=Paper= {{Paper |id=Vol-3812/paper4 |storemode=property |title=Premises, challenges and suggestions for modelling building knowledge using the configuration paradigm |pdfUrl=https://ceur-ws.org/Vol-3812/paper4.pdf |volume=Vol-3812 |authors=Bart Deschoolmeester,Elise Vareilles |dblpUrl=https://dblp.org/rec/conf/confws/Deschoolmeester24 }} ==Premises, challenges and suggestions for modelling building knowledge using the configuration paradigm== https://ceur-ws.org/Vol-3812/paper4.pdf
                                Premises, Challenges and Suggestions for Modelling
                                Building Knowledge using the Configuration Paradigm.
                                Bart Deschoolmeester1,*,† , Elise Vareilles2,3,†
                                1
                                  Lammekensstraat 25 - 2140 Borgerhout, Belgium
                                2
                                  ISAE SUPAERO, University of Toulouse, France
                                3
                                  IMT Mines Albi, Toulouse University, Albi, France


                                                Abstract
                                                This problem instance paper addresses the need for an industry wide modelling paradigm and language that allows the
                                                formalisation and representation of building knowledge by domain experts (architects, engineers). Herein, the special nature
                                                of the construction industry (e.g. its openness and semantics) in comparison to other industries and the complexity that arises
                                                from this, is recognised. The research needed covers a computation independent meta-model and accompanying modelling
                                                language and the added value of the knowledge-based configuration paradigm therein. The research outcome might spark
                                                renewed interest in an all-round universal knowledge representation language in the field of building information modelling
                                                (BIM) and even prove valuable for other ‘less complex’ industries.

                                                Keywords
                                                Knowledge Modelling, Building Sector, Configuration, Universal Language



                                1. Introduction                                                    the ’open’ nature specific to the building industry is pre-
                                                                                                   sented. In Section 3, the need to call some basic premises
                                A modelling environment for the design, construction, of previous efforts into question is addressed. Section 4 in-
                                operation and end-of-life of buildings, in which it is im- troduces the knowledge configuration paradigm and out-
                                possible for the end user to make modelling mistakes lines the work of examining the possible benefits and chal-
                                because of the integration of personal, company, stan- lenges of its application for building knowledge. Lastly,
                                dardised and regulatory knowledge, has been envisioned possible further extension of the research is outlined in
                                since at least 1999 [1]. In addition, the introduction of en- Section 5.
                                vironmental, social, cost, organisational, etc. objectives
                                would further automate the modelling process through
                                optimisation.                                                      2. Building Industry as an ‘Open’
                                   While some attempts have been made in the field                      Industry
                                of building information modelling, also named BIM,
                                [2][3][4], the quest for a universal knowledge represen- The need for a universal knowledge representation lan-
                                tation language has also been met with scepticism [1][5]: guage (or at least a common meta-model) and the re-
                                claiming that immediate practical needs should be priori- search challenges this provides, arise from the fact that
                                tised or even that this is not (yet) feasible. It can even be the building industry is possibly the most open industry
                                argued that the field has adopted a pragmatic approach [1]:
                                by focusing on information (as opposed to knowledge)
                                [6], its translation from one environment to another [7],                • Many parties are involved in a project and parties
                                and constraint verification only after modelling [8]. Our                  change with every project.
                                proposed research returns to an idealistic view, but finds               • Vast  numbers of manufacturers and products for
                                it promising if based on revised conceptual foundations                    any building part (from traditional to innovative),
                                and the knowledge-based configuration paradigm.                            on any scale (up to the building itself) are avail-
                                   The rest of the paper is as follows. First, in Section 2,               able on the market.
                                                                                                         • Both a product directly and an onsite composition
                                ConfWS’24: 26th International Workshop on Configuration, Sep 2–3,          from products might provide a solution for a re-
                                2024, Girona, Spain                                                        quired part (e.g. a wall as prefabricated masonry
                                *
                                  Corresponding author.                                                    or on site masonry).
                                †
                                  These authors contributed equally.                                     • Project specifications often don’t prescribe spe-
                                $ bartdeschoolmeester@hotmail.com (B. Deschoolmeester);
                                elise.vareilles@imines-albi.fr (E. Vareilles)
                                                                                                           cific products.
                                € https://pagespro.isae-supaero.fr/elise-vareilles/ (E. Vareilles)       • Product delivery might not include some parts but
                                 0000-0001-6269-8609 (E. Vareilles)                                       only list its requirements (called ‘open systems’
                                          © 2024 Copyright for this paper by its authors. Use permitted under Creative Commons License
                                          Attribution 4.0 International (CC BY 4.0).




