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Long-term predictability of local air
quality hazards and periods of reduced
turbulent mixing in Scandinavia
Igor Esau, Tobias Wolf, Lasse Pettersson and Joachim Reuder
Nansen Environmental and Remote Sensing Centre
Geophysical Institute, University in Bergen
Bjerknes Centre for Climate Research
Bergen, Norway
(EMS2018-292)
04.09.2018 European Meteorological Society Assembly 1
The societal challenge
04.09.2018 European Meteorological Society Assembly 2
Observations
04.09.2018 European Meteorological Society Assembly 3
Observations reveal:
• Atmospheric pollution accumulates
gradually over several days
• Both the peak values and duration of air
quality hazards matter
• Hazardous concentrations are related to
temperature inversion episodes (stably-
stratified atmospheric conditions) and
calm (ani-cyclonic weather)
2017
Persistence of stably stratified
atmospheric conditions
Air Quality Index (AQI)
04.09.2018 European Meteorological Society Assembly 4
Wolf T. and I. Esau, 2014: Air quality hazards under present and
future climate conditions in Bergen, Norway, Urban climate, 10,
801-814, doi: 10.1016/j.uclim.2014.10.006
Wolf T., Esau I. & Reuder J. The large-scale circulation during air
quality hazards in Bergen, Norway Tellus A, 2017, 69, 1406265Parallel observations
of air quality
(NOx,PM)
ERA-I meteorology
Selection weather
factors and
thresholds
Application to long-term
meteorological data,
models and reanalyses
AQI corresponds to
weather conditions
highly correlated
with the observed
air quality hazards
Long-term AQI
variability (ERA-I)
04.09.2018 European Meteorological Society Assembly 5
Wolf T. and I. Esau, 2014: Air quality hazards under present and
future climate conditions in Bergen, Norway, Urban climate, 10,
801-814, doi: 10.1016/j.uclim.2014.10.006
Wolf T., Esau I. & Reuder J. The large-scale circulation during air
quality hazards in Bergen, Norway Tellus A, 2017, 69, 1406265
Wintertime AQI variability shows cycles with quasi-
period of 10-14 years
Years with more stagnating episodes in winter (DJF):
2009/10, 2010/11, 2012/13
2002/03
1993/94, 1995/96, 1996/97
1984/85, 1985/86
1978/79, 1979/80
The local stagnation episodes require:
• Weather persistence – Longer periods of stable
weather conditions with low wind
• Clear sky – Negative surface heat balance and
cooling to build up stable stratification
Long-term wind
variability
04.09.2018 European Meteorological Society Assembly 6
Historical long-term variability of
storminess and blockings – they are not
anti-correlated
Seasonal P99 storm index series for
the pressure triangles.
Wang, X. L.; Wan, H.; Zwiers, F. W.; Swail, V. R.; Compo, G. P.; Allan, R.
