Magnetic monitoring of PM filters from Air Monitoring Stations during the COVID-19 lockdown in Rome, Italy (March 10 th - May 18 th , 2020)
Aldo Winkler1 , Antonio Amoroso2 , Alessandro Di Giosa2 , Giada Marchegiani2
1 Istituto Nazionale di Geofisica e Vulcanologia, Roma, Italia (aldo.winkler@ingv.it)
2 ARPA Lazio, Roma, Italia
Magnetic properties of PM filters; they were determined:
Volume magnetic susceptibility - as the fastest proxy of the concentration of magnetic minerals in the daily PM filters, assuming the KLY5 standard volume (10 cm
3).
Mass magnetic susceptibility – dividing the total susceptibility for the daily PM mass, calculated as PM (µg/m
3) x 55 m
3(air filtered in a day).
Hysteresis properties – mass normalized Ms, Mrs; Bc, Bcr, (on half filter in a gel cap).
Their ratios were plotted in a «Day Plot»; on representative samples
FORC diagrams – on selected samples
The results shown here are only a selection of an extensive study covering many stations in Latium region (Rome, Fiumicino, Civitavecchia, Valle del Sacco)
Civitavecchia
Rome Fiumicino
Roma: PM air filter stations
• Fermi (busy road, intense exposure to traffic); March 23, 2020 – April 15, 2021 (uncontinuous sampling after lockdown)
• Cinecittà (internal road, moderate exposure to traffic; March 3, 2020 - June 14, 2020)
• Magnagrecia (busy road, intense exposure to traffic); March 26, 2020 – March 22, 2021 (uncontinuous sampling after lockdown)
ROMA FERMI (March 23, 2020 – April 15, 2021 (uncontinuous sampling after lockdown)
Mass Susceptibility Max: 3.36E-05 m3/kg Min: 1.17E-06 m3/kg
Average: 1. 29E-05 m3/kg average lock: 9.97E-06 m3/kg average post: l. 1.56E-05 m3/kg p (same mean): 3.3E-08
PM concentration Max: 74 µg/m3 Min: 7 µg/m3
Average: 19 µg/m3
average lock: 21 µg/m3 average post 19 µg/m3 p (same mean): 0.29
Absolute maximum of PM vs minimum mass susceptibility – input of non magnetic dusts
Absolute maximum of mass susceptibility vs PM minimum – highest concentration of magnetic PM
Magnetite average concentration = 1.11%
Ms data on 15 samples
Mass susceptibility; PM – normalized to average
0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5 4.0
23/3 2/4 12/4 22/4 2/5 12/5 22/5 1/6 11/6
0.00 0.50 1.00 1.50 2.00 2.50
5/3 15/3 25/3 4/4 14/4
2021
Average Kmass Average PM
ROMA FERMI: correlations
R² = 0.9422
0.0 0.5 1.0 1.5 2.0 2.5 3.0
0.0E+00 5.0E-06 1.0E-05 1.5E-05 2.0E-05 2.5E-05 3.0E-05 3.5E-05 Ms_mass (Am2/kg) vs k_mass (m3/kg)
R² = 0.9489
0.0E+00 2.0E-07 4.0E-07 6.0E-07 8.0E-07 1.0E-06 1.2E-06 1.4E-06
0.0E+00 5.0E-07 1.0E-06 1.5E-06 2.0E-06 2.5E-06 3.0E-06 K_vol vs Ms_vol (Am2)
