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Webinar – IAQ sensors for smart ventilation of buildings Peter Wouters – Operating Agent AIVC Tuesday 6 March 2018 AIVC is the information centre of the International Energy Agency on energy efficient ventilation

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Page 1: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Webinar – IAQ sensors for smart ventilation of buildings

Peter Wouters – Operating Agent AIVC

Tuesday 6 March 2018

AIVC is the information centre of the International Energy Agency on

energy efficient ventilation

Page 2: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

AIVC is the information centre of the International Energy Agency on

energy efficient ventilation

www.iea-ebc.org

AIVC Member countries

• Belgium

• China

• Denmark

• France

• Germany

• Italy

• Japan

• Korea

• Netherlands

• New Zealand

• Norway

• Spain

• Sweden

• United Kingdom

• United States

Interest from several other countries

Page 3: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

More focusing on knowledgegeneration aspects

More focusing on market implementation

More focusing on market implementation

Page 4: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

AIVC Newsletter

http://subscriptions.inive.org/

News.inive.org

Page 5: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Brussels March 2017 workshopon IAQ metrics

Page 6: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Ventilating healthy low-energy buildings

Smart ventilation for buildings

Page 7: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Topical sessions at 2018 conference …1. IAQ metrics

2. Smart ventilation control3. Sensors for smart ventilation4. Rationale behind ventilation requirements and regulations

5. Utilization of heat recovery

6. Integrating uncertainties due to wind and stack effect in declared airtightness results

7. Ductwork airtightness

8. Residential cooker hoods

9. French initiatives for indoor air quality

10. Demand controlled ventilation in French buildings – 35 years of wide scale experience

11. Commissioning of ventilation systems – Improving quality of installed ventilation systems

12. Measurement Accuracy of air flow and pressure difference

13. Air cleaning as supplement for ventilation

14. New annex on resilient cooling

15. BIM and Construction 4.0 opportunities in relation to ventilation and airtightness

Workshops in Wellington and Sydney

23 March 2018 Workshop Sydney (Australia) – Ventilation for IAQ and cooling

Page 8: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

The workshop will be held on Friday, 27th April 2018, 10:00 to 17:00 at Vienna International Airport, Office Park 1.

Revision of Energy Performance of Buildings Directive

New aspect: “Smart Readiness Indicator”

Aspects which can be included:-Energy efficiency improvement- Indoor climate control-Smart grid-…

Page 9: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Agenda of today…

• Introduction• Peter Wouters (AIVC, Belgium)

Now the 2 key presentations which focus on two emerging technologies: particulate and VOC sensors:

Evaluating particulate sensors for IAQ controls•Iain Walker (LBNL, USA)

Assessment of low-cost particulate and VOC sensors•Laure Mouradian (CETIAT, France)

Page 10: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Evaluating Particle Sensors for IAQ Controls

Iain Walker

Lawrence Berkeley National Laboratory

AIVC Webinar, March 6th 2018

Sensing for control

• Sensors packaged into IAQ monitors with power supply, display, internet connectivity (cloud storage)– Typically sensing: T, RH, PM, CO2, VOCs– Monitor 250 USD/200 EUR

• Sensor 30 USD/25 EUR – light scattering (0.3 micron low limit)

• Current focus on particles – compare to reference & research grade monitors– Event detection– Is magnitude correct?– Impact of size distribution? What sizes are monitors

sensitive to vs. what are sizes created by indoor events– Good enough for on/off decision for ventilation/filtration

control?

Page 11: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Testing

It is generally linear with mass!

