Optical Monitoring of Particulate Matter

Optical PM monitoring of [Particulate Matter](/wiki/pm) (PM) is an attempt to measure the diameter of particles in flight. Optical monitors are a low-cost way to get real-time data about particles in the air. They are an automated, electronic version of the effect seen in a darkened room by light glinting off of dust in a sunbeam. ### Comparisons A number of comparison tests of commercially available sensors have been performed or are underway. Please add to this list if you know of other comparative evaluations. * **[SouthCoast AQMD's Air Quality Sensor Performance Evaluation Center](http://www.aqmd.gov/aq-spec/evaluations#&MainContent_C001_Col00=2)** * **[AQICN: Air Quality sensors experiments on the World Air Quality Index project](http://aqicn.org/sensor/)** * **[EPA Evaluation of Field Deployed Low Cost PM Sensors](https://cfpub.epa.gov/si/si_public_record_Report.cfm?dirEntryId=297517)** ## Questions [questions:optical-pm] **** ### How optical particle sensors work A sensor and a beam of light sit at an angle to each other. As a particle passes in front of the light, some light is reflected towards the sensor. The sensor registers a pulse for as long as the particle reflects light to the sensor. If the air is moving at a consistent speed, the length of this pulse can be used to estimate the particle’s diameter. [Read more in-depth in this illustrated post](/n/10406) by @DonBlair. [![figB1.png](https://i.publiclab.org/system/images/photos/000/009/765/medium/figB1.png)](https://i.publiclab.org/system/images/photos/000/009/765/original/figB1.png) The sensor registers a pulse for as long as the particle reflects light to the sensor: [![figF1.png](https://i.publiclab.org/system/images/photos/000/009/766/medium/figF1.png)](https://i.publiclab.org/system/images/photos/000/009/766/original/figF1.png) With an estimate of particle diameter and an estimate of average particle density, airborne concentrations of PM can be extrapolated. These estimates are somewhat imperfect, as accounting for particle density and the estimating and accounting for the quantity of [water in droplet mode particles](/wiki/pm#Droplets) is not straightforward. Both of these issues complicate the process of correlating optical PM measurements to [regulatory monitoring](PM-monitoring-regulations). **** ### Issues with optical particulate data #### Humidity and optical PM measurements Optical monitors detect [droplets](/wiki/pm#Droplets) and [dust](/wiki/pm#Dust), and [droplets are often ‘wet,’](/wiki/pm#Droplets) having absorbed water in the humidity. ![illustration of ‘wet’ mode from /wiki/pm](https://i.publiclab.org/system/images/photos/000/014/319/original/CORRECTillustrative3-peak-droplet-humidity.png) Humidity measurements are frequently used to correct for the expected effects of humidity on droplets. These corrections are based on assumptions about the percentage of dust that is in a droplet mode and succeptable to wetting, and the percentage that is dust. #### Variable particle density Most low-cost optical monitors assume a standard particle density based on a ‘test dust,’ such as the standard “Arizona Road Dust,” now [ISO 12103-1:1997](http://www.iso.org/iso/home/store/catalogue_tc/catalogue_detail.htm?csnumber=27059). [Read more on the history of test dust in this article from Powder Technology.](http://www.powdertechnologyinc.com/test-dust-contaminants/test-dust-history/) Some more expensive optical monitors combine and optical monitor with a [filter-based PM monitor.](/wiki/filter-pm) The filter is weighed (‘gravimetric analysis’) before and after sampling to create a calibration factor for particle density. #### Emulating PM2.5 & PM10 impactors with correction equations [PM regulatory standards](/PM-monitoring-regulations) are technology-based, meaning that measurements of PM10 must be related back to the results from a specific PM10 monitor. While optical monitors can set a ‘sharp’ cutoff of particles, filter-based Federal Regulatory Methods depend on the mechanical sorting of an ‘impactor’, which has a less sharp cutoff. ![illustration of sharpness from /wiki/pm](https://i.publiclab.org/system/images/photos/000/014/326/original/cutpoint_vs_sharpness.png) The sharpness of regulatory impactors can be simulated by calculations detailed by [Hinds 1999](ftp://ftp.cdc.gov/pub/Documents/OEL/02.%20Kuempel/References/Hinds_1999-Aerosol%20technology.pdf) page 255: The average mass concentration is discrete integral of the individual particle’s contribution to mass concentration, multiplied by a curve for respirable PM10 and PM2.5. [![pm10.jpg](https://i.publiclab.org/system/images/photos/000/011/471/medium/pm10.jpg)](https://i.publiclab.org/system/images/photos/000/011/471/original/pm10.jpg) **Values of Ei** | --------------------|--------------------- E = 0.9585—(0.00408 x projectedDiameter^2) | for projectedDiameter <15μm E = 0 | for projectedDiameter > 15μm **E for PM 2.5:** PM2. 