Kvol vs PM correlation switching to linear after lockdown
R² = 0.0001
R² = 0.6018
0.00 10.00 20.00 30.00 40.00 50.00 60.00 70.00 80.00
0.0E+00 5.0E-07 1.0E-06 1.5E-06 2.0E-06 2.5E-06 3.0E-06 3.5E-06 4.0E-06
R² = 0.3053 R² = 0.0132
0.00 10.00 20.00 30.00 40.00 50.00 60.00 70.00 80.00
0.0E+00 5.0E-06 1.0E-05 1.5E-05 2.0E-05 2.5E-05 3.0E-05 3.5E-05 4.0E-05 PM (µg/m3) vs Kmass (m3/kg)
Lockdown; Post lockdown PM (µg/m3) vs Kvol
Lockdown; Post lockdown
No anticorrelation between Kmass and PM after lockdown
ROMA CINECITTÀ (March 3, 2020 – June 14, 2020)
Mass suceptibility max 1.29E-05 m3/kg min 2.15E-07 m3/kg average 4.07E-06 m3/kg
average lock. 3.83E-06 m3/kg average post 4.24E-06 m3/kg p (same mean): 0.55
PM concentration Max: 57 µg/m3 Min: 9 µg/m3
Average: 21 µg/m3 average lock: 23 µg/m3 average post 18 µg/m3 p (same mean): 0.01
Magnetite average concentration = 0.47%
(Ms data on 15 samples)
0.00 0.50 1.00 1.50 2.00 2.50 3.00 3.50
03/03/2020 23/03/2020 12/04/2020 02/05/2020 22/05/2020 11/06/2020
Mass susceptibility; PM – normalized to average
Absolute maximum of PM vs minimum mass susceptibility – input of non magnetic dusts
Absolute maximum of mass susceptibility vs PM minimum – highest concentration of magnetic PM Average Kmass
Average PM
R² = 0.9849
0.0E+00 5.0E-08 1.0E-07 1.5E-07 2.0E-07 2.5E-07 3.0E-07 3.5E-07 4.0E-07 4.5E-07 5.0E-07
0.0E+00 2.0E-07 4.0E-07 6.0E-07 8.0E-07 1.0E-06
Cinecittà Ms (Am2) vs k_vol
R² = 0.99
0.00 0.20 0.40 0.60 0.80 1.00 1.20 1.40
0.0E+00 2.0E-06 4.0E-06 6.0E-06 8.0E-06 1.0E-05 1.2E-05 1.4E-05
Cinecittà Ms_mass (Am2/kg) vs k_mass (m3/kg) ROMA Cinecittà: correlations
R² = 0.4155
R² = 0.1426
0 10 20 30 40 50 60
0.0E+00 2.0E-07 4.0E-07 6.0E-07 8.0E-07 1.0E-06
R² = 0.0713 R² = 0.0002
0 10 20 30 40 50 60
0.0E+00 2.0E-06 4.0E-06 6.0E-06 8.0E-06 1.0E-05 1.2E-05 1.4E-05
PM (µg/m3) vs Kmass (m3/kg) Lockdown; Post lockdown PM (µg/m3) vs Kvol
Lockdown; Post lockdown
Magnetite average concentration = 1.11%
Ms data on 12 samples
0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5
26/03/2020 31/03/2020 05/04/2020 10/04/2020 15/04/2020 20/04/2020 25/04/2020 30/04/2020 05/05/2020 10/05/2020
ROMA MAGNAGRECIA (March 26, 2020 – March 22, 2021) Mass susceptibility max 5.14E-05 m3/kg min 1.69E-06 m3/kg average 1.50E-05 m3/kg
average lockd. 9. 67E-06 m3/kg average post 1.91E-05 m3/kg p (same mean): 6.6E11
Sagnotti et al., 2006 average 2.12E-05 m3/kg
Mass susceptibility; PM – normalized to average
0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5 4.0
9/6 29/7 17/9 6/11 26/12 14/2
Post lockdown (June 9, 2020 – March 22, 2021)