Compare low-cost monitors to research and reference systems

Controlled testing in LabExtra tests in home

Particle Sources

General particles

Hot surfaces

Road dust, carpet, dust mop, and humidifier

Hair dryer, and electric burnersCleaning products + ozone

Page 12: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Particle Sources

Combustion

Cooking

Gas burners, incense, candles, and cigarettes

Stir fry, pancakes, bacon, heated oil, boiled water, toast, and frozen pizza

Reference Instruments ~ $35,000

Thermo-Scientific TEOM-1405DF Grimm miniWRAS

Direct Mass readingsPM2.5, PMCoarse

Aerosol SpectrometerParticle size distribution in 41 channels from 10nm up to 35𝜇m

TEOM = Tapered Element Oscillating Mass-Balance

Page 13: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Research Instruments ~ $5,000-7, 000

Used as reference for in-home measurements

BT-645

pDR-1500

AirBeam AirVisual Node AirQualityEgg V2 AWAIR

Foobot PurpleAir V2 Speck V2

PM, T, RH

1 sec

PM2.5, PM10,

T, RH, CO2

10 sec- 15 min

PM, T, RH

1 min

PM, T, RH,

CO2, VOC

10 sec-5 min

PM, T, RH,

CO2, VOC

5 min

PM1, PM2.5,

PM10, T, RH

80 sec

Count, PM, T,

RH

1 min

Low Cost IAQ Monitors ~ 250 USD/200 EUR

Page 14: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Event detection• Some better than

others

Magnitude• Some better than

others

Depends on “event”= depends on particle size distribution

Humidifier and Dust

0

20

40

101

102

103

104

μg·m

-3·h

0

10

20

30

40

50

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Humidifier 2

0

100

200

300

101

102

103

104

No

Data

μg·m

-3·h

0

5

10

15

20

25

30

35

GRM PDR BT AB AVN AQE AWA FOB PA SPK

AZ Dust 1

0

200

400

600

800

101

102

103

104

μg·m

-3·h

0

10

20

30

40

50

GRM PDR BT AB AVN AQE AWA FOB PA SPK

AZ Dust 2

0

500

1000

101

102

103

104

μg·m

-3·h

0

5

10

15

20

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Dust Mop

Page 15: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Recreational Combustion

0

100

200

300

101

102

103

104

μg·m

-3·h

0

20

40

60

80

100

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Cigarettes

0

100

200

300

101

102

103

104

μg·m

-3·h

0

50

100

150

200

250

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Candles

0

100

200

101

102

103

104

μg·m

-3·h

0

50

100

150

200

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Incense2

0

100

200

101

102

103

104

μg·m

-3·h

0

20

40

60

80

100

120

140

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Incense 3

0

100

200

300

101

102

103

104

No

Data

μg·m

-3·h

0

50

100

150

200

250

GRM PDR BT AB AVN AQE AWA FOB PA SPK

GB Oil1

0

200

400

101

102

103

104

μg·m

-3·h

0

50

100

150

200

250

300

350

GRM PDR BT AB AVN AQE AWA FOB PA SPK

GB Oil 3

0

50

100

150

101

102

103

104

μg·m

-3·h

0

20

40

60

80

100

120

GRM PDR BT AB AVN AQE AWA FOB PA SPK

GB Oil 2

0

100

200

300

101

102

103

104

μg·m

-3·h

0

50

100

150

200

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Elec Oil

Heating Oil on Gas or Electric Burners

Page 16: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

0

200

400

101

102

103

104

No

Data

μg·m

-3·h

0

20

40

60

80

100

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Beans 1

0

1000

2000

101

102

103

104

No

Data

μg·m

-3·h

0

50

100

150

200

250

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Beans 3

0

1000

2000

3000

101

102

103

104

No

Data

μg·m

-3·h

0

100

200

300

400

500

600

700

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Beans 2

0

100

200

101

102

103

104

No

Data

μg·m

-3·h

0

50

100

150

200

250

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Bacon+Toast

Stir-Frying and Frying + Toasting

Cooking that Emits Mostly <0.3 um Particles

0

20

40

60

80

101

102

103

104

μg·m

-3·h

0

2

4

6

8

10

12

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Oven

0

20

40

60

101

102

103

104

μg·m

-3·h

0

1

2

3

4

5

6

7

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Pancakes

0

50

100

150

101

102

103

104

μg·m

-3·h

0

5

10

15

20

25

30

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Pizza

0

100

200

101

102

103

104

μg·m

-3·h

0

5

10

15

20

25

GRM PDR BT AB AVN AQE AWA FOB PA SPK

Burnt Toast

Page 17: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

In-Home Test

pDR

PurpleAir

AWAIR

Speck

AirVisual NODE

PM

2.5

(μ·m

-3)