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Workshop      ISSN 1613-0073
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        in this text, as opposed to proprietary, ‘closed’           physical item (called positions in this text): a win-
        systems’).                                                  dow can be open or closed, supports for raised
                                                                    office floors having an adjustable height or a ven-
  This openness is reenforced at a European level                   tilation unit with different flow rates. Therefore,
through regulation (Construction Product Regulation[9],             at least conceptually, properties must be thought
public procurement[10]) and standardisation (CEN - Eu-              of as potentially having different domains over
ropean Committee for Standardization). This openness                its parts, items, variants and positions.
entails that most knowledge is generic and generally              • Any level of abstraction should be allowed from
available in ample building regulations and standards.              the obvious generic concept ’door’, over ’parti-
Designers, contractors and manufacturers refer to these             tion’ (covering window, door, wall, floor, etc. ) up
documents and generally only complement them with                   to a ‘building object’ concept.
their specific requirements.                                      • Innovative products exist for any building part
  The need for a common language for all the stake-                 and therefore must be expected: a generic concept
holders is even more acute because of the challenges fac-           should not be confined to its traditional meaning
ing the construction industry: climate and environment,             but allow almost unlimited heterogeneity.
robotics, artificial intelligence, digital twins, etc. and this   • The semantics of the aforementioned ‘position’
while facing a shrinking workforce (both engineers and              can be further developed to also hold changes
workers).                                                           like the onsite length adjustment of a beam, the
                                                                    removal, addition or replacement of a part (e.g.
3. Work Part 1: Basic Premises                                      a filter change), or the different installation or
                                                                    use options of a product. With the addition of
In light of the unsuccessful attempts to develop a uni-             a ‘location‘ and ‘time’ property an item could
versal knowledge representation language for the con-               be tracked in space and time, with each change
struction sector (see Section 1), it is necessary to first list     being a new position. Thus covering the complete
these experiments, examine their potential shortcomings             life-cycle.
and generate new ideas and approaches. Based on this              • The semantics of the hierarchical relations be-
work, it will then be possible to define the premises of a          tween a concept and its parts and items respec-
meta-model and its accompanying modelling language.                 tively, should not be confined to their traditional
   A preliminary examination already allows some un-                definitions. A concept is primarily a generali-
derpinnings of previous efforts to be called into question.         sation of its items but this relation can have a
   Firstly, are existing attempts sufficiently intuitive? The       part-like meaning through emergent properties
sheer volume of available building expertise will necessi-          like cardinality, overall cost, energy loss etc. Like-
tate the creation, verification and maintenance of knowl-           wise, a concept might have properties that are a
edge models as a collaborative endeavour to be done by              generalisation of the part properties: for example,
domain experts (e.g. architects and engineers) directly             a masonry wall concept enforces the same colour
without a need for intermediaries like knowledge engi-              domain for mortar and bricks.
neers.                                                            • The ontology should be polyhierarchical (a single
   Secondly, are these efforts ontological sufficiently             concept occurs in more than in one place) [11]:
sound? Some examples of overlooked building ontology:               for example, products exist that act as roof boards
                                                                    and roof insulation or the window grille is simul-
     • A building concept can play different semantic               taneously part of the window and the ventilation
       roles: it can simultaneous be a conceptual ‘con-             system.
       tainer’ of parts, items, variants and positions. For       • Within the partonomy there is also a need for the
       instance, a window is composed of parts for its              idea of ‘breakdowns’: different ways of breaking
       operation: generally, a frame, glazing(s) and hard-          down a concept into parts. These ways can be
       ware. Yet, in a project, the concept might also              disjunct (variants): for example, the choices for
       represent more than one window, for example, a               the building structure might be frame-like (e.g.
       generalisation of the 4 physical windows (items)             wood or steel) or mass-like (e.g. prefab concrete
       of the front facade. The concept might also ex-              or masonry). Breakdowns can also be conjunct
       press the variants allowed in the specification              (within a single variant): a building can be sub-
       (e.g. the designer allows freedom in the choice              divided into its structure and total air volume or
       of hardware to the contractor) or offered by the             into floors (with each floor incorporating part of
       product (a window available in different heights).           the structure and air volume). Each breakdown
       Lastly, variability can also exist within a single           (and its parts) can be needed for the representa-
                                                                    tion of knowledge or user requirements.
   Lastly, what is the universe of discourse of the at-
                                                                         Product                            Generic concept


