+ All Categories
Home > Documents > HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT...

HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT...

Date post: 22-Aug-2020
Category:
Upload: others
View: 3 times
Download: 0 times
Share this document with a friend
16
HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma 1 , Salim Alam 2 , William Bloss 2 , Prashant Kumar 3 , Chhemendra Sharma 4 , Mukesh Khare 1 1 Department of Civil Engineering, Indian Institute of Technology Delhi, India 2 School of Geography, Earth and Environmental Sciences, University of Birmingham, Birmingham, UK 3 Global Centre for Clean Air Research (GCARE), Department of Civil and Environmental Engineering, University of Surrey,UK 4 CSIR-National Physical Laboratory,Delhi ,India Email: [email protected] , [email protected]
Transcript
Page 1: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

HYSPLIT Modelling Approach for the Assessment of PM2.5 overIndian Subcontinent

Rulan Verma1, Salim Alam2, William Bloss2, Prashant Kumar3, Chhemendra Sharma4, Mukesh Khare1

1 Department of Civil Engineering, Indian Institute of Technology Delhi, India

2 School of Geography, Earth and Environmental Sciences, University of Birmingham, Birmingham, UK

3 Global Centre for Clean Air Research (GCARE), Department of Civil and Environmental Engineering, University of Surrey,UK

4 CSIR-National Physical Laboratory,Delhi ,India

• Email: [email protected] ,

[email protected]

Page 2: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

Prof Mukesh Khare (IIT Delhi) / Prof William Bloss (University of Birmingham)

An Integrated Study of Air Pollutant

Sources in the Delhi NCR :

ASAP-Delhi

IIT Delhi / NPL / Birmingham / Surrey

Page 3: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

Sampling Station

Locations

Source: Google Maps

Page 4: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

PM2.5 Sampler Setup & Training

YMCA, Faridabad Amity University, Gurugram

Page 5: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

Filter Papers

Unused PTFE

Sampled Tissuequartz

Unused Tissuequartz

Sampled PTFE

Page 6: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

Average Concentration of PM2.5

Stations12-Hr Average Concentration of PM2.5 (ug/m3)

Winter Spring Summer Post Monsoon Intensive

Day Night Day Night Day Night Day Night Day Night

PDM Bahadurgarh 192 319 - - 77 130 54 68 140 174

SBIT Sonipat 138 123 - - 75 112 36 68 - -

Amity Univ. Noida 104 164 61 114 72 132 42 78 - -

YMCA Faridabad 91 183 59 129 46 58 78 126 - -

Amity Univ. Gurugram65 141 41 87 77 81 52 88 - -

MMU Mullana 148 186 57 73 77 75 39 56 - -

IITD Supersite 103 194 67 92 60 84 54 82 105 147

Page 7: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

-50

50

150

250

350

450

1-Jan 2-Jan 3-Jan 4-Jan 5-Jan 6-Jan 7-Jan

Amity University, Noida

0

100

200

300

400

500

1-Jan 2-Jan 3-Jan 4-Jan 5-Jan 6-Jan 7-Jan 8-Jan

PDM Bahadurgarh

0

50

100

150

200

250

300

350

400

450

1-Jan 2-Jan 3-Jan 4-Jan 5-Jan 6-Jan 7-Jan 8-Jan 9-Jan

MMU Mullana

-50

50

150

250

350

450

IIT Delhi

Exceedances from NAAQS

07-05-2020 APHH Review Meeting 7

Page 8: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

Possible Sources in the Study Area

Delhi City

o Traffic

o Industries (Thermal power plant, Industrial clusters)

o Domestic (Kitchen)

o Open biomass burning

o Construction dust

NCR City Clusters

o Traffic from City clusters (only municipal areas)

o Domestic (Kitchen)

o Industries (Thermal power plant, any other Industrial clusters)

o Brick kilns

o Open biomass burning

o Agriculture residue burning

o Construction dust

Page 9: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

Transboundary Air Pollution

• Adverse impacts of emitted pollutants often cannot be confined to one

location, one region, or even one continent.

• Agencies with environmental regulatory responsibilities need to better

understand

• How, when, and where long-range transport may lead to National

Ambient Air Quality Standard (NAAQS) violations or pollutant levels

that exceed other regulatory guidelines.

• Convention on Long-Range Transboundary Air Pollution : only in

developed countries

Page 10: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

Objectives

• Develop an approach using Hysplit backtrajectory analysis

• Identification of the possible source pathways at supersite IIT Delhi using cluster analysis

• To plot the hourly PM2.5 concentration and identify primary source areas by comparing it to air mass pathways.

• Understanding the effect of local and global meteorology on the movement of pollutants in Delhi NCR.

