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Can	we	see	a	covid-19	impact	in	
atmospheric	GHGs?	A	diagnostic	
assessment	using	STILT		
Christoph	Gerbig1,	Michal	Galkowski1,	Saqr	Munassar1,	
Santiago	Botia	B.1,	Thomas	Koch2,	Dagmar	Kubistin2,	Michel	
Ramonet3,	and	Ute	Karstens4	
1.	Max	Planck	Institute	for	Biogeochemistry,	Jena,	Germany	
2.	Deutscher	Wetterdienst,	Germany	
3.	Laboratoire	des	Sciences	du	Climat	et	de	l’Environnement,	Gif	sur	Yvette,	France	
4.	ICOS	Carbon	Portal,	Lund	University,	Sweden		
1	
ICOS	Science	Conference	2020
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Background	
Emission	drop	during	Covid	restrictions:	
•  Great	chance	to	test	capability	of	current	atmospheric	network	
for	detection	of	related	signatures	
	
Le	Quere	et	al.,		
Nature	Climate	Change	2020	
2
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Background	
Emission	drop	during	Covid	restrictions:	
•  Great	chance	to	test	capability	of	current	atmospheric	network	
for	detection	of	related	signatures	
	
3
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Design	of	ICOS	atmospheric	network:	
•  Targeting	biosphere-atmosphere	fluxes	
•  Sites	away	from	strong	emission	
hotspots	
•  Reduced	impact	from	(uncertain)	
emissions	at	fine	spatiotemporal	scales	
	
	
Background	
4
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Aproach	
•  Simulate	CO2,	CH4	and	CO	for	2014-2020	at	multiple	
stations	across	Europe	assuming	current	emission	
trends	
•  Use	the	difference	between	observed	and	simulated	
mole	fractions	Cobs-mod	
•  Compare	Cobs-mod	for	2014-2019	to	those	of	the	current	
year	(2020)	
•  Assess	the	significance	of	any	covid-19	related	GHG	
signals	
	
5
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
STILT	Simulations	
•  EDGAR-BP:	sector/fueltype	specific,	annually	updated	using	BP	statistical	report	2019,	similar	to	COFFEE	
dataset	aproach	(Steinbach	et	al.,	2011)	
•  Known	bias	in	VPRM	biospheric	fluxes	corrected	using		
CarboScope	regional	inversions	(2016-2018	posterior	–	prior	fluxes	added)	
•  CAMS	FC:	high	resolution	forecast	fields	(provided	by	Anna	Agusti-Panareda)	
•  Model	domain	covering	Europe	
•  Transport	model	resolution:	10	km,	hourly	
6	
Emissions	 Natural	
fluxes	
Biomass	
burning	
Lateral	
boundary	
Lateral	boundary	2	
(bias	correction)	
CO2	 EDGAR-BP	 VPRM	 GFAS	 CarboScope	 CAMS	FC	
CO	 EDGAR-BP	 GFAS	 CAMS	FC	
CH4	 EDGAR-BP	 GFAS	 CAMS	FC	 CAMS	SRON
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Observations	
ICOS	L2	release	2019	
ICOS	L1	release	2020	
2018	Drought	dataset	
A	big	THANK	YOU	to	all	data	providers!	
	
Only	using	daytime	hours	(12-17	LT)	
Only	using	sites	with	few	gaps	in	all	species	(CO2,	CO,	CH4)	during	March-June	
	
7
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
8	
Observed	and	simulated	CO2
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
9	
Observed	and	simulated	CO2
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
10	
Observed	and	simulated	CO2
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
11	
Observed	and	simulated	CO2
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
12	
Observed	and	simulated	CO
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
13	
Observed	and	simulated	CO
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
14	
Observed	and	simulated	CO
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
15	
Observed	and	simulated	CO	(CAMS)
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
16	
Observed	and	simulated	CH4
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
17	
Observed	and	simulated	CH4
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
18	
Observed	and	simulated	CH4
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
19	
Observed	and	simulated	CH4
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
“regional”	signals	 20	
Subtracting	the	tracer	contribution	from	the	lateral	boundary:	
	
Creg	=	C	–	CLBC	
	
Creg	corresponds	to	the	contributions	of	within-domain	fluxes
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
21	
Observed	and	simulated	“regional”	CO2
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
22	
Observed	and	simulated	“regional”	CO
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
23	
Observed	and	simulated	“regional”	CH4
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
24	
Observed	“regional”	CO2
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
25	
Observed	“regional”	CO
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
26	
Observed	“regional”	CH4
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Observed	and	simulated	“regional”	CO2		27	
Averaging	over	sites	(GAT,	HPB,	HTM,	IPR,	NOR,	PAL,	SMR,	and	SVB)
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Observed	and	simulated	“regional”	CO		 28	
Averaging	over	sites	(GAT,	HPB,	HTM,	IPR,	NOR,	PAL,	SMR,	and	SVB)
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Scaling	CO	fluxes	to	match	obs.	during	2018-2019	
29	
adjusting	
background	and	
emissions	for	each	
site	using	linear	fit		
2018-2019		
(Mar-Jun	only)
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
After	adjusting	
background	and	
emissions	for	each	
site	using	linear	fit		
2018-2019		
(Mar-Jun	only)	
30	
Observed	and	simulated	“regional”	CO		
Averaging	over	sites	(GAT,	HPB,	HTM,	IPR,	NOR,	PAL,	SMR,	and	SVB)
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Observed	and	simulated	“regional”	CH4		31	
Averaging	over	sites	(GAT,	HPB,	HTM,	IPR,	NOR,	PAL,	SMR,	and	SVB)
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Observation	–	simulation	differences	 32	
Expected	pattern,	with	a	near	perfect	model	without	reduction	in	
emissions:	
Previous	years	
2020,	with	reduced	CO2	
after	mid	March	(week	11)
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Mar	15	
33	
Observed	minus	simulated	CO2
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Mar	15	
34	
Observed	minus	simulated	CO
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Observed	minus	simulated	and	fitted	CO	
Mar	15	
35
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Mar	15	
36	
Observed	minus	simulated	CH4
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Observed	minus	simulated	CO2		 37	
Averaging	over	sites	(GAT,	HPB,	HTM,	IPR,	NOR,	PAL,	SMR,	and	SVB)	
Expected	pattern,	with	
a	near	perfect	model	
without	reduction	in	
emissions:
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Observed	minus	simulated	CO2		
Averaging	over	sites	(GAT,	HPB,	HTM,	IPR,	NOR,	PAL,	SMR,	and	SVB)	
38	
Expected	signal	from	
reduced	emissions	
(~20%	in	CO2)	using	
sectorial	reductions	
(carbonmonitor.org	
numbers)		
Expected
C.	Gerbig	et	al.,	ICOS	Science	Conference	2020	
Concluding	remarks	
•  Using	regional	simulations	with	STILT,	no	significant	
covid-19	related	change	in	the	difference	between	
observations	and	simulations	could	be	detected	
•  Improved	models	are	needed	to	better	represent	GHG	
observations	
•  Expected	signals	are	small	at	ICOS	sites	(sites	away	
from	emission	hotspots)	
•  Extension	of	the	network	to	include	more	polluted	
sites	is	recommended	
39

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