tempts? In any industry, knowledge is interconnected,                        User
                                                                                                 Specifi-                     Products

but in the construction industry, due to its open nature,                                        cation


this is scaled to the entire industry. It might therefore
be impossible to effectively isolate a particular aspect in
a model while striving for its universal use. The work
should therefore outline the contours of what constitutes            Figure 1: Left: relationship between product and
as building knowledge.                                               user solution space in a traditional configuration task.
                                                                     Right: relationships between generic concept, project
                                                                     specification and products solutions space in a con-
4. Work Part 2: Applying                                             figuration task for a building project part
   Knowledge-based
   Configuration                                              challenges to the paradigm can already be identified.
The knowledge-based configuration paradigm defines a            Can configuration cover the needs resulting from the
configuration model as a set of variables with their do-      work of Section 3: the ontology, the domain of discourse
mains and with product and user constraints limiting          and will it be enough to allow domain experts to take on
the possible combinations of variable values, and a solu-     the role of knowledge engineers? A task resembling the
tion (a configuration) as an assignment of single values      work of [14].
to all variables consistent with the constraints (e.g. a        Will the configuration paradigm be able to fully absorb
valid configuration), as in Chapter 6 of [12]. Knowledge-     the open character discussed in Section 2?
based configuration is a matured and successful area of
                                                                   • The knowledge base will be incomplete. This
artificial intelligence, used and integrated across many
                                                                     because of the amount of standards, products,
industries for more than 40 years, as presented in Chapter
                                                                     etc. , the gradual nature of the design process or
1 of [12]. The configuration paradigm will feel intuitive
                                                                     confidentiality (e.g. pricing information). Also,
and familiar for most building professionals: a (product
                                                                     tacit knowledge is prevalent with construction
independent) specification as a solution space; a building
                                                                     parties.
as a configuration; design choices as constraints; con-
figurable products like drywall systems, roof systems,             • As it is impossible for any product knowledge
insulation systems. An intensional, declarative represen-            base to contain all building products available on
tation through domains and constraints might therefore               the market, the user requirements (the project
prove to be a good fit for construction knowledge                    specification) do no operate ‘within’ or on a sin-
   Another appealing aspect is the possibility of a repre-           gle product knowledge base, cf. Chapter 6 of [12].
sentation that is non-causal, meaning that in a particular           It is rather that both constraints defining multi-
constraint which variables are input and which are out-              ple products and user requirements operate in
put need not be defined. Though the building modelling               the knowledge base of the generic concept (e.g. a
process is largely experienced as procedural, directional,           generic window, door, wall, etc.) and it is the in-
top-down, where decisions thought of as the most im-                 tersection of the specification and products solu-
pactful, like the overall shape of the building, are taken           tion spaces that represents the configurations that
first and then gradually more detailed decisions are taken,          provides a solution and this only for the known
it is argued that this must not be imposed by the mod-               products (see Fig. 1).
elling environment. Light requirements might determine             • The user should be presented only with valid op-
the number and shape of windows instead of the other                 tions at any one moment in the modelling process.
way around [13], or standard sizes of plywood sheets                 It is therefore not enough to solve for one valid
determine the size of a construction to avoid waste [13].            solution but continuously for the complete valid
In light of circularity, products available for reuse might          solution space. This is especially necessary in a
even become requirements instead of solutions. The up-               multi-user environment, where parties operate
coming practice of early involvement of all stakeholders             in each other’s solution space.
entails the registering of big and small requirements be-          • Building industry knowledge is distributed. Not
fore designing is started.                                           only for product knowledge (different manufac-
