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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Towards computational dialogue types for BIM collaborative design: An initial Study</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Alice Toniolo</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Marianthi Leon</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>School of Computer Science, University of St Andrews</institution>
          ,
          <country country="UK">UK</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Scott Sutherland School of Architecture and the Built Environment, Robert Gordon University</institution>
          ,
          <country country="UK">UK</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>Collaborative design is an iterative process of selecting and evaluating solutions under potentially conflicting requirements, a concept central to Building Information Modelling (BIM) implementation. Previous research has shown that design can be better understood via computational argumentation-based dialogue. We suggest that in BIM context different types of dialogue should be considered and we propose an approach that translates collaborative, conceptual and perceptual activities undertaken by design and construction professionals to dialogue types.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1 Introduction</title>
      <p>
        Increased multidisciplinary effort during the early design stages of the Architecture,
Engineering and Construction (AEC) industry is a prerequisite for effective overall design and
construction stages, especially due to the Building Information Modelling (BIM) mandate
in 2016 [
        <xref ref-type="bibr" rid="ref10 ref19">10, 19</xref>
        ]. The core of Building Information Modelling (BIM) implementation lies
on effective and efficient collaboration while a shift of the design effort towards the early
and conceptual design stages has the potential to lead to fewer problems during the later
more complex design steps [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]. The Architecture Engineering and Construction (AEC)
industry is shifting its focus in relation to projects delivery to efficient collaboration and
innovative ways of creating, sharing and collecting relevant information [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ].
Collaboration and communication are becoming central for successful construction projects
completion. However, collaborative design is a complex process composed by different phases
that range from establishing a shared understanding of the design problem, through
formulating objectives and solutions and selecting those that best suit constraints and
preferences of different construction professionals involved.
      </p>
      <p>
        This research is examining multidisciplinary team work during the early BIM and
conceptual design stages and correlates design processes analysis with formal models of
dialogue. The domain of early design phases makes it a natural environment for introduction
of argumentation-based reasoning in order to model different hard and soft constraints,
misaligned goals, information and different methods to proceed with the design. This has
been shown in many design applications, from engineering (eg, [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]) to software
development (eg, [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]) to name a few, with both positive and negative usability feedback [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ].
In previous research, we analysed collaborative reasoning applied for early BIM
showing that conceptual design stages involve a process of argumentation where professionals
with different expertise establish agreements on design solutions [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ].
      </p>
      <p>
        Formal models of argumentation may contribute to understanding how requirements,
expertise and information flow lead to a design. However, to fully understand how
collaborative design proceeds in BIM the purpose of collaborative reasoning should be
represented at different stages. We argue, in this research, that the dialogical context in which
the argumentation takes place is a suitable method to model the communication between
AEC professionals at early and concept stages of design. In previous research, Black et
al [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ], proposed a new type of computational model of dialogue derived from real team
design context. In the long term, our objective is to build upon their work and formalise
the dialogue that takes place between AEC professionals in early design stages. We
believe that dialogue in this context can be understood as a combination of existing dialogue
models (such as information seeking, deliberation and negotiation) with continuous shifts
and interleaving between these models. Based on real examples extracted from Leon [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ],
we discuss an initial methodology that may provide some support to this claim.
2
      </p>
    </sec>
    <sec id="sec-2">
      <title>Dialogue Types within Design Thinking</title>
      <p>In this paper, we aim to draw a comparison between model design team’s actions as
prescribed by the AEC research methodology for analysis of team work and computational
dialogue model goals. Here, we show how these two approaches may come together to
analyse complex collaborative decisions among professionals within a BIM context.</p>
      <p>
        Design Processes. Collaborative design is highly influenced by critical behaviours,
i.e. social relationships’ factors and clear communication paths, rather than operational
and technical problems or human error [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. Collaborative design processes are also
hindered by poor incorporation of some important design concerns (like later life-cycle
issues and sustainability design decisions) [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]. Methodologies that analyse design processes
based on themes and actions (i.e. collaborative, cognitive, physical actions) have been
extensively researched by Gero and McNeill [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ], Suwa, et al. [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ] and Salman et al. [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ].