J.; Vose, R. S.; Jourdain, S. & Yin, X. Trends and low-frequency
variability of storminess over western Europe, 1878–2007, Climate
Dynamics, 2011 , 37, 2355-2371
Greenland blocking index
Spatial pattern with the
maximal local effect
04.09.2018 European Meteorological Society Assembly 7
Greenland (West Atlantic)
blocking locally (Bergen and
Scandinavia) induces:
• Cold
• Dry
• Clear-sky
• Calm (wind from the East)
Long-term blocking
variability
04.09.2018 European Meteorological Society Assembly 8
Very high seasonal air pollution in Bergen (NO2)
Previous high attention to air pollution in Bergen (SO2)
Greenland blocking indexHistorical long-term variability of Greenland blocking
Hanna, E.; Cropper, T. E.; Hall, R. J. & Cappelen, J. Greenland
Blocking Index 1851-2015: A regional climate change signal,
International Journal of Climatology, 2016, 36, 4847-4861
AQI – Blocking links
(Persistence)
04.09.2018 European Meteorological Society Assembly 9
Wolf T., Esau I. & Reuder J. The large-scale circulation during air
quality hazards in Bergen, Norway Tellus A, 2017, 69, 1406265
• AQ hazard episodes require persistence local weather
• Persistent local weather requires geographically locked
large-scale circulation anomaly
• Large-scale circulation anomaly
• Change slowly – have certain predictability
• Better captured by Climate Prediction Models
AQI in Climate
Prediction Models
04.09.2018 European Meteorological Society Assembly 10
Wolf T., Esau I. & Reuder J. The large-scale circulation during air
quality hazards in Bergen, Norway Tellus A, 2017, 69, 1406265
• Large-scale circulation anomaly
• Change slowly – have certain predictability
• Better captured by Climate Prediction Models
ERA-I
MRI-GCM
Long-term SAT/SST
variability
04.09.2018 European Meteorological Society Assembly 11
Årthun, M.; Eldevik, T.; Viste, E.; Drange, H.; Furevik, T.; Johnson, H. L. &
Keenlyside, N. S. Skillful prediction of northern climate provided by the ocean,
Nature Communications, 2017, 8:15875
Long-term SAT-SST
connections (Statistics)
04.09.2018 European Meteorological Society Assembly 12
Årthun, M.; Kolstad, E. W.; Eldevik, T. & Keenlyside, N. S. Time Scales and Sources
of European Temperature Variability, Geophysical Research Letters, 2018
Dominant time scale (years) of SAT variability during the
cold season (November–April). The regions used to
produce SAT time series for northern Europe (NE; 6–20∘E,
57–70∘N), eastern Europe (EE; 20–40∘E, 51–56∘N), and
southern Europe (SE; 9–5∘W, 38–43∘N) are shown.
Actual AQI Prediction
04.09.2018 European Meteorological Society Assembly 13
Increase in AQ hazard episodes in 2017 – 2022
Wolf T. and I. Esau, 2014: Air quality hazards under present and
future climate conditions in Bergen, Norway, Urban climate, 10,
801-814, doi: 10.1016/j.uclim.2014.10.006
Added value of
modeling (PALM)
04.09.2018 European Meteorological Society Assembly 14
• Existing models DO NOT predict the highest
concentrations which are the most NEEDED
• Models DO NOT reveal the spatial distribution and
pathways of the air pollution
• Models DO NOT inform policy makers about effective
consequences of their scenario decisions
Daily maximum of hourly mean NO2 concentrations
Observations
Modelresults
Central road traffic (working days) (Saturday) (Sunday)
Air Pollution Pathways
04.09.2018 European Meteorological Society Assembly 15
PALM simulations:
• Spatially resolve dispersion
in given weather conditions
• Resolve contribution of
distinct sources of pollutants
• Quantify effects of policy
and management scenarios
Wolf T., Petersson L., Esau I. Spredning og konsentrasjonsdannelse
av NO2 og PM2.5 i Bergen sentrum - et studie med vekt på bidrag
fra skip i havna, NERSC report #370, 2016
AQ Scenario Assessment
(Harbor and Fireplaces)
04.09.2018 European Meteorological Society Assembly 16
Wolf T., Petersson L., Esau I. Spredning og konsentrasjonsdannelse
av NO2 og PM2.5 i Bergen sentrum - et studie med vekt på bidrag
fra skip i havna, NERSC report #370, 2016
AQ Scenario Assessment
(Tourist Cruises)
04.09.2018 European Meteorological Society Assembly 17
Summer scenario run (PALM) for air pollution
from cruise ships in Bergen harbor
Actual PALM simulations of air pollution from
cruise ships in Bergen harbor on 23 July 2018
Bergen harbor on 23 July 2018
Impact and Priorities
04.09.2018 European Meteorological Society Assembly 18
Øystein Hov (Nature, 552, 2017):
Priorities for weather and climate research
• Non-govermental
• Tailored (reflecting user needs)
• Easily accessible (on-line)
• Transferable (formulated as accepted by users)
• Inter-operable (available data/services from others)
• Actual (targeting the areas of interest, urban,
extreme weather conditions and phenomena)
• Seamless modeling
• Seamless model and data fusion
• Able to work with diverse quality and quantity of
information, involve public-private cooperation
• Archievable and tracable
Direct impact
• Bergen Municipality: 50MNOK to replace old wood ovens.
