Semantic Web for Earth and Environmental Terminology (SWEET) Rob Raskin NASA/JPL July 20, 2006 - PowerPoint PPT Presentation

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Semantic Web for Earth and Environmental Terminology (SWEET) Rob Raskin NASA/JPL July 20, 2006

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Title: An OWL Compiler? Author: Rob Raskin Last modified by: Rob Raskin Created Date: 9/25/2003 6:57:00 AM Document presentation format: On-screen Show – PowerPoint PPT presentation

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Title: Semantic Web for Earth and Environmental Terminology (SWEET) Rob Raskin NASA/JPL July 20, 2006


1
Semantic Web for Earth and Environmental
Terminology(SWEET)Rob RaskinNASA/JPL July
20, 2006
2
Outline
  • Why use ontologies?
  • SWEET ontologies
  • Update/community processes

3
Why Use Ontologies?
4
Semantic Understanding is Difficult!
Sea surface temperature measured 3 m above
surface Sea surface temperature measured at
surface
Variable t temperature Variable t time
Data quality 5
Lets eat, Grandma. Lets eat Grandma.
Time flies like an arrow. Fruit flies like a pie.
LA Times headline
Major combat operations in Iraq have ended
5
Ontologies
  • General definition all that is known
  • Computer science definition Machine-readable
    definition of terms and how they relate to one
    another
  • As with a dictionary, terms are defined in terms
    of other terms
  • Provide shared understanding of concepts
  • Enable deeper semantics than typical controlled
    vocabulary for machine-to-machine communications

6
Taxonomy vs. Ontology
  • Taxonomy (librarian perspective)
  • Subject Classification
  • Children are subcategory, not necessarily
    subclass of parent concepts
  • Example
  • EarthSciencegtMeteorologygtWeatherPersonalitiesgtDave
    Jones
  • Used by Library of Congress, Dewey Decimal
    System, Web OpenDirectory, GCMD Keyword
  • Ontology (knowledge engineer perspective)
  • Children are subclasses of parent concepts
  • Parent properties inherited by children
  • Multiple inheritance generally supported
  • Scalable
  • New concepts are often definable using multiple
    inheritance (e.g. Sea floor temperature) rather
    than creating a new definition

7
XML-based Ontology Languages
  • XML satisfies desired properties for language
    syntax
  • However, there are too many possible ways that
    XML tags can be named and used
  • No standardization of XML tag meanings as in HTML
    (ltbgt lt/bgt pair gt renders in bold)
  • Additional standardized semantics needed to
    exploit shared understanding of concepts
  • W3C has adopted specializations of XML that
    predefine particular tags
  • Resource Description Formulation (RDF)
  • Ontology Web Language (OWL)

8
Semantic Web Vision
  • Web page creators place XML tags around technical
    terms on web pages
  • XML tags point to ontology where term is defined
  • Search tools use this information to provide
    value-added services
  • Common search engines (Google) use these
    capabilities only minimally, at present

9
Applications
  • Software tools can find meaning in resources
    for
  • Discovery
  • Fusion
  • Lineage
  • Requirements
  • Data products associated with objects in science
    concept space
  • Richer descriptions than DIFs
  • Data services associated with objects in service
    concept space
  • Richer descriptions than SERFs
  • Search/fusion tools that exploit ontologies

10
SWEET Ontologies
11
SWEET
  • Comprehensive upper-level ontology of Earth
    system science concepts
  • Initial emphasis on improving search for NASA
    Earth science data resources
  • Provides common semantic framework for
    representing Earth science data, information and
    knowledge
  • Populated manually initially from
  • GCMD controlled and uncontrolled keywords
  • CF terms
  • Funding provided by the NASA Earth Science
    Technology Office

12
SWEET Ontologies
Integrative
Earth Realm
Natural Phenomena
Physical Processes
Physical Properties
Human Activities
Substances non-living
Data
Substances Living
Auxiliary
Time
Space
Units
Numerics
13
SWEET is a Concept Space
  • Enables scalable classification of Earth science
    and associated data concepts
  • Captures scientific philosophies
  • Reductionism (in orthogonal, facted ontologies)
  • Holisism (in integrative, unifying ontologies)
  • Uses standard language (OWL DL)
  • Enables domain specialists to expand and
    specialize the work of others
  • Enables concepts to be translatable into other
    languages/cultures using sameAs notions
  • Enables use of reasoners and other standard
    ontology tools