0

100

200

300

400

500

600

18:00 21:00 0:00

Feb 24 & Feb 25

Candles

Chalk Candles

Candles identified by all,semi-quantitatively.

All had trouble with chalk. Some high; some low.

pDR (black) is research grade

monitor

candles

candles

chalk

pDR

PurpleAir

AWAIR

Speck

AirVisual NODE

PM

2.5

(μ·m

-3)

0

20

40

60

80

100

120

140

10:00 12:00 14:00 16:00

Feb 25 - 2017

In-Home Test

French Toast

Bacon

Internet down

Speck anticipated French toast…?AWAIR & Speck spiked when pDR

showed nothing (maybe PM10).PurpleAir and AWAIR need wifi

pDR (black) is research grade

monitor

French toast

bacon

Page 18: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

pDR

PurpleAir

AWAIR

Speck

AirVisual NODE

PM

2.5

(μ·m

-3)

0

100

200

300

400

500

600

700

8:00 10:00 12:00 14:00

Feb 26 - 2017

In-Home Test

Fried eggs

Quesadilla

pDR (black) is research grade

monitor

Speck missed both.AWAIR missed the eggs.NODE & Purple Air provide

useful data.

Fried eggs

Quesedilla

Other Studies – Similar Results

• EPA has done some work focusing on outdoors

• South Coast AQMD is working on outdoor and chamber tests

• Carnegie Mellon has done some work and developed the SPECK

• Air quality in China

https://www.epa.gov/air-sensor-toolbox

http://www.aqmd.gov/aq-spec/home

https://explorables.cmucreatelab.org/explorables/air-quality-monitor-tests/

http://aqicn.org/sensor/

Page 19: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Are these monitors/sensors “good enough”?

Yes?– Purple Air & Foobot: detected almost all sources and had

enough magnitude for control

Maybe– AirVisual & Air Beam & AWAIR: detected most sources

No– Air Quality Egg & Speck not reliable enough

• Issues are particle size sensitivity and possibly composition

• Nothing below 0.3 micrometers – problem for cooking!

• Need a standardized way to compare devices • Need to check performance again after a couple of

years

Connectivity

Almost all require an internet connection for cloud storage or data retrieval

- ALWAYS confirm upload otherwise data can be overwritten and lost

Almost all have an app for data viewing – particularly if they have no built-in display

Foobot & AWAIR already set up for IFTTT protocols for communicating with other devices: ifttt.com

Other devices would require custom applications to read cloud data

Page 20: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Build your own monitor (BYOM)

UPOD: Open source platform for mobile air quality monitoring

University of Colorado, Boulder

http://mobilesensingtechnology.com/

T, RH, PM, CO2, O3, NO2; slots for 4 e2v MOx sensors

Open Source Building Science SensorsIllinois Institute of Technology

http://www.osbss.com/

T, RH, CO2, Particles,

delta-P, equilibrium RH, light

state, proximity, occupancy

DIY / Maker offerings• Sensor + parts kit: using same sensor as monitors

• EPA kit for schools: https://www3.epa.gov/airnow/teachers/gh_pmsensorkit_handoutandinstructions.pdf

• ~$50/50 EUR

Page 21: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Why Particles?

We live in a complex soup of many agents -

which ones have the biggest health impact?