• Development of regular information service to Bergen Harbour.
• Significant changes of road taxes during air pollution events (225 NOK)
Service Demonstration
04.09.2018 European Meteorological Society Assembly 19
Conclusions
04.09.2018 European Meteorological Society Assembly 20
• Extreme weather events are caused by large-scale circulation anomalies
• But their most pronounced impact is usually strongly localized
• E.g. AQ hazard episodes in Scandinavia are linked to prolonged period of clear-sky clam weather
• Potential predictability:
• Such weather patterns are related to hemispheric size circulation anomalies (the Greenland blocking)
• The wintertime blocking events reveal long-term variability with a quasi-period of 10-15 years
• The blocking variability is connected with the advective SST anomalies, and hence, could be predictable
• Local pathways and scenario assessment:
• The AQ pathways and impact are localized
• The localization pattern depend of the spatial configuration of emitting sources (traffic, ships, fireplaces)
• Decision scenarios to change this configuration could be assessed in advance at small cost with models
• Perspectives:
• The turbulence-resolving modeling creates opportunity for targeted local climate services for environment-
sensitive business and public authorities
• Prototype of such a service was demonstrated by NERSC researchers in Bergen, Norway
Regarding the EMS Annual Meeting 2018, we are pleased to inform you that your following abstract has been
accepted and scheduled as oral, 25 min in session UP1.2, room E I on Tuesday, 04 Sep 2018, 14:15:
EMS2018-292: Long-term predictability of local air quality hazards and periods of reduced turbulent mixing in
Scandinavia by Igor Esau et al.
For details of your presentation as well as of the corresponding session programme please see:
https://meetingorganizer.copernicus.org/EMS2018/session/29295.
Detailed information on pre-registration and requesting a letter of invitation is provided on the conference
webpage https://www.ems2018.eu
20 slides needed
04.09.2018 European Meteorological Society Assembly 21

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Long term predictability of local air quality hazards

  • 1. Long-term predictability of local air quality hazards and periods of reduced turbulent mixing in Scandinavia Igor Esau, Tobias Wolf, Lasse Pettersson and Joachim Reuder Nansen Environmental and Remote Sensing Centre Geophysical Institute, University in Bergen Bjerknes Centre for Climate Research Bergen, Norway (EMS2018-292) 04.09.2018 European Meteorological Society Assembly 1
  • 2. The societal challenge 04.09.2018 European Meteorological Society Assembly 2
  • 3. Observations 04.09.2018 European Meteorological Society Assembly 3 Observations reveal: • Atmospheric pollution accumulates gradually over several days • Both the peak values and duration of air quality hazards matter • Hazardous concentrations are related to temperature inversion episodes (stably- stratified atmospheric conditions) and calm (ani-cyclonic weather) 2017 Persistence of stably stratified atmospheric conditions
  • 4. Air Quality Index (AQI) 04.09.2018 European Meteorological Society Assembly 4 Wolf T. and I. Esau, 2014: Air quality hazards under present and future climate conditions in Bergen, Norway, Urban climate, 10, 801-814, doi: 10.1016/j.uclim.2014.10.006 Wolf T., Esau I. & Reuder J. The large-scale circulation during air quality hazards in Bergen, Norway Tellus A, 2017, 69, 1406265Parallel observations of air quality (NOx,PM) ERA-I meteorology Selection weather factors and thresholds Application to long-term meteorological data, models and reanalyses AQI corresponds to weather conditions highly correlated with the observed air quality hazards
