data.\n", + "for name, variable in particle.variables.items():\n", + " if np.issubdtype(variable.dtype, np.integer):\n", + " variable.attrs.pop(\"_FillValue\", None)\n", + " variable.encoding.pop(\"_FillValue\", None)\n", + "\n", + "particle.to_netcdf(output_dir / \"particle_statistics.nc\")\n", + "psd.to_netcdf(output_dir / \"sp2_size_distributions.nc\")\n", + "print(f\"Wrote processed products to {output_dir.resolve()}\")" + ] + }, + { + "cell_type": "markdown", + "id": "6cf348c5", + "metadata": {}, + "source": [ + "### Outputs\n", + "\n", + "This notebook writes the following files to `pysp2_outputs/`:\n", + "\n", + "- `particle_statistics.nc`: particle-level fitted and calibrated properties.\n", + "- `sp2_size_distributions.nc`: time-averaged concentrations and size distributions.\n", + "\n", + "### Summary\n", + "\n", + "The core PySP2 workflow is:\n", + "\n", + "```python\n", + "raw = pysp2.io.read_sp2(sp2b_file)\n", + "fitted = pysp2.util.gaussian_fit(raw, config)\n", + "particle = pysp2.util.calc_diams_masses(fitted)\n", + "psd = pysp2.util.process_psds(particle, hk, config)\n", + "```\n", + "\n", + "For production processing, confirm the instrument-specific `.ini`/`.hk` pairing, calibration coefficients, inlet/sample-flow assumptions, rejection limits, and averaging interval before interpreting the resulting concentrations.\n", + "\n", + "### Future features\n", + "\n", + "Mixing-state analysis is currently a work in progress. Support for the normalized derivative method, which can size particles that partially evaporate inside the SP2 sample volume, is planned." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.14.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_toc.yml b/_toc.yml index d7432860..e7957de8 100644 --- a/_toc.yml +++ b/_toc.yml @@ -19,6 +19,11 @@ parts: - file: Tutorials/ACT-Python-Tutorial/3-ACT-Basics.ipynb - file: Tutorials/ACT-Python-Tutorial/3-ACT-Basics-BNF.ipynb - file: Tutorials/ACT-Python-Tutorial/3a-ACT-TRACER-Dust.ipynb + - caption: AAAR 2026 ACT Tutorial + chapters: + - file: Tutorials/AAAR-2026-ACT-Tutorial/README.md + sections: + - file: Tutorials/AAAR-2026-ACT-Tutorial/PySP2_raw_SP2b_tutorial.ipynb - caption: Value-added Products chapters: - file: VAPs/README.md