These methodological approaches intend to provide an analysis and understanding of the
design processes and, most importantly, of the different types of interactions that occur
during design processes.
      </p>
      <p>
        As a result, this research is applying a design process methodological analysis at a
macroscopic level applicable at conceptual design stages, thus, defining designers’
cognitive actions in a systematic manner during the design stages and providing further
insight in the designers’ design processes, as defined by Gero and McNeill [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ] and Suwa et
al. [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ]. The specific methodology is defined as design protocol analysis and it includes
the recording of a design activity and its segmentation in verbal protocols according to
subjects’ intentions and the contents of their thoughts or actions. Once the thematic
segmentation of a design process is completed, the segments are categorised according to an
actions’ coding scheme corresponding to physical, perceptual, functional and conceptual
actions [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ]. The segments’ division is case dependent and the categories in which they
can be divided is determined by the research scope [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ].
      </p>
      <p>
        Formal Representation of Dialogue. Formal dialogue has several interpretations and
uses. In this research, we consider dialogue in the form introduced by the seminal work of
Walton and Krabbe [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ], where a characterisation of dialogue types is made according to
the goal of the dialogue. Formal games based on dialogue protocols have been proposed
to formalise different argumentation-based dialogue types [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]. Ravenscroft [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ]
highlights the educational potential of systems employing formal dialogue games to facilitate
collaborative argumentation for improving conceptual understanding and development.
      </p>
      <p>
        Furthermore, recent research on argument mining, the automatic extraction of
argumentation structures from text, suggests that understanding dialogical context facilitates
the identification of arguments [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. We suggest that such dialogical context in early BIM
design phases may be identified by establishing the relation between the types of dialogue
proposed by Walton and Krabbe [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ] with the analysis of communication at different
levels proposed by Leon [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ].
3
      </p>
    </sec>
    <sec id="sec-3">
      <title>Analysis</title>
      <p>
        During this research, we analyse segments from two different studies focusing on concept
and early BIM multidisciplinary collaboration, where two multidisciplinary design teams
are monitored while working on a design brief. The first step for gathering information
about the kind of dialogue existing in early stage construction design is to collect,
extract and transcribe data from the study with AEC professionals. This data extraction and
transcription phase is focused on the identification of stages of collaborative design that
involve debate over options as well as creation of new solutions. The studies raw data
are collected according to protocol analysis as described in [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]; the studies are video
recorded, transcribed and divided into smaller units (segments). The specific segments
are chosen due to their thematic complexity.
      </p>
      <p>
        Actions’ Coding scheme. The purpose of the actions’ coding levels is to provide
answers regarding the participants’ interactions among them and with the physical and
digital media, the participants’ cognitive, conceptual and perceptual actions and the
general evolution of the design processes. These three main levels applied for coding the
studies’ segments are presented in Table 1 and include: the collaboration level focused
on cognitive synchronisation, ideas clash and workflow drivers; the concept and
perception level focused on setting goals, making decisions, brainstorming and re-examining
new and existing features; and the physical actions level for drawing and sketching both
with physical and digital means, and also for inspecting design elements. The segments
are categorised and coded according to three levels, those focused on physical perceptual
and conceptual actions are adapted from Suwa et al. [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ] while the collaboration level is
adapted from Gu et al. [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ] and Gero and NcNeill [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ].
      </p>
      <p>
        Dialogue types. Among the different types of dialogue proposed by Walton and
Krabbe [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ], we have identified three most relevant dialogues for early BIM
multidisciplinary collaboration: (i) Deliberation Dialogue: how to act in collaboration; (ii)
Negotiation Dialogue: how to allocate scarce resources; (iii) Information-Seeking Dialogue:
improve limited knowledge. These dialogue types represent different dialogical contexts
characterised by an initial arising situation and a subsequent goal to be achieved through
the discussion. Here we simply focus on this dialogical context and we draw potential
links with the scheme presented in Table 1.
      </p>
      <p>Analysis. We propose two examples where we suggest a connection between the
dialogue context and the actions’ coding scheme. The focus of the analysis is on the two
levels concerning verbal actions: perception &amp; concept and collaboration.</p>
      <p>In the first segment, a building surveyor (BS), a quantity surveyor (QS) and an
architect (A1) are discussing some specific aspects of a building, focusing on storage space.