  • 5. Long-term AQI variability (ERA-I) 04.09.2018 European Meteorological Society Assembly 5 Wolf T. and I. Esau, 2014: Air quality hazards under present and future climate conditions in Bergen, Norway, Urban climate, 10, 801-814, doi: 10.1016/j.uclim.2014.10.006 Wolf T., Esau I. & Reuder J. The large-scale circulation during air quality hazards in Bergen, Norway Tellus A, 2017, 69, 1406265 Wintertime AQI variability shows cycles with quasi- period of 10-14 years Years with more stagnating episodes in winter (DJF): 2009/10, 2010/11, 2012/13 2002/03 1993/94, 1995/96, 1996/97 1984/85, 1985/86 1978/79, 1979/80 The local stagnation episodes require: • Weather persistence – Longer periods of stable weather conditions with low wind • Clear sky – Negative surface heat balance and cooling to build up stable stratification
  • 6. Long-term wind variability 04.09.2018 European Meteorological Society Assembly 6 Historical long-term variability of storminess and blockings – they are not anti-correlated Seasonal P99 storm index series for the pressure triangles. Wang, X. L.; Wan, H.; Zwiers, F. W.; Swail, V. R.; Compo, G. P.; Allan, R. J.; Vose, R. S.; Jourdain, S. & Yin, X. Trends and low-frequency variability of storminess over western Europe, 1878–2007, Climate Dynamics, 2011 , 37, 2355-2371 Greenland blocking index
  • 7. Spatial pattern with the maximal local effect 04.09.2018 European Meteorological Society Assembly 7 Greenland (West Atlantic) blocking locally (Bergen and Scandinavia) induces: • Cold • Dry • Clear-sky • Calm (wind from the East)
  • 8. Long-term blocking variability 04.09.2018 European Meteorological Society Assembly 8 Very high seasonal air pollution in Bergen (NO2) Previous high attention to air pollution in Bergen (SO2) Greenland blocking indexHistorical long-term variability of Greenland blocking Hanna, E.; Cropper, T. E.; Hall, R. J. & Cappelen, J. Greenland Blocking Index 1851-2015: A regional climate change signal, International Journal of Climatology, 2016, 36, 4847-4861
  • 9. AQI – Blocking links (Persistence) 04.09.2018 European Meteorological Society Assembly 9 Wolf T., Esau I. & Reuder J. The large-scale circulation during air quality hazards in Bergen, Norway Tellus A, 2017, 69, 1406265 • AQ hazard episodes require persistence local weather • Persistent local weather requires geographically locked large-scale circulation anomaly • Large-scale circulation anomaly • Change slowly – have certain predictability • Better captured by Climate Prediction Models
  • 10. AQI in Climate Prediction Models 04.09.2018 European Meteorological Society Assembly 10 Wolf T., Esau I. & Reuder J. The large-scale circulation during air quality hazards in Bergen, Norway Tellus A, 2017, 69, 1406265 • Large-scale circulation anomaly • Change slowly – have certain predictability • Better captured by Climate Prediction Models ERA-I MRI-GCM
  • 11. Long-term SAT/SST variability 04.09.2018 European Meteorological Society Assembly 11 Årthun, M.; Eldevik, T.; Viste, E.; Drange, H.; Furevik, T.; Johnson, H. L. & Keenlyside, N. S. Skillful prediction of northern climate provided by the ocean, Nature Communications, 2017, 8:15875
  • 12. Long-term SAT-SST connections (Statistics) 04.09.2018 European Meteorological Society Assembly 12 Årthun, M.; Kolstad, E. W.; Eldevik, T. & Keenlyside, N. S. Time Scales and Sources of European Temperature Variability, Geophysical Research Letters, 2018 Dominant time scale (years) of SAT variability during the cold season (November–April). The regions used to produce SAT time series for northern Europe (NE; 6–20∘E, 57–70∘N), eastern Europe (EE; 20–40∘E, 51–56∘N), and southern Europe (SE; 9–5∘W, 38–43∘N) are shown.
