Introduction to Particulate Matter
pm

Particulate matter (PM) is airborne particles and droplets, that can be inhaled. Some PM is formed through physical motion, like pulverized dust getting wind swept, and other PM is formed through gaseous chemical reactions in the atmosphere. Particulate matter is [regulated](/wiki/pm-monitoring-regulations) because it has negative health consequences, especially when it is small enough to travel deep into the lungs, and be [respired.](https://publiclab.org/wiki/pm#Respirable+Particles) ####Pages in this research area: [Questions and notes shared on PM](/pm#Questions) [Understanding Particulate Matter](https://publiclab.org/wiki/pm#Background+Information) [Collecting Data on Particulate Matter](https://publiclab.org/wiki/pm-monitoring) [Choosing a PM monitoring Method - Overview](https://publiclab.org/wiki/choosing-a-method-for-particulate-matter-monitoring) In depth: - [Visual monitoring](/wiki/visual-pm)- monitoring with your eyes - [Filter-based monitoring](/wiki/filter-pm) - monitoring with lab analysis - [Optical monitoring](/wiki/optical-pm) - monitoring with sensors - [Passive monitoring](/wiki/passive-pm) - monitoring with other sample collection tools - [Sticky Pad monitoring](https://publiclab.org/notes/mathew/06-05-2014/the-development-of-stickypad-monitoring) - using tape and other materials to monitor for particulates - [Public Lab PM monitoring tool development](/wiki/pm-dev) - [Passive Monitoring tool](https://publiclab.org/wiki/SEM-stub-pm) - [Silica Monitoring](/wiki/silica-monitoring) [Regulations on PM Monitoring](https://publiclab.org/wiki/pm-monitoring-regulations) _________________________________ ###Questions [questions:pm] ###Notes [notes:pm] ###Background Information Particulate Matter (PM) is airborne dust and particle pollution that settles onto surfaces and into lungs. As a [regulated pollutant PM](/wiki/pm-monitoring-regulations) is shorthand for inhalable and respirable particulate matter, or [particulate matter that can stick in the lungs.](https://publiclab.org/wiki/pm#Respirable+Particles) Based on size alone, small airborne particles can become lodged in the lungs or even enter the bloodstream. At this size, some non-toxic materials, such as [silica](/wiki/silica), can be carcinogenic. Historically, most dust was naturally occurring, but at present natural sources of particles such as wind erosion, volcanoes, pollen, and forest fires have been overtaken by human-generated particles from combustion, roads, agriculture, construction, and mining (citation:[EPA/600/R-95/115](http://ofmpub.epa.gov/eims/eimscomm.getfile?p_download_id=4608)). [Monitoring sources of particle pollution](/wiki/pm-monitoring) and [advocating for their reduction](/wiki/frac-sand-action-oriented-resources) can have positive public health impacts. [According to the CDC](http://ephtracking.cdc.gov/showAirHIA.action), a 10% reduction in fine particles could prevent 13,000 deaths annually in the U.S. ###Airborne particles we can see [![visible-particles.png](//i.publiclab.org/system/images/photos/000/014/328/medium/visible-particles.png)](//i.publiclab.org/system/images/photos/000/014/328/original/visible-particles.png) The smallest particles we can see with a naked eye are visible only because they diffract light to make a haze, usually with a reddish-purple tint. We cannot see haze particles directly, however, haze can be [monitored as a proxy for small particles](/wiki/visual-pm). Mold spores, lint, and household dust particles can be seen individually only when reflecting light, as in the rays coming through window into a dark room. Particles of fine sand and soil that are visible can get airborne for short periods of time. Fog are small raindrops falling slowly, and are just barely visible. Of visible particles, only haze-sized particles pose a significant health risk, [see Respirable Particles below](https://publiclab.org/wiki/pm#Respirable+Particles). ###Dust, droplets, & particle size Almost all airborne particles are either dust (solid particles broken from larger solids) or droplets (liquid particles which grow as they condense gases out of the air). A third category of nanometer-sized particles, ultrafines, are short-lived emissions from combustion. These three modes, ultrafines, droplets, and dust, are each clustered around a specific size range, such that the sizes of particles in the air are not evenly distributed. Ultrafines are short-lived, forming the center of droplets quickly. Large dust particles are also short lived, settling out. In the middle are mature droplets and fine dust that make up both the bulk of long-lived atmospheric particles and the most worrisome particles because of their [respirability](https://publiclab.org/wiki/pm#Respirable+Particles). [![CORRECTillustrative3-peak-ultradropdust.png](//i.publiclab.org/system/images/photos/000/014/317/medium/CORRECTillustrative3-peak-ultradropdust.png)](//i.publiclab.org/system/images/photos/000/014/317/original/CORRECTillustrative3-peak-ultradropdust.png) ###Dust