Disability Adjusted Life Years: DALYs

Logue, J. M., Price, P. N., Sherman, M. H., & Singer, B. C. (2012). A Method to Estimate the Chronic Health Impact of Air Pollutants in U.S. Residences. Environmental Health Perspectives, 120(2), 216–222

Page 22: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

www.cetiat.fr

Laure MOURADIAN

Assessment of low-cost particulatematter and VOC sensors

6 March

2018

Assessment of low-cost particulate matter and VOC sensors 1

Purpose of the study

Assessment of « new » IAQ sensorsLow cost stand-alone sensors for consumers

Compact and internet-connected

Measuring :Particulate matter

VOCs

Assessment of sensitivity, response timeOn site and in laboratory

Regarding the nature of pollutant

6 March 2018 2Assessment of low-cost particulate matter and VOC sensors

Page 23: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Sensors tested at CETIAT

6 March 2018 3Assessment of low-cost particulate matter and VOC sensors

SPECK

PM

AWAIR

PM, VOCs, CO2

LASER EGG

PM

FOOBOT

PM, VOCsAERECO

PM

UNI-T

PM, VOCs

Few / heterogeneous information on sensors characteristics

6 March 2018 4Assessment of low-cost particulate matter and VOC sensors

A

• Sensitivity: 0,3 – 10 µm

• PM2.5, PM10

• PM 2.5 ±10%

• Responsetime10-100 ms

B

• Sensitivity: 0,3 - 2,5 µm

• ± 4 µg/m3 or ± 20 %

• Range: 0-1300 µg/m3

C

• Resolution1µg/m3

• Range: 0-500 µg/m3

D

• Range: 0-500 µg/m3

E

• Sensitivity: 0,5 - 3 µm

• Count of particles : ppL

• Transposition µg/m3

F

• Count of particles/size

• PM2,5

• PM10

Difficulty connecting sensors to the network or recovering data…

Information available on manufacturers' technical specifications for particles measurements

Page 24: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

On-Site measurements

Sensors installed in a house,

in the countrysideRange of measured indoor particulate matter during 1month

6 March 2018 5Assessment of low-cost particulate matter and VOC sensors

Disparity of values (Min – Max)

Tests at CETIAT

6 March 2018 6Assessment of low-cost particulate matter and VOC sensors

Testing room – 8 m3

External supply fan + high efficiency filter

Injection of pollutant+ indoor comfort fan

Sensors in central zone

Reference measurement/particles: Counter of Particules (COP) TSI 3330

7 channels 0,3 to 10 µm

Transition from number to µg/m3 by calculation+ hypothesis on particles density (2.8)

Page 25: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Particles generated

Talcum powder, tobacco smoke and incense smoke were injected in the test room

6 March 2018 7Assessment of low-cost particulate matter and VOC sensors

0% 50% 100%

Encens

Tabac

Talc

Percentage / number0.3-0.5µm

0.5-0.7µm

0.7-1.0µm

1.0-2.0µm

2.0-3.0µm

3.0-5.0µm

5.0-10.0µm

>10µm0% 20% 40% 60% 80% 100%

Encens

Tabac

Talc

Percentage / mass

Talc

Tobacco

Incense

Talc

Tobacco

Incense

Sensor response to incense smoke

6 March 2018 8Assessment of low-cost particulate matter and VOC sensors

0% 50% 100%

Nombre

Masse

Incense 0.3-0.5µm0.5-0.7µm0.7-1.0µm1.0-2.0µm2.0-3.0µm3.0-5.0µm5.0-10.0µm>10µm

Incense moke is mainly composed

of very small particles

B2>A>F>B1>D1-2>E

MassNumber

Differences due to:

- Sampling

- Average values

- Sensitivity

Page 26: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Sensor response to tobacco smoke