  • 13. Actual AQI Prediction 04.09.2018 European Meteorological Society Assembly 13 Increase in AQ hazard episodes in 2017 – 2022 Wolf T. and I. Esau, 2014: Air quality hazards under present and future climate conditions in Bergen, Norway, Urban climate, 10, 801-814, doi: 10.1016/j.uclim.2014.10.006
  • 14. Added value of modeling (PALM) 04.09.2018 European Meteorological Society Assembly 14 • Existing models DO NOT predict the highest concentrations which are the most NEEDED • Models DO NOT reveal the spatial distribution and pathways of the air pollution • Models DO NOT inform policy makers about effective consequences of their scenario decisions Daily maximum of hourly mean NO2 concentrations Observations Modelresults Central road traffic (working days) (Saturday) (Sunday)
  • 15. Air Pollution Pathways 04.09.2018 European Meteorological Society Assembly 15 PALM simulations: • Spatially resolve dispersion in given weather conditions • Resolve contribution of distinct sources of pollutants • Quantify effects of policy and management scenarios Wolf T., Petersson L., Esau I. Spredning og konsentrasjonsdannelse av NO2 og PM2.5 i Bergen sentrum - et studie med vekt på bidrag fra skip i havna, NERSC report #370, 2016
  • 16. AQ Scenario Assessment (Harbor and Fireplaces) 04.09.2018 European Meteorological Society Assembly 16 Wolf T., Petersson L., Esau I. Spredning og konsentrasjonsdannelse av NO2 og PM2.5 i Bergen sentrum - et studie med vekt på bidrag fra skip i havna, NERSC report #370, 2016
  • 17. AQ Scenario Assessment (Tourist Cruises) 04.09.2018 European Meteorological Society Assembly 17 Summer scenario run (PALM) for air pollution from cruise ships in Bergen harbor Actual PALM simulations of air pollution from cruise ships in Bergen harbor on 23 July 2018 Bergen harbor on 23 July 2018
  • 18. Impact and Priorities 04.09.2018 European Meteorological Society Assembly 18 Øystein Hov (Nature, 552, 2017): Priorities for weather and climate research • Non-govermental • Tailored (reflecting user needs) • Easily accessible (on-line) • Transferable (formulated as accepted by users) • Inter-operable (available data/services from others) • Actual (targeting the areas of interest, urban, extreme weather conditions and phenomena) • Seamless modeling • Seamless model and data fusion • Able to work with diverse quality and quantity of information, involve public-private cooperation • Archievable and tracable Direct impact • Bergen Municipality: 50MNOK to replace old wood ovens. • Development of regular information service to Bergen Harbour. • Significant changes of road taxes during air pollution events (225 NOK)
  • 19. Service Demonstration 04.09.2018 European Meteorological Society Assembly 19
  • 20. Conclusions 04.09.2018 European Meteorological Society Assembly 20 • Extreme weather events are caused by large-scale circulation anomalies • But their most pronounced impact is usually strongly localized • E.g. AQ hazard episodes in Scandinavia are linked to prolonged period of clear-sky clam weather • Potential predictability: • Such weather patterns are related to hemispheric size circulation anomalies (the Greenland blocking) • The wintertime blocking events reveal long-term variability with a quasi-period of 10-15 years • The blocking variability is connected with the advective SST anomalies, and hence, could be predictable • Local pathways and scenario assessment: • The AQ pathways and impact are localized • The localization pattern depend of the spatial configuration of emitting sources (traffic, ships, fireplaces) • Decision scenarios to change this configuration could be assessed in advance at small cost with models • Perspectives: • The turbulence-resolving modeling creates opportunity for targeted local climate services for environment- sensitive business and public authorities • Prototype of such a service was demonstrated by NERSC researchers in Bergen, Norway
  • 21. Regarding the EMS Annual Meeting 2018, we are pleased to inform you that your following abstract has been accepted and scheduled as oral, 25 min in session UP1.2, room E I on Tuesday, 04 Sep 2018, 14:15: EMS2018-292: Long-term predictability of local air quality hazards and periods of reduced turbulent mixing in Scandinavia by Igor Esau et al. For details of your presentation as well as of the corresponding session programme please see: https://meetingorganizer.copernicus.org/EMS2018/session/29295. Detailed information on pre-registration and requesting a letter of invitation is provided on the conference webpage https://www.ems2018.eu 20 slides needed 04.09.2018 European Meteorological Society Assembly 21