Page 11: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

HYSPLIT Model

• The HYSPLIT model is a Lagrangian model that calculates the location of a single particle every hour backward from the starting point, which in this case is our sampling supersite IIT Delhi .

• HYSPLIT (Hybrid Single-Particle Langrangian Trajectory) is useful to predict the trajectory, dispersion and concentration of pollutants from a point source, line and area.

• HYSPLIT uses meteorological data to track the movement and concentration either forward or backward in the period and at regular intervals.

• The output of the model consists of a text file in which each of these hourly locations is given (among other things) a time in negative hours and a position in latitude/longitude coordinates.

Ref: https://www.ready.noaa.gov/HYSPLIT.php

Page 12: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

Install supporting

programs

Simulation of

the trajectory

with HYSPLIT

Install HYSPLIT

Inventory data

Plot data

Setup run

Analyze Variance

Compute Possible no.

of clusters

Display clusters

Plot

clusters

NO ERROR

NO ERROR

ERROR

ERROR

Approach

Page 13: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

Winter (15/01/2018-15/02/2018)

0

100

200

300

400

500

600

1/16/2018…

1/1

7/2

01

8 5

:00

1/17/2018…

1/18/2018…

1/1

9/2

01

8 2

:00

1/19/2018…

1/2

0/2

01

8 8

:00

1/20/2018…

1/21/2018…

1/2

2/2

01

8 5

:00

1/22/2018…

1/23/2018…

1/2

4/2

01

8 2

:00

1/24/2018…

1/2

5/2

01

8 8

:00

1/25/2018…

1/26/2018…

1/2

7/2

01

8 5

:00

1/27/2018…

1/28/2018…

1/2

9/2

01

8 2

:00

1/29/2018…

1/3

0/2

01

8 8

:00

1/30/2018…

1/31/2018…

2/1

/20

18

5:0

02

/1/2

01

8 2

0:0

02

/2/2

01

8 1

1:0

02

/3/2

01

8 2

:00

2/3

/20

18

17

:00

2/4

/20

18

8:0

02

/4/2

01

8 2

3:0

02

/5/2

01

8 1

4:0

02

/6/2

01

8 5

:00

2/6

/20

18

20

:00

2/7

/20

18

11

:00

2/8

/20

18

2:0

02

/8/2

01

8 1

7:0

02

/9/2

01

8 8

:00

2/9

/20

18

23

:00

2/10/2018…

PM2.5(μg/m3)

Date/Time

PM2.5 & Back trajectory clusters

Clus1 Clus2 Clus3 Clus4 Clus5 PM2.5

Page 14: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

Observations• Simulations indicate that 59 % of the air masses at IITD can

be represented by cluster 1 (coming from Pakistan)

• Cluster 2 is coming from the North-North-West (from Iran),

and the origin height is more than 3000m; it reduces to 300

m after it enters India.

• 9% of the clusters are represented by cluster 4 coming from

Pakistan region with an average concentration of 189.02

μg/m3. The maximum value for PM2.5 is observed in this

cluster as 478 μg/ m3

• Cluster 3 indicated recirculation of air masses, which causes

PM concentrations to be higher during that period. Highest

average PM2.5 concentration 237.20 μg/m3.

• Windrose indicates that most of the times during the

sampling period, wind was blowing from SW to NW

direction, which is also the case in the air mass trajectories.

Page 15: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

References

• Xin, Y., Wang, G. and Chen, L., 2016. Identification of long-range transport pathways and potential sources of PM10 in Tibetan Plateau uplift area: Case study of Xining, China in 2014. Aerosol Air Qual. Res, 16(4), pp.1044-1054.

• Hysplit4User'sGuide-Niwc.noaa.inel.gov, https://niwc.noaa.inel.gov/EOCFSV/hysplit/hysplituserguide.pdf (accessed July 16, 2019).

• An Overview Of The Hysplit Modeling System For Trajectory .., https://www3.epa.gov/scram001/9thmodconf/draxler.pdf

• Advances In Meteorology -Hindawi Publishing Corporation, https://www.hindawi.com/journals/amete/2014/596041

• Fleming, Zoë L., Paul S. Monks, and Alistair J. Manning. "Untangling the influence of air-mass history in interpreting observed atmospheric composition." Atmospheric Research104 (2012): 1-39.

• Tshehla, Cheledi, and George Djolov. "Source profiling, source apportionment and cluster transport analysis to identify the sources of PM and the origin of air masses to an industrialised rural area in Limpopo." Clean Air Journal 28, no. 2 (2018): 54-66.

Page 16: HYSPLIT Modelling Approach for the Assessment of PM2.5 over … · 2020. 5. 7. · HYSPLIT Modelling Approach for the Assessment of PM 2.5 over Indian Subcontinent Rulan Verma1, Salim

THANK YOU


Recommended