   The knowledge-based configuration paradigm might                  turers) but also generic knowledge (building reg-
even make the typical iterative design process obsolete,             ulations and standards) is generated by differ-
creating substantial savings. Though the knowledge-                  ent institutions at different geographical levels
based configuration paradigm seems promising, some                   (municipality, country, EU level, etc.). Expect-
                                                                     ing all of them to formalise their knowledge on
       one location seems unrealistic. The product and          [4] J.-K. Lee, C. M. Eastman, Y. C. Lee, Implemen-
       generic knowledge base will be distributed and               tation of a BIM domain-specific language for the
       maybe also the project requirements base. Consis-            building environment rule and analysis, Journal
       tency, verification and maintenance of distributed           of Intelligent & Robotic Systems 79 (2015) 507–522.
       generic knowledge might seem especially chal-                doi:10.1007/s10846-014-0117-7.
       lenging.                                                 [5] R. S. Weygant, BIM Content Development. Stan-
     • A solution is not always a product variant (a sin-           dards, Strategies, and Best Practices, 1st. ed., Hobo-
       gle product item). A product item position (a spec-          ken, NJ, 2011.
       ification might require a specific height for a sup-     [6] F. Liu, A. K. Jallow, C. Anumba, Building knowledge
       port, yet a support adjustable in height might be            modeling: integrating knowledge in BIM, in: Pro-
       acceptable), a product item part (order the whole            ceedings of the CIB W78 2013: 30th International
       product to use only one of its parts) or product             Conference – Beijing, w78, 2013, pp. 199–208.
       items combined (concrete from different suppli-          [7] ISO 16739 Industry Foundation Classes (IFC) for
       ers for one single structure or products combined            data sharing in the construction and facility man-
       as parts to make up the specified whole) might               agement industries - Part 1: Data scheme, 2nd.
       prove to be equally valid solutions.                         ed., International Organization for Standardization,
     • In open systems, as defined in Section 2, the con-           Geneva, Switzerland, 2024.
       straints for the not included parts of a (supply         [8] A. Koutamanis, Planning regulations and modelled
       side) product might in effect be a product inde-             constraints in BIM: A dutch case study, Buildings
       pendent (demand side) specification. Making it               44 (2024). doi:10.3390/buildings14040939.
       necessary to solve the product knowledge base            [9] Regulation (eu) no 305/2011 of the european par-
       first.                                                       liament and of the council of 9 march 2011 laying
                                                                    down harmonised conditions for the marketing of
                                                                    construction products and repealing council direc-
5. Further Expansion of Research                                    tive 89/106/eec, in: Official Journal of the European
                                                                    Union, 1st. ed., European Union, 2011, pp. 4–43.
Once the conceptual foundation and configuration as a
                                                               [10] Directive 2014/24/eu of the european parliament
solution established, the research could be extended:
                                                                    and of the council of 26 february 2014 on public
     • As touched up in the introduction, a need for                procurement and repealing directive 2004/18/ec, in:
       optimisation might arise.                                    Official Journal of the European Union, volume 57,
     • New solving methodologies: computationally                   1st. ed., European Union, 2014, pp. 65–242. doi:10.
       more efficient surrogate models might proof to               3000/19770677.L_2014.094.
       be more practical or the use of generative design       [11] ISO 5127 Information and documentation — Foun-
       where the solution space is explored in an itera-            dation and vocabulary, 2nd. ed., International Orga-
       tive process through single exemplary solutions.             nization for Standardization, Geneva, Switzerland,
     • Propositions for domain expert and end user in-              2017.
       terface might result from the work.                     [12] A. Felfernig, L. Hotz, C. Bagley, J. Tiihonen,
     • New ways of knowledge acquisition like through               Knowledge-based Configuration: From Research to
       voluntary open collaboration of domain experts               Business Cases, 1 ed., Morgan Kaufmann Publishers
       or the use of artificial intelligence (large language        Inc., San Francisco, CA, USA, 2014.
       models, natural language processing) to extract         [13] K. M. Kensek, D. E. Noble, Building Information
       knowledge.                                                   Modeling. BIM in Current and Future Practice, 1st.
                                                                    ed., Hoboken, NJ, 2014.
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