5 = [1 + exp((3.233 x projectedDiameter) - 9.495)^-3.368 **** ### Available Optical PM monitors & sensors #### Filter-calibrated Optical Monitors Both Dusttrak and [pDR-1500](/wiki/pdr-1500) have a [filter for "gravimetric analysis"](/wiki/filter-pm) (weighing the quantity of dust collected) as an additional calibration. Currently there are only proprietary commercial services available for reading commercial sensors, such as [Netronix, which costs around $100/month.](http://www.tsi.com/Landing-Pages/Cloud-Data-Management-System.aspx) **** #### Low cost and open source Optical Monitors Here we will examine four in-development projects using almost identical sensors ([Shinyei PPD42NS](/notes/Willie/04-01-2014/field-testing-the-shenyei-pm-sensor), [Syhitech DSM501A](/notes/chrisbartley/04-15-2014/speck-particle-monitor), [Shinyei PPD60PV](http://www.shinyei.co.jp/STC/optical/main_ppd60pv_e.html) ) and a low-cost commercial competitor with a similar design, the [Dylos](http://publiclab.org/notes/mathew/06-12-2014/diy-dust-monitoring-dylos-in-wisconsin). Current efforts to correlate low-cost sensors with commercial reference sensors, and each other are available. [AQICN’s effort appears the most comprehensive](http://aqicn.org/sensor//) Others include: [AirBeam](http://www.takingspace.org/airbeam-technical-specifications-operation-performance/), [Sonoma Tech](http://makezine.com/2014/05/31/air-quality-sensors-how-good-is-good-enough/), [Gao et al. 2015](http://www.sciencedirect.com/science/article/pii/S0269749115000160), [Holstus et al 2014](http://www.atmos-meas-tech-discuss.net/7/605/2014/amtd-7-605-2014.pdf), [Purple Air](https://www.purpleair.com). Thanks to @Willie for many of those links. Here is a little background information from the EPA on their take of some of these technologies: ### Airflow strategies Passive airflow: a system that doesn't actively control for airflow, either using natural or thermal convection to drive particulates through. Active airflow: The use of a fan or pump to control and/or meter airflow through a sensor. ###The Purple Air The Purple air tool has become more widely used as a means for monitoring particulate matter on a community level. The benefits of this tool in relation to other sensor based tools are that it is on the low cost side, it is weather proof (unlike the dylos), it has versions that allows users to have data directly uploaded to the internet, and other versions that also store data in the device itself. The Purple Air tool is also supported through an online mapping tool that allows people to see each individual Purple Air monitors reporting [on a map](https://www.purpleair.com/map?opt=1/mAQI/a10/cC0#1/9.6/-30). Here is a link to more information on the [Purple Air](https://publiclab.org/wiki/purpleair). ### Dylos DC1100 by [Dylos](http://dylosproducts.com/ornodcproair.html) [my previous notes](/notes/mathew/06-12-2014/diy-dust-monitoring-dylos-in-wisconsin) [![Screen_Shot_2014-06-11_at_4.12.58_PM.png](https://i.publiclab.org/system/images/photos/000/009/768/medium/Screen_Shot_2014-06-11_at_4.12.58_PM.png)](https://i.publiclab.org/system/images/photos/000/009/768/original/Screen_Shot_2014-06-11_at_4.12.58_PM.png) The Dylos uses a small fan. A great teardown is here: [questions:dylos] **** ### Speck by Carnegie Mellon’s [CREATELab](https://www.specksensor.com/), [my previous notes.](/notes/mathew/06-04-2014/two-weeks-with-a-speck) the Speck uses a small fan: [![14155445079_6657caf3aa_b.jpg](https://i.publiclab.org/system/images/photos/000/009/769/medium/14155445079_6657caf3aa_b.jpg)](https://i.publiclab.org/system/images/photos/000/009/769/original/14155445079_6657caf3aa_b.jpg) hooked up to their open source [fluxtream](/notes/mathew/06-05-2014/using-fluxtream-to-look-at-speck-data) platform and designed for home use, it's being used by the [Southwest Pennsylvania Environmental Health Project.](http://www.environmentalhealthproject.org/health/air/) [questions:speck] **** ### Airbeam developed by the [HabitatMap](http://aircasting.org/), it is designed to hook to an android device. It is [open source hardware](https://github.com/cloudformdesign/Airbeam) and uses a small fan. [![photo-original.jpg](https://i.publiclab.org/system/images/photos/000/009/770/medium/photo-original.jpg)](https://i.publiclab.org/system/images/photos/000/009/770/original/photo-original.jpg) [questions:airbeam] **** ### Dustduino [in development](/tag/dustduino) by @schroyer and @willie passive airflow via a convection current, it sends data to [xively](https://xively.com/) [![dustduino_proto_2_desk.jpg](https://i.publiclab.org/system/images/photos/000/009/771/medium/dustduino_proto_2_desk.jpg)](https://i.publiclab.org/system/images/photos/000/009/771/original/dustduino_proto_2_desk.jpg) [![ShinyeiPPD42NS_Insides_Labeled_600.jpg](https://i.publiclab.org/system/images/photos/000/009/772/medium/ShinyeiPPD42NS_Insides_Labeled_600.jpg)](https://i.publiclab.org/system/images/photos/000/009/772/original/ShinyeiPPD42NS_Insides_Labeled_600.jpg) [questions:dustduino] **** ### Other platforms [ManyLabs](https://www.manylabs.org/docs/project/airQualityStation/) [clAIRity](http://clairity.mit.edu/site/html/howitworks.html) [Pickle Jr.](http://indiaairquality.com/2014/12/14/building-pickle-jr-the-low-cost-networked-pm2-5-monitor-part-2/) **** ### Also see #### [Public Lab Development of PM Monitors](/wiki/pm-dev) #### [Open Pipe Kit for connecting optical monitors and setting up alerts](http://openpipekit.org) ...

