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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Ontology-based Visual Querying with OptiqueVQS: Statoil and Siemens Cases?</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Ahmet Soylu</string-name>
          <email>ahmet.soylu@ntnu.no</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Martin Giese</string-name>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ernesto Jimenez-Ruiz</string-name>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Evgeny Kharlamov</string-name>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Rudolf Schlatte</string-name>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Christian Neuenstadt</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>O zgur O zcep</string-name>
          <email>oezcepg@ifis.uni-luebeck.de</email>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Hallstein Lie</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Vidar Klungre</string-name>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Sebastian Brandt</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ian Horrocks</string-name>
          <email>ian.horrocksg@cs.ox.ac.uk</email>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Norwegian University of Science and Technology</institution>
          ,
          <country country="NO">Norway</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Siemens AG</institution>
          ,
          <country country="DE">Germany</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Statoil ASA</institution>
          ,
          <country country="NO">Norway</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>University of Lubeck</institution>
          ,
          <country country="DE">Germany</country>
        </aff>
        <aff id="aff4">
          <label>4</label>
          <institution>University of Oslo</institution>
          ,
          <country country="NO">Norway</country>
        </aff>
        <aff id="aff5">
          <label>5</label>
          <institution>University of Oxford</institution>
          ,
          <country country="UK">UK</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>In this demo, we present an ontology-based visual query system, namely OptiqueVQS, for querying static and dynamic data sources. The demo will be based on industrial scenarios provided by Statoil ASA and Siemens AG.</p>
      </abstract>
      <kwd-group>
        <kwd>Visual query formulation</kwd>
        <kwd>Ontology</kwd>
        <kwd>Stream</kwd>
        <kwd>Sensors</kwd>
        <kwd>OBDA</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>
        The operational e ciency and e ectiveness of business processes rely on domain
experts' agility in interpreting data into actionable business information. In a
typical value creation scenario, domain experts depend on IT experts to extract
and deliver relevant data by translating their information needs into
extracttransform-load (ETL) processes. Such a work ow is too time intensive,
heavyweight and in exible; therefore, domain experts need to extract and analyse the
data of interest directly. Although querying is an essential instrument for meeting
ad hoc information needs, domain experts do not necessarily have technical
skills and knowledge on databases and formal query languages, such as SQL and
SPARQL, to extract data. In this context, visual methods for query formulation
undertake the challenge of making querying independent of users' technical skills
and knowledge on the underlying textual query language and data structure [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ].
      </p>
      <p>
        To this end, we have developed an ontology-based visual query system, namely
OptiqueVQS [
        <xref ref-type="bibr" rid="ref1">17,19,15,1</xref>
        ], to enable domain experts to formulate queries on their
? Copyright held by the author(s). NOBIDS 2016.
own with respect to an expressive and intelligible domain vocabulary provided by
an ontology. OptiqueVQS allows querying static and dynamic data (i.e.,
streamtemporal) and has been developed within an industrial project, called Optique
[
        <xref ref-type="bibr" rid="ref10 ref5 ref7 ref8">5,7,8,10,11</xref>
        ]. Optique o ers an end-to-end ontology-based data access (OBDA)
platform for Big Data. OBDA technologies [14] virtualise data sources into RDF
and enable in-place access to legacy data (e.g., relational) over ontologies without
duplicating or migrating data into triple stores.
      </p>
      <p>
        In this demo, we present OptiqueVQS over two industrial scenarios, involving
static and dynamic data, provided by Statoil ASA [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ] and Siemens AG [
        <xref ref-type="bibr" rid="ref6">12,6</xref>
        ]
respectively.
2
      </p>
    </sec>
    <sec id="sec-2">
      <title>System Overview</title>
      <p>OptiqueVQS is a visual query system (VQS), which is a system of interactions
rather than a visual query language (VQL) with a formal syntax and notation [16].
It combines multiple representation and interaction paradigms in a widget-based
architecture to address a broad range of user and task types. One can formulate
tree-shaped conjunctive queries with aggregation. Expressivity is intentionally
compromised for the sake of usability; more precisely, frequently used query types
presenting less complexity to the users are of priority.</p>
      <p>Figure 1 and Figure 2 are examples for querying static [18] and dynamic data
[19] sources respectively. OptiqueVQS generates SPARQL for static data and
STARQL [13] for dynamic data. Users formulate queries by selecting
conceptrelationship pairs from a menu-based widget, and constraining and selecting
attributes from a form-based widget (see Figure 1). Formulated queries are
presented as trees, where typed variables appear as nodes and object properties
appear as arcs. Dynamic properties are coloured in blue and when one is selected
users could provide parameters such as slide and window and can select prede ned
templates (see Figure 2).</p>
      <p>
        The main component of OptiqueVQS's backend is a graph projector [19].