PM concentration Max: 73 µg/m3 Min: 5 µg/m3
Average: 25 µg/m3
average lock: 23 µg/m3 average post 26 µg/m3 p (same mean): 0.34
Absolute maximum of PM vs minimum mass susceptibility – input of non magnetic dusts
Absolute maximum of mass susceptibility vs PM minimum – highest concentration of magnetic PM Average Kmass
Average PM
R² = 0.002
R² = 0.7282
0 10 20 30 40 50 60 70 80
0.0E+00 1.0E-06 2.0E-06 3.0E-06 4.0E-06 5.0E-06 6.0E-06 7.0E-06
R² = 0.312 0.0E+00
1.0E-05 2.0E-05 3.0E-05 4.0E-05 5.0E-05 6.0E-05
0 10 20 30 40 50 60 70 80
R² = 0.9663
0.0E+00 1.0E-07 2.0E-07 3.0E-07 4.0E-07 5.0E-07 6.0E-07 7.0E-07 8.0E-07 9.0E-07 1.0E-06
0.0E+00 2.0E-07 4.0E-07 6.0E-07 8.0E-07 1.0E-06 1.2E-06 1.4E-06 1.6E-06 1.8E-06
Ms (Am2) vs k_vol
R² = 0.9711
0.0 0.5 1.0 1.5 2.0 2.5
0.0E+00 5.0E-06 1.0E-05 1.5E-05 2.0E-05
Ms_mass (Am2/kg) vs kmass (m3/kg)
Almost constant K_mass
Kvol vs PM linear correlation after lockdown
PM (µg/m3) vs Kvol
Lockdown; Post lockdown
PM (µg/m3) vs Kmass (m3/kg) Lockdown; Post lockdown
ROMA MAGNAGRECIA: correlations
• Prevailing Brake Emissions in Fermi and Magnagrecia (busy roads)
• Cinecittà points (distant to busy roads) move towards natural and fuel sources
Day Plot - Roma
Mass suceptibility max 4.80E-06 m3/kg min -2.82E-07 m3/kg average 1.05E-06 m3/kg average l. 1.05E-06 m3/kg average p.l. 1.06E-06 m3/kg p (same mean): 1.00
-1.00 0.00 1.00 2.00 3.00 4.00 5.00
20/3 30/3 9/4 19/4 29/4 9/5 19/5 29/5 8/6
Mass susceptibility; PM – mormalized to average
PM concentration Max: 50 µg/m3 Min: 2 µg/m3
Average: 15 µg/m3
average lock: 16 µg/m3 average post 14 µg/m3 p (same mean): 0.20
Absolute maximum of PM vs minimum mass susceptibility – input of non magnetic dusts
Absolute maximum of mass susceptibility vs PM minimum – highest concentration of magnetic PM Average Kmass
Average PM
Civitavecchia (rural background): Sant’Agostino (March 20, 2020 – June 14, 2020)
SANT’AGOSTINO: correlations
R² = 0.1935
R² = 0.1331
0 10 20 30 40 50 60
-5.0E-08 2.0E-22 5.0E-08 1.0E-07 1.5E-07 2.0E-07 2.5E-07 3.0E-07 3.5E-07 4.0E-07
Kvol vs PM no change after lockdown
R² = 0.003
R² = 0.0456
0 10 20 30 40 50 60
-1.0E-06 2.0E-21 1.0E-06 2.0E-06 3.0E-06 4.0E-06 5.0E-06
PM (µg/m3) vs Kvol
Lockdown; Post lockdown
PM (µg/m3) vs Kmass (m3/kg) Lockdown; Post lockdown
Civitavecchia (urban): Villa Albani (March 16, 2020 – June 14, 2020)
Mass susceptibility max 1.73E-05 m3/kg min 7.89E-07 m3/kg average 5.18E-06 m3/kg
average lckd. 4.30E-06 m3/kg average p.lckd. 7.19E-06 m3/kg p (same mean): 0.0003
0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5 4.0