6 March 2018 9Assessment of low-cost particulate matter and VOC sensors

0% 50% 100%

Nombre

Masse

Tobacco 0.3-0.5µm

0.5-0.7µm

0.7-1.0µm

1.0-2.0µm

2.0-3.0µm

3.0-5.0µm

5.0-10.0µm

>10µm

E>A PM10>B2>APM2,5>F>B2>D1-2

Mass

Number

Tobacco smoke is mainly

composed of fine particles

the orders of magnitude of the

responses differ with another particle

composition

Sensor response to talcum powder

6 March 2018 10Assessment of low-cost particulate matter and VOC sensors

Talcum powder is heavier

and deposits more quickly

B1> B2> E>D1-2>A>F

0% 50% 100%

Nombre

Masse

Talc 0.3-0.5µm

0.5-0.7µm

0.7-1.0µm

1.0-2.0µm

2.0-3.0µm

3.0-5.0µm

5.0-10.0µm

>10µm

Mass

Number

Some sensors react very little to

talcum dispersion

Page 27: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Measurement at low level of particles

6 March 2018 11Assessment of low-cost particulate matter and VOC sensors

0

5

10

15

20

25

30

35

40

0 10 20 30 40 50 60 70 80

PM

2,5

g/m

3)

minutes

Mesures de particules niveau de base

A1

A2

B3

B4

C5

C6

Indoor concentration of PM2.5

No particle generation

Basic level : ~5 / 15 / 30 µg/m3

Disparity of values even with no

particle generation

VOCs measurements

6 March 2018 12Assessment of low-cost particulate matter and VOC sensors

G

• Sensitivity: hydrogen gas, hydrogen sulfide, ammonia, ethanol, toluene, and formaldehyde

• Value in ppb

H

• Sensitivity: Formaldehyde,iso-butane, toluene, methane, ammoniac, benzene, etc. (*)

• Range:100-1000 ppb

I

• Range : 0-9,9 mg/m3

• Resolution1mg/m3

2 sensors give ppb values

1 sensor give mg/m3 value (which hypothesis for gas density ?)

Information available on manufacturers' technical specifications for particles measurements

Page 28: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

Sensor response to VOCs

6 March 2018 13Assessment of low-cost particulate matter and VOC sensors

Values differ between sensors G

and H

the order of magnitude of the

responses differ

Tobacco/cleaning wipes

Comparison of two sensors

With two different sources of VOCs

Measurement at low level of VOCs

6 March 2018 14Assessment of low-cost particulate matter and VOC sensors

Indoor concentration of VOCs for 2

sensors in the CETIAT testing room

No VOCs generation

Basic level : 130 / 600 ppb

Disparity of values even with no VOCs

generation

Page 29: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

ConclusionsAssessment of IAQ Sensors

Need to characterize the generated pollutant

Nature and Composition

Properties (density, …)

Periodic calibration is neededComplex pollutant

Not only one gas for VOCs

Several Particles generations (fine, very small, ...)

On-site ?

Measurement resultsHigh disparity between sensorsImpact of data sampling and average

Time lag

Lower peak value

Impact of the pollutant compositonSensor responses are different / nature of pollutant

Particles: incense, tobacco, talc

VOCs : tobacco, incense, cleaningwipes

Few informations availableSensitivity /selectivity

Data processing

Ambient conditions influence

6 March 2018 15Assessment of low-cost particulate matter and VOC sensors

Which use of « low-cost » sensors (PM VOCs) ?

For individual useOK for information purposes only

What is the influence of residents activities (cooking, cleaning, …) on some IAQ metrics

Not ready for fine DCV usereliability of data and connexion, durability, calibration, …

6 March 2018 16Assessment of low-cost particulate matter and VOC sensors

Page 30: Webinar IAQ sensors for smart ventilation of buildings00 at Vienna International Airport, ... Reference Instruments ~ $35,000 ... AirBeam AirVisual Node AirQualityEgg V2 AWAIR Foobot

www.cetiat.fr

6 March

2018

Assessment of low-cost particulate matter and VOC sensors 17

Thank you for your attention