While some dust comes from biological sources (skin, bacteria, mold, pollen), most comes from dirt and rocks crushed small enough to get airborne. Only dust less than 10 μm can stay airborne for days, and dust less than 5 μm dust can travel for years. Larger dust settles out (called sedimentation), while smaller dust is removed by being washed away in rain or by running into objects (impaction). [![CORRECTillustrative3-peak-dust.png](//i.publiclab.org/system/images/photos/000/014/318/medium/CORRECTillustrative3-peak-dust.png)](//i.publiclab.org/system/images/photos/000/014/318/original/CORRECTillustrative3-peak-dust.png) ###Droplets Droplets are formed as gases cool and condense. Atmospheric droplets condense from combustion gases, especially industrial and transportation emissions like sulfur dioxide and nitrogen dioxide, and also water. Atmospheric water dominates the droplet formation process. ####Droplet Formation [![droplet-formation.png](//i.publiclab.org/system/images/photos/000/014/329/medium/droplet-formation.png)](//i.publiclab.org/system/images/photos/000/014/329/original/droplet-formation.png) Cooling gases quickly condense into droplets in what is called the ‘accumulation mode’ of droplets. Accumulating droplets are sometimes called ‘cloud scavenging’ for the way they grow by collecting gases and mixing with other droplets. Droplets gain and lose water as the humidity changes. Condensing water often brings multiple droplets together, and this ‘wetting’ and ‘drying’ of droplets can aid in droplet accumulation. [![CORRECTillustrative3-peak-droplet.png](//i.publiclab.org/system/images/photos/000/014/320/medium/CORRECTillustrative3-peak-droplet.png)](//i.publiclab.org/system/images/photos/000/014/320/original/CORRECTillustrative3-peak-droplet.png) [![CORRECTillustrative3-peak-droplet-humidity.png](//i.publiclab.org/system/images/photos/000/014/319/medium/CORRECTillustrative3-peak-droplet-humidity.png)](//i.publiclab.org/system/images/photos/000/014/319/original/CORRECTillustrative3-peak-droplet-humidity.png) ####Droplets’ Beginnings: Ultrafine nulceotoids While dust can only be ground to about 0.5 μm minimum, and most dust particles are much bigger, smaller solid particles can be formed under intense heat and pressure, such as in a fire or engine. These ultrafine, or nanoparticles, are less than 0.1 μm and last only as long as their rapidly dissipating energy can keep them from bonding. With only a dozen to a few hundred molecules making up each ultrafine particle, the properties and behavior of ultrafines are poorly understood. Ultrafine material, especially elemental carbon nanoparticles from transportation and diesel, are a growing field of study. [![6.jpg](//i.publiclab.org/system/images/photos/000/013/922/medium/6.jpg)](//i.publiclab.org/system/images/photos/000/013/922/original/6.jpg) As ultrafine particles lose energy, cooling gases condense around them, ‘nucleating’ (forming the center, or nucleus, of) a new droplet. Often the gases condensing onto ultrafines are in the same emissions stream from combustion, including sulfur dioxide, nitrogen oxides, and volatile organic compounds (VOCs). The droplets formed around ultrafines may also nucleate other droplets, especially ‘wet’ droplets of water. ###Respirable Particles The body removes objects from the lungs in two ways, by coughing (“expectorating”), or by absorption and removal by the blood stream. In order to enter the bloodstream, particles must pass the last branching passageways in the lungs: the terminal bronchioles. Particles above the terminal bronchioles are the “thoracic fraction” (thoracic means in the chest), and below the terminal bronchioles particles are considered respired particles. Respired particles may, however, still be removed by coughing. [![inhalable-respirable.png](//i.publiclab.org/system/images/photos/000/014/334/medium/inhalable-respirable.png)](//i.publiclab.org/system/images/photos/000/014/334/original/inhalable-respirable.png) The most particles in the respiratory system average around 2.5 μm, while most in the thoracic fraction are are around 10 μm. The fate of short-lived ultrafine particles in the lungs is still being studied. [![CORRECTillustrative3-peak-respirable.png](//i.publiclab.org/system/images/photos/000/014/321/medium/CORRECTillustrative3-peak-respirable.png)](//i.publiclab.org/system/images/photos/000/014/321/original/CORRECTillustrative3-peak-respirable.png) ###Regulation Particulate Matter is one of six ‘criteria pollutants’ determining National Ambient Air Quality Standards ([NAAQS](/wiki/frac-sand-legislation#National+Ambient+Air+Quality+Standards)). All of the EPA’s [technology-based particle regulations](https://publiclab.org/wiki/pm-monitoring-regulations#The+Federal+Reference+Methods:) share