This p ojec has ecei ed unding om he Eu opean
Union’s Ho izon Eu ope p og amme unde g an
ag eemen numbe 101092749.
www.c exda a.eu Follow us on social media:
Machine Lea ning models,
Complex E en Fo ecas ing
Visualiza ion (Visual Analy ics)
Explainable AI (XAI)
Video da a Tempe a u e
senso s
Fo es Fi e
Index
Wind
condi ions …
Da a om he
haza dous
si ua ion
Da a Science
and AI
Si ua ional
Awa eness
Objec i es
The p ojec CREXDATA, unded by he Eu opean Commission, o e s
he oppo uni y o expe imen wi h no el a i icial in elligence
echnologies. One o he s a ing poin s is he ARGOS si ua ional
awa eness geo-in o ma ion sys em om he EU p ojec ANYWHERE,
which is al eady being used ope a ionally by ci il p o ec ion au ho i ies,
municipali ies and companies in Spain and I eland o wea he da a
and o ecas s and impac analyses. The echnologies used ange om
da a e alua ion, e.g. om escue obo s, o an “explana o y” laye
(Explainable AI/XAI) – which can be displayed on he si ua ion map in
he command cen e o made isible in he ield ia Augmen ed Reali y.
Mo i a ion
Ex eme wea he – ex eme si ua ion – ex eme da a: Al hough ex eme
wea he condi ions can be an icipa ed based on cons an ly imp o ing
wea he o ecas s, he ac ual e ec s a e di icul o es ima e. E en wi h
o esigh ul and an icipa o y ope a ional planning, decision-make s ace
he ex eme challenge o o ming an up- o-da e pic u e o he si ua ion
om global wea he da a and local si ua ion assessmen – and hen
p io i izing he deploymen o limi ed esou ces. The e ec o measu es in
p e en ion and p epa edness phases mus go hand in hand wi h esponse
measu es o be e p epa e communi ies o such si ua ions and
s eng hen hei esilience o clima e change.
De elopmen o a oolbox o he collec ion and in eg a ion o
ex eme da a as well as ealis ic simula ion models and ools.
Real- ime p edic ion, including ede a ed lea ning, p edic ion o
complex e en s unde unce ain y, and echniques o
“P edic ion-as-a-Se ice”.
Reducing he pe cei ed complexi y h ough g aphical design o
wo k lows and isual analy ics combined wi h unde s andable AI
app oaches and augmen ed eali y.
Concep ual App oach
CREXDATA de elops new app oaches o he e icien use
o local and global da a sou ces o be e unde s and and
espond o complex e en s such as na u al disas e s. In
pa icula , he handling o ex eme wea he e en s is he
ocus o he Fi e Depa men o Do mund, he Ge man
Rescue Robo ics Cen e (DRZ), he Disas e Compe ence
Ne wo k Aus ia (DCNA), he Minis y o he In e io in
Finland and Pade bo n Uni e si y. In a ne wo k o 15
pa ne s, including he Finnish Me eo ological Ins i u e and
HYDS wi h ARGOS, he sys em will combine echnologies
such as Complex E en Fo ecas ing in o a “P edic ion-as-
a-Se ice” sys em. The sys em will be es ed in h ee case
s udies: in addi ion o decision suppo in ex eme wea he
si ua ions, he ocus is on collision a oidance a sea and
he con ainmen o in ec ion in pandemics.
►Does in o ma ion gene a ed by a i icial in elligence algo i hms need o be isualized di e en ly han in o ma ion om
adi ional si ua ion assessmen and e alua ion?
►Does i make a di e ence whe he he unce ain y o in o ma ion is based on algo i hms o wi nesses on he g ound?
►How does he algo i hm used o gene a e a ecommenda ion in luence he planning o measu es and decision-making?
Resul s and ou look
In Oc obe 2025, he i s pa s o he inal e alua ion we e
ca ied ou based on a wild i e in Innsb uck and a lood in
Do mund. Use eedback poin s o he high p ac ical
alue and po en ial o he CREXDATA pla o m. A ial in
Kuopio in No embe 2025 will comple e he e alua ion.
Si ua ion analysis, ac ion planning and decision suppo : making ex eme da a usable and ac ionable!
Resea ch Ques ions
ARGOS
„E en Fo ecas ing“ –
e.g. changed p emises in
si ua ion assessmen
Beispiel o o: In e ne
DRZ
UAV
UGV
si ua ion pic u e in he
command and con ol
suppo sys em
sa elli e image „now“
a chi e (sa elli e, …)
senso s „now“
nowcas ed „now“
wea he o ecas
impac o ecas
decision suppo
Augmen ed
Reali y in
he Field
𝑡𝑡𝑡0
𝑡𝑡0
𝑡𝑡−𝑖𝑖
𝑡𝑡−𝑛𝑛
𝑡𝑡+1(𝑖𝑖)
𝑡𝑡+2(𝑖𝑖)
𝑡𝑡+𝑚𝑚(𝑛𝑛)
T ials
D .-Ing. Jens Po ebaum,
Ma cel Ebel,
Deniz Özcan, Niklas Döhne
P o . D .-Ing. I is G äßle
