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Challenges and Opportunities of
Linked Open Energy Data

Chris Davis
http://enipedia.tudelft.nl
c.b.davis@tudelft.nl
Who am I?
●

●

Postdoc Energy & Industry,
TBM, TU Delft
Focus on Industrial Ecology,
Open Data, Collaborative
Software, Modeling,
Visualization, Analytics, etc.
Motivations
●

●

●
●

●
●

Energy and sustainability are some of
the most important topics of the 21st
century
Need both aggregated and
fine-grained data
Research can be data intensive
There's a lot out there, but
connecting it is tedious
Researchers often duplicate effort
It would be great to revolutionize
how we deal with this data
There's a Tension...

Information wants to be free
because it has become so cheap
to distribute, copy, and recombine
- too cheap to meter.
Stewart Brand
There's a Tension...

It wants to be expensive
because it can be
immeasurably valuable
to the recipient.
Stewart Brand
There's a Tension...

That tension will not go away.
It leads to endless wrenching debate
about price, copyright, “intellectual property,”
and the moral rightness of casual distribution,
because each round of new devices
makes the tension worse, not better.
Stewart Brand
There's a Tension...

If you cling blindly
to the expensive part
of the paradox,
you miss all the action
going on in the free part.

Stewart Brand

The pressure of the paradox
forces information
to explore incessantly.
Pirolli & Card (2005) The Sensemaking Process and Leverage Points for
Analyst Technology as Identified Through Cognitive Task Analysis
Policy/Decision Makers

Data Scientists,
Statisticians,
Researchers

Data Collectors

Pirolli & Card (2005) The Sensemaking Process and Leverage Points for
Analyst Technology as Identified Through Cognitive Task Analysis
A Metaphor for Open Data...

=-
It's about Resource Efficiency
●

●
●

●

Information is a resource just as much as physical
resources
...however, it ideally gets better the more that it is used
Data quality is (partly) a function of the amount of
attention it gets
Structure leads to benefits, but requires effort – figure
out what has most value to the community
Inspiration from Pokemon...
http://www.youtube.com/watch?v=XpvQNn0n_Qw
OpenStreetMap

http://www.itoworld.com/map/129

(last 90 days)
enipedia.tudelft.nl/maps
Enipedia.tudelft.nl
18
19
About data quality...

20
A tale of one (or four?) power stations
and seven data sets

21
How the European Commission
manages data

Large Combustion Plants Directive
http://ec.europa.eu/environment/air/pollutants/stationary/lcp/legislation.htm

22
I wish...
Who is this? (EU ETS Data)

Kraftwerk (Anlagennummer: 0001)
Who is this?
●
●

●
●

●
●
●
●
●
●

●
●

Name: Kraftwerk (Anlagennummer: 0001)
Account Holder: Felix Schoeller jr. Foto und Spezialpapiere GmbH
& Co KG
address1: Fabrikstraße 1
address2: Felix Schoeller jr. Foto und Spezialpapiere GmbH & Co.
KG
City: Weißenborn/Erzgeb.
CountryCode: DE
InstallationIdentifier: 891
InstallationName: Kraftwerk (Anlagennummer: 0001)
MainActivityTypeCode: 1
MainActivityTypeCodeLookup: Combustion installations with a
rated thermal input exceeding 20 MW
PermitIdentifier: 14310-0300
ZipCode: 09600
Inspiration

http://www.flickr.com/photos/maxbraun/98688824/

http://www.flickr.com/photos/acme/229065626/
Matching Entities
09600 1 co erzgeb fabrikstrasse felix foto gmbh jr kg schoeller spezialpapiere und
weissenborn werk

0001

09600 1 909 anlagenkonto anlagennummer co erzgeb fabrikstrasse felix foto gmbh jr kg
kraftwerk schoeller spezialpapiere technocell und weissenborn

49086 burg

co felix foto gmbh gretesch jr kg osnabruck schoeller spezialpapiere und

co erzgeb fabrikstrasse felix foto gmbh jr kg kraftwerk
schoeller spezialpapiere technocell und weissenborn

0001 09600 1 909 anlagenkonto anlagennummer

http://en.wikipedia.org/wiki/Self-information
https://en.wikipedia.org/wiki/Claude_Shannon
The current data management
practices results in:

Unintentionally
Anonymized
Open Data
Optimized for
Inefficient Maintenance
and an Uphill Battle
to Enforce
Principles of
Data Integrity

30
It's power laws all the way down
●
●

Both contributors & data
Challenge is aligning the two
Officially Curated vs. Crowdsourced Data
Officially Curated vs. Crowdsourced Data
Officially Curated vs. Crowdsourced Data
●
●

●

Crowdsourcing generally OK for easily verifiable data
Officially curated data needed for comprehensive, hard
to verify data, small specialized communities
Crowdsourced data is only possible because of revision
control.

34
How to Measure Data Quality?
Data
Quality

=

Researcher
Skill/Experience

X

# Viewers/
Editors

X

Ease of
Independent
Verification

Low Editor Diversity

High Editor Diversity
How to Measure Data Quality?
●
●

Eric Raymond – “With many eyes all bugs are shallow”
But... not all eyes are evenly distributed

36
Big Data (?)
Questions?

Chris Davis
http://enipedia.tudelft.nl
c.b.davis@tudelft.nl

38

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