Professionals are engaged in the conversation to find further information from other
professionals about the requirements of the storage space. This represents an instance of
information seeking dialogue arising from a situation in which a participant has some
knowledge that the other participants lack. Furthermore, participants enrich the
knowledge exchange by providing justifications for the information proposed (e.g., client
values model making), forming an argumentation-based information seeking dialogue. The
annotations for this segment indicate an establishment of shared understanding, and
decision on new features at the collaboration level, while at the concept and perception level
a phase of problem finding and system brainstorming is identified. The combination of
annotations indicates an information-seeking dialogue.</p>
      <p>In Table 3, we report a second segment, where the discussion brings the professionals
to the analysis of costs in relation to construction issues. In this segment, we see two
different types of dialogue negotiation and deliberation. The need to decide what to do,
such as the dimensions of office space, is interleaved with the need to find a trade-off
between costs, numbers of storeys and design material. BS and a second architect (A2)
initiate a phase of deliberation by considering the open problem of designing office space,
where the participants share options driven by room requirements and regulations. BS
creates the necessary premises to enter the negotiation phase, by highlighting that costs
should not be considered as an issue. QS advocating for a trade-off between budget and
design choices, acts as the opponent proposing reasons as to why the building should be
lower in height. In turn, QS and BS propose solutions that best suit their individual design
ideas and expertise, leading to a compromise that satisfies the resource constraints. BS
establishes the premises for starting a new phase of deliberation, by asserting that the
access to the site is difficult, hence, a further decision on what is to be done about the
slope needs to be taken in later stages.</p>
      <p>The actions’ coding indicates that there is a phase of shared understanding, similar to
that in Table 2. This is clearly an identifier of argumentation that underpins all three types
of dialogue presented in this research. Negotiation differs from deliberation and can be
recognised by the initial situation: the former arises from an open problem (e.g., that of
setting up goals) while the latter focuses on a decision on existing features on the basis of
scarce resources. We suggest that the actions’ coding should be used to differentiate
between dialogue as follows. At the collaboration level the actions’ coding includes a phase
of negotiation, in combination with a decision on existing features as a workflow driver.
As suggested by the use of the similar terminology, the combination of these actions
indicate a phase of negotiation dialogue. The actions at the concept and perception level, such
as setting up goals, are indicators that participants enter a phase of deliberation dialogue.</p>
      <p>
        As each segment in the study of Leon [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] is annotated with the actions presented in
Table 1, actions’ coding provides a dialogical context for the dialogue at different design
stage. In future, this will enable a more granular account of the speech acts involved.
      </p>
    </sec>
    <sec id="sec-4">
      <title>4 Discussion</title>
      <p>This research is focusing on a methodological approach that translates collaborative,
conceptual and perceptual activities related to design processes undertaken by BIM
professionals to correspondent argumentative dialogue types such as information seeking,
deliberation and negotiation. The proposed argumentative dialogue may better inform the
formalisation of collaboration analysis for built environment applications while design
decisions can be monitored and traced. The work presented here is only a starting point for
investigation of the domain and potential of the approach. While thematic action coding
for clips is currently manually performed, we will investigate methods to automatically
identify factors that would allow us to annotate each dialogue clip on the basis of a
combination of keywords and speech acts. Much future work is, however, needed to provide
a framework to systematically analyse dialogue in early BIM stages.</p>
      <p>
        We believe that although design has been thoroughly studied in existing research, the
richness of the design process underpinning early building and construction design stages
has potential for further future research. This may inform current computational
models of dialogue with focus on dialogue shifts and practical reasoning [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ]. Experiments
such as that presented in [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] provide a rich source of data that may have potential for
application and advancement of current research for example in argument mining [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ].
Our work also attempts to establish the premises for an enriched analysis of
communication amongst professional during early stages of design. This may represent the basis for
mixed-initiative argumentation-based dialogue between professionals and agents acting
as mediators to improve detection of conflicting ideas and information at different phases
of design.
      </p>
    </sec>
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