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    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Extracting Service Process Models with Teams</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Tuuli Klemetti</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Reijo Salminen</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Olli Martikainen</string-name>
          <email>olli.martikainen@pfu.fi</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Riku Saikkonen</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Eljas Soisalon-Soininen</string-name>
          <email>eljas.soisalon-soinineng@aalto.fi</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Aalto University</institution>
          ,
          <country country="FI">Finland</country>
        </aff>
      </contrib-group>
      <fpage>147</fpage>
      <lpage>148</lpage>
      <abstract>
        <p>This work continues our former study on extracting service process models from location data. We extend our former work for teams of professionals working in the process. A model for the teams is required in our analytics for the optimization of team based processes.</p>
      </abstract>
      <kwd-group>
        <kwd>Service process modelling</kwd>
        <kwd>location-based</kwd>
        <kwd>teams of people</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>
        In the current study we extend our wireless process measurement approach [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]
for service processes where customers are served by teams. The teams include
complementary professionals, such as dentist, dental hygienist and dental
assistant. We call such teams as multiprofessional teams.
      </p>
      <p>
        In Figure 1 we present an example with three activities a1, a2 and a3 in
corresponding locations with two Bluetooth beacons. The customers are marked
as blue and the service personnel as red, and they all carry a mobile receiver
when the process is measured. In activity a3 both persons u3 and u4 work
together as a team. The resource allocation in teams plays an important role in
the analysis [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], which is described in [4{6].
2
      </p>
      <p>
        The Measurement System
The measurement system is shown in Figure 2. The Bluetooth beacons are
sending periodically their identities, and the Smartphone application is collecting the
measurement RSSI values. The results are sent to the Server which calculates
the model. We tested the system and the analytical approach for process model
extraction in a laboratory case study based on typical real dental service centers
in the City of Tampere [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. The original Tampere project was during 2013-2016.
      </p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          1.
          <string-name>
            <given-names>Ye</given-names>
            <surname>Zhang</surname>
          </string-name>
          , Riku Saikkonen, Olli Martikainen and
          <string-name>
            <given-names>Eljas</given-names>
            <surname>Soisalon-Soininen: LocationBased Automated Process Modelling</surname>
          </string-name>
          ,
          <string-name>
            <surname>SIMPDA</surname>
          </string-name>
          <year>2016</year>
          (
          <year>2016</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          2.
          <string-name>
            <surname>Halonen</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Martikainen</surname>
            ,
            <given-names>O.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Juntunen</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Naumov</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          :
          <article-title>Seeking e ciency and productivity in health care</article-title>
          .
          <source>In 20th Americas Conference on Information Systems. AMCIS-0251-2014.R1</source>
          . (
          <year>2014</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          3.
          <string-name>
            <given-names>R.</given-names>
            <surname>Halonen</surname>
          </string-name>
          ,
          <string-name>
            <given-names>O.</given-names>
            <surname>Martikainen</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Rsnen</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Uusi-Pietil: Improved Dental Services With Process Modelling</surname>
          </string-name>
          ,
          <source>The 11th Mediterranean Conference on Information Systems (MCIS)</source>
          , Genoa, Italy,
          <year>2017</year>
          ,
          <fpage>1</fpage>
          -
          <lpage>15</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          4.
          <string-name>
            <surname>Naumov</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Martikainen</surname>
            ,
            <given-names>O.</given-names>
          </string-name>
          :
          <article-title>Method for Throughput Maximization of Multiclass Networks with Flexible Servers, ETLA Discussion Papers</article-title>
          ,
          <source>The Research Institute of the Finnish Economy nro 1261</source>
          (
          <year>2011</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          5.
          <string-name>
            <surname>Naumov</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Martikainen</surname>
            ,
            <given-names>O.</given-names>
          </string-name>
          :
          <article-title>Optimal Resource Allocation in Multiclass Networks</article-title>
          ,
          <source>ETLA Discussion Papers, The Research Institute of the Finnish Economy nro 1262</source>
          (
          <year>2011</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          6.
          <string-name>
            <surname>Naumov</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Martikainen</surname>
            ,
            <given-names>O.</given-names>
          </string-name>
          :
          <article-title>Queueing Systems with Fractional Number of Servers, ETLA Discussion Papers</article-title>
          ,
          <source>The Research Institute of the Finnish Economy nro 1268</source>
          (
          <year>2012</year>
          )
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>