<?xml version="1.0" encoding="UTF-8"?><?xml-stylesheet type="text/xsl" href="static/style.xsl"?><OAI-PMH xmlns="http://www.openarchives.org/OAI/2.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/ http://www.openarchives.org/OAI/2.0/OAI-PMH.xsd"><responseDate>2026-09-29T03:18:47Z</responseDate><request verb="GetRecord" identifier="oai:odr.chalmers.se:20.500.12380/311768" metadataPrefix="dim">https://odr.chalmers.se/server/oai/request</request><GetRecord><record><header><identifier>oai:odr.chalmers.se:20.500.12380/311768</identifier><datestamp>2026-07-02T00:40:12Z</datestamp><setSpec>Technology</setSpec><setSpec>com_20.500.12380_18</setSpec><setSpec>com_20.500.12380_1</setSpec><setSpec>col_20.500.12380_47</setSpec></header><metadata><dim:dim xmlns:dim="http://www.dspace.org/xmlns/dspace/dim" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:doc="http://www.lyncode.com/xoai" xsi:schemaLocation="http://www.dspace.org/xmlns/dspace/dim http://www.dspace.org/schema/dim.xsd">
   <dim:field mdschema="dc" element="contributor" qualifier="author">Stenmark Tullberg, Erik</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="author">Kvartsén, Mattias</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="department" lang="sv">Chalmers tekniska högskola / Institutionen för mekanik och maritima vetenskaper</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="department" lang="en">Chalmers University of Technology / Department of Mechanics and Maritime Sciences</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="examiner">Forsberg, Peter</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="supervisor">Siiskonen, Maria</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="supervisor">Magnehov, Erik</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="supervisor">Isaksson, Ola</dim:field>
   <dim:field mdschema="dc" element="date" qualifier="accessioned">2026-07-01T12:50:29Z</dim:field>
   <dim:field mdschema="dc" element="date" qualifier="issued">2026</dim:field>
   <dim:field mdschema="dc" element="date" qualifier="submitted"/>
   <dim:field mdschema="dc" element="identifier" qualifier="uri">https://hdl.handle.net/20.500.12380/311768</dim:field>
   <dim:field mdschema="dc" element="identifier" qualifier="coursecode">MMSX30</dim:field>
   <dim:field mdschema="dc" element="description" qualifier="abstract">This thesis explores how module and interface variation can be used to quantify
architectural complexity in modular vehicle platforms at Volvo Group TTI. By combining
structural complexity theory with entropy-based assessment of module variant
complexity, a quantitative methodology for architectural complexity assessment was
developed. The proposed metric evaluates architectural complexity based on module
connectivity, module and interface variation, and interdependencies between modules.
Shannon entropy was adapted to assess module variant complexity. In addition, a
data-processing pipeline was developed to enable large-scale analysis of industrial
platform data. The results show that the proposed metric responds consistently to
structural changes in the platform architecture and captures important characteristics
associated with architectural complexity such as connectivity and interdependency.
The framework therefore enables systematic and data-driven comparisons of modular
platforms. The proposed metric should be used in combination with other metrics
and methods to fully capture architectural complexity and support balanced and robust
design decisions. The metric is designed for hardware platforms. Future studies
could improve measurement accuracy of module variant complexity by analysing the
physical structure of the module variants in detail. Additionally, future work could
develop a systematic method for selecting interface complexity values.</dim:field>
   <dim:field mdschema="dc" element="language" qualifier="iso">eng</dim:field>
   <dim:field mdschema="dc" element="setspec" qualifier="uppsok">Technology</dim:field>
   <dim:field mdschema="dc" element="subject">structural complexity</dim:field>
   <dim:field mdschema="dc" element="subject">modularity</dim:field>
   <dim:field mdschema="dc" element="subject">product architecture</dim:field>
   <dim:field mdschema="dc" element="subject">vehicle platforms</dim:field>
   <dim:field mdschema="dc" element="subject">Shannon entropy</dim:field>
   <dim:field mdschema="dc" element="subject">product development</dim:field>
   <dim:field mdschema="dc" element="title">Metrics and methods for complexity analysis: Identifying driving factors of structural complexity in modular vehicle platforms</dim:field>
   <dim:field mdschema="dc" element="type" qualifier="degree" lang="sv">Examensarbete för masterexamen</dim:field>
   <dim:field mdschema="dc" element="type" qualifier="degree" lang="en">Master&amp;apos;s Thesis</dim:field>
   <dim:field mdschema="dc" element="type" qualifier="uppsok">H</dim:field>
   <dim:field mdschema="local" element="programme">Complex adaptive systems (MPCAS), MSc</dim:field>
   <dim:field mdschema="others" element="access-status">open.access</dim:field>
</dim:dim></metadata></record></GetRecord></OAI-PMH>