This component uses a technique to extract a suitable graph-like structure from
a set of OWL 2 axioms [
        <xref ref-type="bibr" rid="ref2 ref3">3,2</xref>
        ] and feeds OptiqueVQS's widgets in order to enable
a graph-based navigation over an ontology during query formulation. A data
sampler component is used to enrich the underlying ontology with additional
axioms to capture values from data that are frequently used and rarely changed.
This allows presenting attributes in di erent types, such as sliders, multi-select
boxes, date pickers etc, with respect to the underlying data. Moreover, backend
harvests the query log for ranking and suggesting query extensions as a user
formulates a query [15].
      </p>
      <p>Finally, a set of user experiments with casual users [17] and domain
experts [18,19] has been conducted. The results have revealed high e ciency and
e ectiveness.
3</p>
    </sec>
    <sec id="sec-3">
      <title>Demonstration Scenario</title>
      <p>This demo will be based on anonymised Siemens relational stream sensor data
gathered from di erent appliances, such as steam turbines and generators, and
on a public fragment of Statoil data regarding the petroleum activities.
Acknowledgments. This work was funded by the EU FP7 Grant \Optique"
(agreement no. 318338).
11. Kharlamov, E., Jimenez-Ruiz, E., Zheleznyakov, D., Bilidas, D., Giese, M., Haase,
P., Horrocks, I., Kllapi, H., Koubarakis, M., O zcep, O ., Rodr guez-Muro, M., Rosati,
R., Schmidt, M., Schlatte, R., Soylu, A., Waaler, A.: Optique: Towards OBDA
Systems for Industry. In: Proceedings of the ESWC 2013 Satellite Events. LNCS,
vol. 7955, pp. 125{140. Springer (2013)
12. Kharlamov, E., Solomakhina, N., Ozcep, O.L., Zheleznyakov, D., Hubauer, T.,
Lamparter, S., Roshchin, M., Soylu, A., Watson, S.: How Semantic Technologies Can
Enhance Data Access at Siemens Energy. In: Proceedings of the 13th International
Semantic Web Conference (ISWC 2014). LNCS, vol. 8796, pp. 601{619. Springer
(2014)
13. Neuenstadt, C., Moller, R., Ozcep, O.: OBDA for Temporal Querying and Streams
with STARQL. In: Proceedings of the First Workshop on High-Level Declarative
Stream Processing (HiDeSt 2015). CEUR Workshop Proceedings, vol. 1447, pp.
70{75. CEUR-WS.org (2015)
14. Poggi, A., Lembo, D., Calvanese, D., De Giacomo, G., Lenzerini, M., Rosati, R.:</p>
      <p>Linking Data to Ontologies. Journal on Data Semantics X 10, 133{173 (2008)
15. Soylu, A., Giese, M., Jimenez-Ruiz, E., Kharlamov, E., Zheleznyakov, D., Horrocks,
I.: Towards Exploiting Query History for Adaptive Ontology-Based Visual Query
Formulation. In: Proceedings of the 8th Research Conference on Metadata and
Semantics Research (MTSR 2014). CCIS, vol. 478, pp. 107{119. Springer (2014)
16. Soylu, A., Giese, M., Jimenez-Ruiz, E., Kharlamov, E., Zheleznyakov, D., Horrocks,
I.: Ontology-based End-user Visual Query Formulation: Why, what, who, how, and
which? Universal Access in the Information Society (in press)
17. Soylu, A., Giese, M., Jimenez-Ruiz, E., Vega-Gorgojo, G., Horrocks, I.: Experiencing
OptiqueVQS { a multi-paradigm and ontology-based visual query system for
endusers. Universal Access in the Information Society 15(1), 129{152 (2016)
18. Soylu, A., Giese, M., Schlatte, R., Jimenez-Ruiz, E., Ozcep, O., Brandt, S.: Domain
Experts Sur ng on Stream Sensor Data over Ontologies. In: Proceedings of the 1st
International Workshop on Semantic Web Technologies for Mobile and Pervasive
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CEURWS.org (2016)
19. Soylu, A., Kharlamov, E., Zheleznyakov, D., Jimenez-Ruiz, E., Giese, M., Horrocks,
I.: Ontology-based Visual Query Formulation: An Industry Experience. In:
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LNCS, vol. 9474, pp. 842{854. Springer (2015)</p>
    </sec>
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