14
Fragment of SWEET
3DLayer
subClassOf
PlanetaryLayer
partOf
primarySubstance air
Atmosphere

partOf
AtmosphereLayer
upperBoundary 50 km
subClassOf
subClassOf
sameAs Lower Atmosphere
lowerBoundary 15 km
Troposphere
Stratosphere
isUpperBoundaryOf
isLowerBoundaryOf
Tropopause
15
Science Ontology Classes
  • Earth Realms
  • Atmosphere, SolidEarth, Ocean, LandSurface,
  • Properties (includes default unit)
  • temperature, composition, area, albedo,
  • Substances
  • CO2, water, lava, salt, hydrogen, pollutants,
  • Living Substances
  • Humans, fish,
  • Processes
  • Diffusion, absorption,

16
Integrative Ontology Classes
  • Phenomena
  • ElNino, Volcano, Thunderstorm, Deforestation)
  • Each has associated EarthRealms,
    PhysicalProperties, spatial/temporal extent, etc.
  • Specific instances included
  • e.g., 1997-98 ElNino
  • Human Activities
  • Fisheries, IndustrialProcessing, Economics,
    Public Good
  • History
  • State of planet or equipment

17
Data Ontology Classes
  • Dataset characteristics
  • Format, data model, dimensions,
  • Special values
  • Missing, land, sea, ice, ...
  • Parameters
  • Scale factors, offsets,
  • Data services
  • Subsetting, reprojection,
  • Quality measures

18
Properties
  • Intervals
  • hasUpperLimit, hasLowerLimit, hasUnit
  • Applicable to spectral range and vertically
    structured layers of the Earth
  • Spatial relations
  • northOf, above, insideOf, hasDirection
  • Other numerical relations
  • hasCoordinate1, lessThan

19
SWEET is Middleware
  • The intention is for specialized user communities
    to extend its content
  • SWEET provides the common sense knowledge of
    Earth system science that is common to all
    disciplines
  • Domain specialists need to add only the
    incremental knowledge over and beyond the basic
    Earth system science knowledge
  • Community can submit extensions back into SWEET
  • sameAs tags can be tagged with your community
    name

20
SWEET as an Upper Level Earth Science Ontology
Math
Physics
Chemistry
Space
import
Property EarthRealm Process, Phenomena Substance
Data
Time
SWEET
import
Stratospheric Chemistry
Biogeochemistry
Specialized domains
21
Earth Science Ontologies
  • Numerics are limited
  • No Cartesian product (multidimensional) space
    predefined
  • No numeric relations (, lt, gt, )
  • Community conventions must standardize extensions
    to language

22
Update/Community Processes
23
SWEET Users
  • ESML- Earth Science Markup Language
  • ESIP - Earth Science Information Partner
    Federation
  • GEON- Geosciences Network
  • GENESIS- Global Environmental Earth Science
    Information System
  • IRI- International Research Institute (Columbia)
  • LEAD- Linked Environments for Atmospheric
    Discovery
  • MMI- Marine Metadata Initiative
  • NOESIS
  • PEaCE- Pacific Ecoinformatics and Computational
    Ecology
  • SESDI- Semantically Enabled Science Data
    Integration
  • VSTO- Virtual Solar-Terrestrial Observatory

24
Community Objectives
  • Enable domain specialists to use and extend SWEET
    content
  • Enable SWEET ontology to be accepted as a
    community standard
  • Submit SWEET to the NASA Earth Science Standards
    Process Group during 2007

25
Collaboration Web Site
  • Basics
  • Blog, wiki, moderated discussion board, version
    control, validation services
  • Search across ontologies
  • Trace of dependencies across ontologies
  • RSS service to notify ontology developers when
    change has been made
  • Policy is to remove term only if absolutely
    necessary, to remain backward compatibility
  • Expansion into new domains
  • Geology, upper atmosphere, hydrosphere
  • Review board

26
For more information
  • http//sweet.jpl.nasa.gov
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