1EGU 2025 |Session ESSI2.7 www.julius-kuehn.de
Enhancing en i onmen al indica o
us wo hiness: A amewo k o use -speci ic
quali y assessmen o spa ial inpu da a using
da a- i ness- o -pu pose p inciples
Ma kus M¨olle 1, Claus Weiland2, Daniel Ma ini3
1Julius K¨uhn-Ins i u ·Digi alisa ion and A i icial In elligence ·Kleinmachnow, Ge many
2Senckenbe g – Leibniz Ins i u ion o Biodi e si y and Ea h Sys em Resea ch, F ank u am Main, Ge many
3Ku a o ium ¨u Technik und Bauwesen in de Landwi scha e.V. (KTBL), Da ms ad , Ge many
2EGU 2025 |Session ESSI2.7 www.julius-kuehn.de
FAIRag o (h ps:// ai ag o.ne /en/)
FAIRag o aims o ad ance ag osys em esea ch h ough
collabo a i e RDM o enable and suppo linkages ac oss
disciplines, scales and me hods
FAIR da a o ag osys em esea ch
3EGU 2025 |Session ESSI2.7 www.julius-kuehn.de
Ou line
An use case-based e alua ion
p ocedu e
1Exis domain-speci ic
(geoda a) quali y s anda ds
and associa ed quali y
elemen s and me ics?
2A e he me ics sui able o
make geoda a p oduc s
us wo hy?
T us wo hiness and Da a Quali y
The accu acy o [spa ial] da a and da a sou ces is highly associa ed
wi h us and wi h ha ing con idence ha he quali y o da a is
su icien o se e as e idence base o c i ical decision making.
Loke s e al. (2016) h ps://doi.o g/10.1016/j.en so .2016.07.017
3EGU 2025 |Session ESSI2.7 www.julius-kuehn.de
Ou line
An use case-based e alua ion
p ocedu e
1Exis domain-speci ic
(geoda a) quali y s anda ds
and associa ed quali y
elemen s and me ics?
2A e he me ics sui able o
make geoda a p oduc s
us wo hy?
T us wo hiness and Da a Quali y
The accu acy o [spa ial] da a and da a sou ces is highly associa ed
wi h us and wi h ha ing con idence ha he quali y o da a is
su icien o se e as e idence base o c i ical decision making.
Loke s e al. (2016) h ps://doi.o g/10.1016/j.en so .2016.07.017
4EGU 2025 |Session ESSI2.7 www.julius-kuehn.de
(1) Exis ing domain-speci ic (geoda a)
quali y s anda ds
ISO s anda d 19157
Da a Quali y: Deg ee o which a se o inhe en cha ac e is ics o
da a ul ils he equi emen s [o a po en ial use ].
Da a Quali y Elemen s
Thema icQuali y
Accu acy o quan i a i e
a ibu es and he co ec ness
o non-quan i a i e a ibu es
and o he classi ica ions o
ea u es and hei
ela ionships.
ISO19157-1, 2023. Geog aphic
in o ma ion: Da a quali y. Pa 1: Gene al
equi emen s. In e na ional O ganiza ion
o S anda diza ion, Gene a, Swi ze land.
5EGU 2025 |Session ESSI2.7 www.julius-kuehn.de
(1) Exis ing domain-speci ic (geoda a)
quali y s anda ds
Con usion Ma ix-based me ics
Kau e al. (2023) h ps://doi.o g/10.1007/s10462-023-10570-9
Thema icClassi ica ion
Co ec ness
Compa ison o he classes
assigned o ea u es o hei
a ibu es o a uni e se o
discou se.
ISO19157-1, 2023. Geog aphic
in o ma ion: Da a quali y. Pa 1: Gene al
equi emen s. In e na ional O ganiza ion
o S anda diza ion, Gene a, Swi ze land.
ISO19157-3, 202?. Geog aphic
in o ma ion: Da a quali y. Pa 3: Da a
quali y measu es egis e . In e na ional
O ganiza ion o S anda diza ion, Gene a,
Swi ze land. Unde de elopmen .
6EGU 2025 |Session ESSI2.7 www.julius-kuehn.de
(1) Exis ing domain-speci ic (geoda a)
quali y s anda ds
Nume ical Me ics
Kau e al. (2023) h ps://doi.o g/10.1007/s10462-023-10570-9
Quan i a i eA ibu e
Accu acy
Closeness o he alue o a
quan i a i e a ibu e o a
alue accep ed as o known
o be ue.
ISO19157-1, 2023. Geog aphic
in o ma ion: Da a quali y. Pa 1: Gene al
equi emen s. In e na ional O ganiza ion
o S anda diza ion, Gene a, Swi ze land.
ISO19157-3, 202?. Geog aphic
in o ma ion: Da a quali y. Pa 3: Da a
quali y measu es egis e . In e na ional
O ganiza ion o S anda diza ion, Gene a,
Swi ze land. Unde de elopmen .
-
7EGU 2025 |Session ESSI2.7 www.julius-kuehn.de
(2) Use case-based e alua ion
Biodi e si y Indica o
Ge many-wide C op Type Classi ica ions (CTC; 2017-2019)
1Blickensd¨o e e al. (2022) h ps://doi.o g/10.1016/j. se.2021.112831
2P eidl e al. (2020) h ps://doi.o g/h ps://doi.o g/10.1016/j. se.2020.111673
Hexagonal e e ence uni s (1 km2)
Pe i´c e al. (2022) h ps://doi.o g/10.5281/zenodo.6623510
Regional alida ion da a
Land Pa cel Iden i ica ion Sys em (LPIS) o 2017, 2018 and 2019 o he
ede al s a es B andenbu g (BB) und Lowe Saxony (LS) Baiamon e e al. (2023)
8EGU 2025 |Session ESSI2.7 www.julius-kuehn.de
(2) Use case-based e alua ion
Biodi e si y Indica o calcula ion wo k low
DQ Da a Quali y me ics
CTC C op Type Classi ica ion
O1Class Ha moniza ion
Spa ial subse ing
O2Spa ial agg ega ion
Me ic calcula ion
BDI Biodi e si y Indica o
15 EGU 2025 |Session ESSI2.7 www.julius-kuehn.de
Ques ions?
DQ ⇔FDO ⇔SciWinClien
T acked wo k low wi h da a quali y elemen s desc ibed in FDOs
FDO – FAIR digi al objec s →RO C a es →Anno a ed Resea ch Con ex s (ARCs)
Con ac
Ma kus M¨olle ·ma kus.mo[email p o ec ed]