features in common with the [PM10 standard](https://publiclab.org/wiki/frac-sand-legislation#Particulate+Matter), and a deep look at the PM10 standard is illustrative. ####PM10 PM10 is the US EPA’s first attempt to capture a standardized indicator of respirable particles. “PM10” stands for Particulate Matter less than or equal to 10 μm in diameter. Established in 1987, PM10 is now a global benchmark. PM10 is a technology-based standard-- all PM10 tools and measurements are related back to the original reference [filter-based PM Monitors](/wiki/filter-pm) instrument. Similar measurement tools with a tight correlation with this original [Federal Reference Method (FRM)](https://publiclab.org/wiki/pm-monitoring-regulations#The+Federal+Reference+Methods:) now share the FRM designation. Tools that use different processes and have a somewhat less tight correlation are designated [Federal Equivalent Methods (FEMs)](/wiki/pm-monitoring-regulations#Federal+Equivalent+Methods). You can read about the FRM PM10 monitor [in the Code of Federal Regulations](https://www.gpo.gov/fdsys/granule/CFR-2012-title40-vol2/CFR-2012-title40-vol2-sec50-6/content-detail.html): [![er18jy97.022.png](//i.publiclab.org/system/images/photos/000/014/332/medium/er18jy97.022.png)](//i.publiclab.org/system/images/photos/000/014/332/original/er18jy97.022.png) The goal of the FRM is to generate a 24 hour average of the concentration of respirable particles in the air. It does this by pumping a precise volume of air inside, selecting the particles smaller than 10 μm, and depositing them on a filter, and measuring their accumulated mass. Note that the FRM concentration is determine in "mass per volume" and not "number of particles per volume," and thus requires a gravimetric rather than a particle-counting technique. The particles are selected for size with a device called an impactor (o cyclone). The function of an FRM impactor is written into the regulation and legally defines what is and isn’t PM10. [![PM10-FRM.png](//i.publiclab.org/system/images/photos/000/014/333/medium/PM10-FRM.png)](//i.publiclab.org/system/images/photos/000/014/333/original/PM10-FRM.png) An impactor sorts particles by momentum. As air is drawn into the instrument, an impactor plate interrupts the air’s linear flow. Light particles stay in the air stream and pass around the plate. Due to inertia, more massive particles can’t make the turn and hit the plate, thereby crashing out of the sample airstream: [![impactor.png](//i.publiclab.org/system/images/photos/000/014/330/medium/impactor.png)](//i.publiclab.org/system/images/photos/000/014/330/original/impactor.png) The _cutoff_ size where particles either hit the plate or pass beyond it is not an absolute cutoff; there is a distribution of particle sizes that impact the plate or stay airborne. Different impactor designs are described by the 'sharpness' by which they select particles. [![cutpoint_vs_sharpness.png](//i.publiclab.org/system/images/photos/000/014/326/medium/cutpoint_vs_sharpness.png)](//i.publiclab.org/system/images/photos/000/014/326/original/cutpoint_vs_sharpness.png) For a PM10 cutoff, 50% of particles that are 10 μm in diameter are passed by the impactor, and 50% crash. The distribution is not even, and the rate at which the impactor cuts off particles above 10 μm is the ‘sharpness’ of the cutoff. Other categories of regulation include PM2.5 and PM10-2.5, read more in [PM Monitoring Regulations](/wiki/pm-monitoring-regulations). [![CORRECTillustrative3-peak-pm10.png](//i.publiclab.org/system/images/photos/000/014/322/medium/CORRECTillustrative3-peak-pm10.png)](//i.publiclab.org/system/images/photos/000/014/322/original/CORRECTillustrative3-peak-pm10.png) The PM2.5 FRM monitor is identical to the PM10 monitor, except for a second impactor for PM2.5 after the impactor for PM10. [![CORRECTillustrative3-peak-pm2.5.png](//i.publiclab.org/system/images/photos/000/014/323/medium/CORRECTillustrative3-peak-pm2.5.png)](//i.publiclab.org/system/images/photos/000/014/323/original/CORRECTillustrative3-peak-pm2.5.png) [![CORRECTillustrative3-peak-pm10-25.png](//i.publiclab.org/system/images/photos/000/014/324/medium/CORRECTillustrative3-peak-pm10-25.png)](//i.publiclab.org/system/images/photos/000/014/324/original/CORRECTillustrative3-peak-pm10-25.png) Note that neither category directly aligns with the size fraction that can travel into the bronchial region of the lungs, particles of approximately 5 μm. Also note that the FRMs collect particulate matter without determining the composition of that particulate matter, which can vary widely based on location and pollution sources. Inhaled silica is known to be especially damaging to human health, so **silica-specific exposure is [regulated in occupational settings, and in ambient settings in six states](/wiki/silica-monitoring).**...