14/03/2020 24/03/2020 03/04/2020 13/04/2020 23/04/2020 03/05/2020 13/05/2020 23/05/2020 02/06/2020 12/06/2020
Magnetite average concentration = 0.55%
Mass susceptibility; PM – normalized to average
PM concentration Max: 70 µg/m3 Min: 4 µg/m3
Average: 20 µg/m3 average lock: 22 µg/m3 average post 16 µg/m3 p (same mean): 0.06
Absolute maximum of mass susceptibility vs PM minimum – highest concentration of magnetic PM Average Kmass
Average PM
Absolute maximum of PM vs minimum mass susceptibility – input of non magnetic dusts
VILLA ALBANI: correlations
R² = 0.9771
0.0E+00 2.0E-06 4.0E-06 6.0E-06 8.0E-06 1.0E-05 1.2E-05 1.4E-05 1.6E-05 1.8E-05 2.0E-05
0.0E+00 2.0E-01 4.0E-01 6.0E-01 8.0E-01 1.0E+00 1.2E+00
K_mass vs Ms_mass (Am2/kg)
R² = 0.9459
0.0E+00 2.0E-07 4.0E-07 6.0E-07 8.0E-07 1.0E-06 1.2E-06 1.4E-06
0.0E+00 1.0E-07 2.0E-07 3.0E-07 4.0E-07 5.0E-07
K_vol vs Ms (Am2)
R² = 0.1739
R² = 0.0381
0 10 20 30 40 50 60 70 80
0.0E+00 2.0E-07 4.0E-07 6.0E-07 8.0E-07 1.0E-06 1.2E-06 1.4E-06 PM (µg/m3) vs Kvol
Lockdown; Post lockdown c
R² = 0.1603 R² = 0.5898
0 10 20 30 40 50 60 70 80
-1.0E-06 1.0E-06 3.0E-06 5.0E-06 7.0E-06 9.0E-06 1.1E-05 1.3E-05 1.5E-05 PM (µg/m3) vs Kmass (m3/kg)
Lockdown; Post lockdown
Day plot – Villa Albani
Prevailing Brake Emissions
Intermediate Rural Background: Rome/Fiumicino Castel di Guido (March 20, 2020 – June 14, 2020)
-1.0 -0.5 0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5 4.0
29/3 8/4 18/4 28/4 8/5 18/5 28/5 7/6
Mass susceptibility; PM – normalized to average
PM concentration Max: 67 µg/m3 Min: 8 µg/m3
Average: 20 µg/m3
average lock: 21 µg/m3 average post 17 µg/m3 p (same mean): 0.03 Mass susceptibility max 4.22E-06 m3/kg min -7.80E-07 m3/kg average 1.25E-06 m3/kg
average lckd. 9.29E-07 m3/kg average p.lckd. 1.77E-06 m3/kg p (same mean): 5.62E-6
Absolute maximum of PM vs minimum mass susceptibility – input of non magnetic dusts Average Kmass
Average PM
CASTEL DI GUIDO: correlations
R² = 0.2659
R² = 0.006
0 10 20 30 40 50 60 70 80
-1.0E-07 -5.0E-08 0.0E+00 5.0E-08 1.0E-07 1.5E-07 2.0E-07 2.5E-07 3.0E-07 3.5E-07
R² = 0.0001
R² = 0.1731 0
10 20 30 40 50 60 70 80
-1.0E-06 0.0E+00 1.0E-06 2.0E-06 3.0E-06 4.0E-06 5.0E-06
PM (µg/m3) vs Kvol Lockdown; Post lockdown
PM (µg/m3) vs Kmass (m3/kg) Lockdown; Post lockdown
Day plot – Castel di Guido
Prevailing natural/fuel sources
Ferentino PM 2.5
Magnagrecia PM10
The grainsize: paramagnetism of PM2.5 vs ferromagnetism of PM10
Fermi 13/5 Magnagr. 22/4
Rel. k_mass maximum
Magnagr. 29/3
Dusts; max PM (70), k_mass min
Castel di Guido 29/3
Dusts; max PM (70)
FORC
Sagnotti et al., 2009