Author Comment Last activity Moderation
warren "Ah, great clarification! Please go ahead and edit --- and/or if you like we could try to post a question specifically about this and compile answer..." | Read more » over 6 years ago
guolivar "The description of the operating principle can be misleading. Optical particle measurements rely on intensity of scattering rather than "amount of..." | Read more » over 6 years ago
guolivar "You're right, the effect of humidity would be to change the "apparent" size but it's not just increasing the number of particles that now fall in t..." | Read more » almost 7 years ago
jeffalk " My quick perusal of the attached pdf didn't find anything about effects of humidity. What you say about humidity effecting size makes sense but ..." | Read more » almost 7 years ago
stevie "Hi Jeff, thanks! This is great. I'll copy the question link into that email chain as well. Think some of the readers there would be interested, it'..." | Read more » almost 7 years ago
stevie "Wow. These are awesome resources!! Thanks for clarifying the seeing/sizing distinction. " | Read more » almost 7 years ago
guolivar "Yes, environmental conditions do affect the ability of an optical sensor, not too much to "see" a particle but rather to "size" it. All of these o..." | Read more » almost 7 years ago
jeffalk " Yes is the simple answer: high humidity and/or moisture can effect particulate counts by raising them. Once you accept this the next step is how..." | Read more » almost 7 years ago
jeffalk "Matthew: Please look again at the "Current Mine Information" you posted with your question. It has "Opr. Begin Date" of 6/1/2013 for Hoffman Constr..." | Read more » about 7 years ago
mathew "@marlokeno pointed me to the US Dept. of Labor's Mine Data Retrieval System which indicates that Great Northern is currently abandoned. This is an..." | Read more » over 7 years ago
donblair "Bryan, xxv, Chris, Dave -- thanks so much for the fantastic ideas and reflections you've developed here. I'm going to try to digest these ideas ov..." | Read more » about 10 years ago
btbonval "Those are great links, DavidMack. The TSI document illustrates the tube of air I was talking about that carries the sample for measuring ("sheath-..." | Read more » about 10 years ago
DavidMack "Okay, I read the research paper and the heat convection air flow dependent on the sensor orientation. I also found this report which describes the..." | Read more » about 10 years ago
DavidMack "I'd say the heater/resistor is used to heat the air sample to avoid condensation in the chamber and on the optics. Also, any aerosol (liquid and s..." | Read more » about 10 years ago
cfastie "Instead of trying to measure air flow, you could impose a constant air flow. Chris Bartley said they got better results with a small fan in their S..." | Read more » about 10 years ago
btbonval "It is unlikely that you can do anything to stop deposition, but you could slow it. Not sure what degree of "prevent" you were asking about. There a..." | Read more » about 10 years ago
xxv "Would there be a way to create a field or surface coating of the glass flow tubes that prevents accumulation of particles? " | Read more » about 10 years ago
btbonval "The linked anemometer relies on heat differential. I don't see the tech specs, but I'd be worried that in excessively hot environments the backgrou..." | Read more » about 10 years ago
btbonval "For reference, I have experience with Hach HHPC6 units (taking them apart, cleaning them, diagnosing their measurement capability, etc). I think yo..." | Read more » about 10 years ago
btbonval "Some of the particle counters I have used in the past worked on a straight, column of air. It looks like your box is more like a mixing chamber tha..." | Read more » about 10 years ago