Author Comment Last activity Moderation
MaggPi "Great conversation. I don’t really have any experience but have tried to research the topic and follow thru on amirberAgain comments. My comment..." | Read more » over 6 years ago
tech4gt "This is getting more and more interesting!! Can't wait wait to get started!!! " | Read more » over 6 years ago
tech4gt "@warren I get it!! We try to use openCV as far as possible and base our modules on it and if not possible we build that ground up!! Super excited :) " | Read more » over 6 years ago
warren "But there may be cases where integrating OpenCV.js is not feasible -- we'll just have to find out! I think your list of steps above @tech4gt could ..." | Read more » over 6 years ago
warren "Thanks @amirberAgain @warren so should I stop working on the ground up algorithm ? No, not at all! I think that for each step you described above,..." | Read more » over 6 years ago
amirberAgain "@warren, I don't know JS at all and am not versed enough in using RPi, but there are some good sources for RPi which I pointed @maggpi to at her pa..." | Read more » over 6 years ago
tech4gt "Thanks @amirberAgain @warren so should I stop working on the ground up algorithm ? " | Read more » over 6 years ago
warren "Wow, this is very impressive. It may also be interesting because @maggpi will be using some OpenCV, i believe, and potentially work @maggpi does co..." | Read more » over 6 years ago
amirberAgain "@tech4gt I recently saw that OpenCV has a JS implementation, definitely worth checking this out: https://docs.opencv.org/3.4.1/d5/d10/tutorial_js_r..." | Read more » over 6 years ago
tech4gt "@amirberAgain I'll try that and share result here as soon as possible :) " | Read more » over 6 years ago
amirberAgain "I'd recommend you try and see how to interface with openCV, if it works - great, otherwise implement lower level algos. As for the order and will w..." | Read more » over 6 years ago
tech4gt "@amirberAgain that sounds fair, actually I got a little carried away, I'll go through the algos you mentioned for calculating area. That means that..." | Read more » over 6 years ago
amirberAgain "This example can now be run as a colab iPython notebook! https://colab.research.google.com/drive/1yC5VNCi2gfwMr57jMXkK5CN51nosKONk " | Read more » over 6 years ago
amirberAgain "Hi @Tech4gt, Sorry for taking so long to get back to you. It sounds like you have a good idea on how to approach this problem. But I think that wri..." | Read more » over 6 years ago
tech4gt "@amirberAgain I have come up with a system for our JS project to achieve basic particle detection, this is my first attempt, please provide your re..." | Read more » over 6 years ago
warren "@partsandcrafts @kgradow1 @wmacfarl @bmela check it out! " | Read more » over 6 years ago
nanocastro "Hi @warren It looks great! Muchas gracias. Having the project on a PL wiki was on my to-do list but I'm kind of delayed with some other stuff. I ne..." | Read more » over 6 years ago
stevie "Here's an answer from Clarke Knight who's studying pollen accumulation rates at Berkeley:: "Pollen is not typically 'measured' in air, per se. Poll..." | Read more » over 6 years ago
warren "Hi @nanocastro -- i copied some of this onto a page for the project where questions and activity guides can be hosted: https://publiclab.org/maca -..." | Read more » over 6 years ago
amirberAgain "BTW FYI: I started looking in to contur operations on selected particles as a way to evaluate how round or jagged each particle is, more here: http..." | Read more » over 6 years ago
stevie "Hi @SimonPyle hope all is well! Wanted to connect you to @tech4gt who is working on a process like this for microscope slide images. Here's a post ..." | Read more » over 6 years ago
stevie "I think that sounds good! " | Read more » over 6 years ago
Yeipi "@liz: the size can go from 10 to 200um, but most pollens of interest might be under 50 um. It could be a good assumption that on high pollen season..." | Read more » over 6 years ago
tech4gt "@stevie so i can start with assuming a scale and then later we can modify the code to incorporate the slide generation maybe? " | Read more » over 6 years ago